Review
. 2012 Jan;48(4).
doi: 10.1016/j.ejca.2011.11.036.

Radiomics: extracting more information from medical images using advanced feature analysis

Philippe Lambin 1 Emmanuel Rios-Velazquez  Ralph Leijenaar  Sara Carvalho  Ruud G P M van Stiphout  Patrick Granton  Catharina M L Zegers  Robert Gillies  Ronald Boellard  André Dekker  Hugo J W L Aerts  
Affiliations
  • PMID: 22257792
  •     21 References
  •     792 citations

Abstract

Solid cancers are spatially and temporally heterogeneous. This limits the use of invasive biopsy based molecular assays but gives huge potential for medical imaging, which has the ability to capture intra-tumoural heterogeneity in a non-invasive way. During the past decades, medical imaging innovations with new hardware, new imaging agents and standardised protocols, allows the field to move towards quantitative imaging. Therefore, also the development of automated and reproducible analysis methodologies to extract more information from image-based features is a requirement. Radiomics--the high-throughput extraction of large amounts of image features from radiographic images--addresses this problem and is one of the approaches that hold great promises but need further validation in multi-centric settings and in the laboratory.

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Clin Transl Oncol, 2016 Jul 02; 19(2). PMID: 27364695
Big Data Analytics for Prostate Radiotherapy.
James Coates, Luis Souhami, Issam El Naqa.
Front Oncol, 2016 Jul 06; 6. PMID: 27379211    Free PMC article.
Review.
Decoding Intratumoral Heterogeneity of Breast Cancer by Multiparametric In Vivo Imaging: A Translational Study.
Jennifer Schmitz, Julian Schwab, +17 authors, Andreas M Schmid.
Cancer Res, 2016 Jul 29; 76(18). PMID: 27466286    Free PMC article.
Revisiting the Robustness of PET-Based Textural Features in the Context of Multi-Centric Trials.
Clément Bailly, Caroline Bodet-Milin, +4 authors, Thomas Carlier.
PLoS One, 2016 Jul 29; 11(7). PMID: 27467882    Free PMC article.
Joint analysis of multiple high-dimensional data types using sparse matrix approximations of rank-1 with applications to ovarian and liver cancer.
Gordon Okimoto, Ashkan Zeinalzadeh, +8 authors, Sandi Kwee.
BioData Min, 2016 Aug 02; 9. PMID: 27478503    Free PMC article.
Sensitivity of Image Features to Noise in Conventional and Respiratory-Gated PET/CT Images of Lung Cancer: Uncorrelated Noise Effects.
Jasmine A Oliver, Mikalai Budzevich, +5 authors, Geoffrey Zhang.
Technol Cancer Res Treat, 2016 Aug 10; 16(5). PMID: 27502957    Free PMC article.
Differences in Patient Outcomes of Prevalence, Interval, and Screen-Detected Lung Cancers in the CT Arm of the National Lung Screening Trial.
Matthew B Schabath, Pierre P Massion, +5 authors, Robert J Gillies.
PLoS One, 2016 Aug 11; 11(8). PMID: 27509046    Free PMC article.
A phase 1 'window-of-opportunity' trial testing evofosfamide (TH-302), a tumour-selective hypoxia-activated cytotoxic prodrug, with preoperative chemoradiotherapy in oesophageal adenocarcinoma patients.
Ruben T H M Larue, Lien Van De Voorde, +11 authors, Philippe Lambin.
BMC Cancer, 2016 Aug 19; 16. PMID: 27535748    Free PMC article.
Applying a computer-aided scheme to detect a new radiographic image marker for prediction of chemotherapy outcome.
Yunzhi Wang, Yuchen Qiu, +3 authors, Bin Zheng.
BMC Med Imaging, 2016 Sep 02; 16(1). PMID: 27581075    Free PMC article.
Beyond breast density: a review on the advancing role of parenchymal texture analysis in breast cancer risk assessment.
Aimilia Gastounioti, Emily F Conant, Despina Kontos.
Breast Cancer Res, 2016 Sep 21; 18(1). PMID: 27645219    Free PMC article.
Review.
Defining a Radiomic Response Phenotype: A Pilot Study using targeted therapy in NSCLC.
Hugo J W L Aerts, Patrick Grossmann, +4 authors, Binsheng Zhao.
Sci Rep, 2016 Sep 21; 6. PMID: 27645803    Free PMC article.
Highly Cited.
ENT COBRA (Consortium for Brachytherapy Data Analysis): interdisciplinary standardized data collection system for head and neck patients treated with interventional radiotherapy (brachytherapy).
Luca Tagliaferri, György Kovács, +14 authors, Vincenzo Valentini.
J Contemp Brachytherapy, 2016 Sep 21; 8(4). PMID: 27648088    Free PMC article.
Review.
Molecular image-directed biopsies: improving clinical biopsy selection in patients with multiple tumors.
Stephanie A Harmon, Michael J Tuite, Robert Jeraj.
Phys Med Biol, 2016 Oct 04; 61(20). PMID: 27694707    Free PMC article.
Effects of contrast-enhancement, reconstruction slice thickness and convolution kernel on the diagnostic performance of radiomics signature in solitary pulmonary nodule.
Lan He, Yanqi Huang, +3 authors, Zaiyi Liu.
Sci Rep, 2016 Oct 11; 6. PMID: 27721474    Free PMC article.
Highly Cited.
Imaging biomarker roadmap for cancer studies.
James P B O'Connor, Eric O Aboagye, +74 authors, John C Waterton.
Nat Rev Clin Oncol, 2016 Nov 03; 14(3). PMID: 27725679    Free PMC article.
Highly Cited. Review.
The Pursuit of Noninvasive Diagnosis of Lung Cancer.
Thomas Atwater, Christine M Cook, Pierre P Massion.
Semin Respir Crit Care Med, 2016 Oct 13; 37(5). PMID: 27732989    Free PMC article.
Review.
Unravelling tumour heterogeneity using next-generation imaging: radiomics, radiogenomics, and habitat imaging.
E Sala, E Mema, +5 authors, H A Vargas.
Clin Radiol, 2016 Oct 16; 72(1). PMID: 27742105    Free PMC article.
Highly Cited. Review.
Reliability of PET/CT Shape and Heterogeneity Features in Functional and Morphologic Components of Non-Small Cell Lung Cancer Tumors: A Repeatability Analysis in a Prospective Multicenter Cohort.
Marie-Charlotte Desseroit, Florent Tixier, +4 authors, Mathieu Hatt.
J Nucl Med, 2016 Oct 22; 58(3). PMID: 27765856    Free PMC article.
3D texture analysis for classification of second harmonic generation images of human ovarian cancer.
Bruce Wen, Kirby R Campbell, +6 authors, Paul J Campagnola.
Sci Rep, 2016 Oct 22; 6. PMID: 27767180    Free PMC article.
A Novel Framework for Automated Segmentation and Labeling of Homogeneous Versus Heterogeneous Lung Tumors in [18F]FDG-PET Imaging.
Motahare Soufi, Alireza Kamali-Asl, Parham Geramifar, Arman Rahmim.
Mol Imaging Biol, 2016 Oct 23; 19(3). PMID: 27770402
Combining Radiation Therapy with Immune Checkpoint Blockade for Central Nervous System Malignancies.
Neil M D'Souza, Penny Fang, +3 authors, Jing Li.
Front Oncol, 2016 Oct 25; 6. PMID: 27774435    Free PMC article.
Review.
Magnetic Resonance Imaging-Based Radiomic Profiles Predict Patient Prognosis in Newly Diagnosed Glioblastoma Before Therapy.
Sean D McGarry, Sarah L Hurrell, +5 authors, Peter S LaViolette.
Tomography, 2016 Oct 25; 2(3). PMID: 27774518    Free PMC article.
Large-scale Radiomic Profiling of Recurrent Glioblastoma Identifies an Imaging Predictor for Stratifying Anti-Angiogenic Treatment Response.
Philipp Kickingereder, Michael Götz, +11 authors, David Bonekamp.
Clin Cancer Res, 2016 Nov 03; 22(23). PMID: 27803067    Free PMC article.
Highly Cited.
Co-occurrence of Local Anisotropic Gradient Orientations (CoLlAGe): A new radiomics descriptor.
Prateek Prasanna, Pallavi Tiwari, Anant Madabhushi.
Sci Rep, 2016 Nov 23; 6. PMID: 27872484    Free PMC article.
An Exploratory Study to Detect Ménière's Disease in Conventional MRI Scans Using Radiomics.
E L van den Burg, M van Hoof, +4 authors, R van de Berg.
Front Neurol, 2016 Nov 23; 7. PMID: 27872606    Free PMC article.
Pathologic stratification of operable lung adenocarcinoma using radiomics features extracted from dual energy CT images.
Jung Min Bae, Ji Yun Jeong, +7 authors, Young Mog Shim.
Oncotarget, 2016 Nov 24; 8(1). PMID: 27880938    Free PMC article.
Texture analysis of medical images for radiotherapy applications.
Elisa Scalco, Giovanna Rizzo.
Br J Radiol, 2016 Nov 26; 90(1070). PMID: 27885836    Free PMC article.
Review.
Prostate Cancer: Epigenetic Alterations, Risk Factors, and Therapy.
Mankgopo M Kgatle, Asgar A Kalla, +2 authors, Razia Moorad.
Prostate Cancer, 2016 Nov 29; 2016. PMID: 27891254    Free PMC article.
Review.
INTEGRATIVE ANALYSIS FOR LUNG ADENOCARCINOMA PREDICTS MORPHOLOGICAL FEATURES ASSOCIATED WITH GENETIC VARIATIONS.
Chao Wang, Hai Su, Lin Yang, Kun Huang.
Pac Symp Biocomput, 2016 Nov 30; 22. PMID: 27896964    Free PMC article.
Radiomic-Based Pathological Response Prediction from Primary Tumors and Lymph Nodes in NSCLC.
Thibaud P Coroller, Vishesh Agrawal, +4 authors, Hugo J W L Aerts.
J Thorac Oncol, 2016 Dec 03; 12(3). PMID: 27903462    Free PMC article.
Positron emission tomography/computerized tomography for tumor response assessment-a review of clinical practices and radiomics studies.
Wei Lu, Wengen Chen.
Transl Cancer Res, 2016 Dec 03; 5(4). PMID: 27904837    Free PMC article.
Quantitative radiomics studies for tissue characterization: a review of technology and methodological procedures.
Ruben T H M Larue, Gilles Defraene, +2 authors, Wouter van Elmpt.
Br J Radiol, 2016 Dec 13; 90(1070). PMID: 27936886    Free PMC article.
Highly Cited. Review.
Tumor compactness improves the preoperative volumetry-based prediction of the pathological complete response of rectal cancer after preoperative concurrent chemoradiotherapy.
Che-Yu Hsu, Chun-Wei Wang, +4 authors, Sung-Hsin Kuo.
Oncotarget, 2016 Dec 16; 8(5). PMID: 27974702    Free PMC article.
Application of texture analysis to DAT SPECT imaging: Relationship to clinical assessments.
Arman Rahmim, Yousef Salimpour, +5 authors, Vesna Sossi.
Neuroimage Clin, 2016 Dec 21; 12. PMID: 27995072    Free PMC article.
Correlation of pretreatment 18F-FDG PET tumor textural features with gene expression in pharyngeal cancer and implications for radiotherapy-based treatment outcomes.
Shang-Wen Chen, Wei-Chih Shen, +4 authors, Chia-Hung Kao.
Eur J Nucl Med Mol Imaging, 2016 Dec 22; 44(4). PMID: 27999896
Assessing Agreement between Radiomic Features Computed for Multiple CT Imaging Settings.
Lin Lu, Ross C Ehmke, Lawrence H Schwartz, Binsheng Zhao.
PLoS One, 2016 Dec 30; 11(12). PMID: 28033372    Free PMC article.
Radiomics: a new application from established techniques.
Vishwa Parekh, Michael A Jacobs.
Expert Rev Precis Med Drug Dev, 2017 Jan 04; 1(2). PMID: 28042608    Free PMC article.
Highly Cited.
Associations of Radiomic Data Extracted from Static and Respiratory-Gated CT Scans with Disease Recurrence in Lung Cancer Patients Treated with SBRT.
Elizabeth Huynh, Thibaud P Coroller, +7 authors, Hugo J W L Aerts.
PLoS One, 2017 Jan 04; 12(1). PMID: 28046060    Free PMC article.
Intrinsic dependencies of CT radiomic features on voxel size and number of gray levels.
Muhammad Shafiq-Ul-Hassan, Geoffrey G Zhang, +10 authors, Eduardo Gerardo Moros.
Med Phys, 2017 Jan 24; 44(3). PMID: 28112418    Free PMC article.
Highly Cited.
Radiomics of Lung Nodules: A Multi-Institutional Study of Robustness and Agreement of Quantitative Imaging Features.
Jayashree Kalpathy-Cramer, Artem Mamomov, +17 authors, Dmitry Goldgof.
Tomography, 2017 Feb 06; 2(4). PMID: 28149958    Free PMC article.
Highly Cited.
Multislice Analysis of Blood Flow Values in CT Perfusion Studies of Lung Cancer.
Silvia Malavasi, Domenico Barone, Giampaolo Gavelli, Alessandro Bevilacqua.
Biomed Res Int, 2017 Feb 07; 2017. PMID: 28164118    Free PMC article.
An overview of current practice in external beam radiation oncology with consideration to potential benefits and challenges for nanotechnology.
Raymond B King, Stephen J McMahon, +5 authors, Conor K McGarry.
Cancer Nanotechnol, 2017 Feb 22; 8(1). PMID: 28217177    Free PMC article.
Review.
Texture Analysis and Synthesis of Malignant and Benign Mediastinal Lymph Nodes in Patients with Lung Cancer on Computed Tomography.
Tuan D Pham, Yuzuru Watanabe, Mitsunori Higuchi, Hiroyuki Suzuki.
Sci Rep, 2017 Feb 25; 7. PMID: 28233795    Free PMC article.
Associations between Tumor Vascularity, Vascular Endothelial Growth Factor Expression and PET/MRI Radiomic Signatures in Primary Clear-Cell-Renal-Cell-Carcinoma: Proof-of-Concept Study.
Qingbo Yin, Sheng-Che Hung, +9 authors, Dinggang Shen.
Sci Rep, 2017 Mar 04; 7. PMID: 28256615    Free PMC article.
Potential Application of Radiomics for Differentiating Solitary Pulmonary Nodules.
Kaikai Wei, Huifang Su, +6 authors, Zhenfeng Zhang.
OMICS J Radiol, 2016 Jan 01; 5(2). PMID: 28261535    Free PMC article.
Identifying prognostic intratumor heterogeneity using pre- and post-radiotherapy 18F-FDG PET images for pancreatic cancer patients.
Yong Yue, Arsen Osipov, +5 authors, Richard Tuli.
J Gastrointest Oncol, 2017 Mar 11; 8(1). PMID: 28280617    Free PMC article.
Radiomics of pulmonary nodules and lung cancer.
Ryan Wilson, Anand Devaraj.
Transl Lung Cancer Res, 2017 Mar 24; 6(1). PMID: 28331828    Free PMC article.
Review.
Multi-scale radiomic analysis of sub-cortical regions in MRI related to autism, gender and age.
Ahmad Chaddad, Christian Desrosiers, Matthew Toews.
Sci Rep, 2017 Apr 01; 7. PMID: 28361913    Free PMC article.
Delta-radiomics features for the prediction of patient outcomes in non-small cell lung cancer.
Xenia Fave, Lifei Zhang, +9 authors, Laurence Court.
Sci Rep, 2017 Apr 05; 7(1). PMID: 28373718    Free PMC article.
Highly Cited.
Radiogenomic Analysis of Oncological Data: A Technical Survey.
Mariarosaria Incoronato, Marco Aiello, +5 authors, Marco Salvatore.
Int J Mol Sci, 2017 Apr 19; 18(4). PMID: 28417933    Free PMC article.
Review.
Radiomics-based Prognosis Analysis for Non-Small Cell Lung Cancer.
Yucheng Zhang, Anastasia Oikonomou, +2 authors, Farzad Khalvati.
Sci Rep, 2017 Apr 19; 7. PMID: 28418006    Free PMC article.
Grading of Gliomas by Using Radiomic Features on Multiple Magnetic Resonance Imaging (MRI) Sequences.
Jiang-Bo Qin, Zhenyu Liu, +6 authors, Jie Tian.
Med Sci Monit, 2017 May 10; 23. PMID: 28478462    Free PMC article.
Quantitative imaging biomarkers for risk stratification of patients with recurrent glioblastoma treated with bevacizumab.
Patrick Grossmann, Vivek Narayan, +8 authors, Hugo J W L Aerts.
Neuro Oncol, 2017 May 13; 19(12). PMID: 28499022    Free PMC article.
An Update on the Approach to the Imaging of Brain Tumors.
Katherine M Mullen, Raymond Y Huang.
Curr Neurol Neurosci Rep, 2017 May 19; 17(7). PMID: 28516376
Review.
Comparison of a radiomic biomarker with volumetric analysis for decoding tumour phenotypes of lung adenocarcinoma with different disease-specific survival.
Mei Yuan, Yu-Dong Zhang, +4 authors, Tong-Fu Yu.
Eur Radiol, 2017 May 20; 27(11). PMID: 28523350
"RADIOTRANSCRIPTOMICS": A synergy of imaging and transcriptomics in clinical assessment.
Amal Katrib, William Hsu, Alex Bui, Yi Xing.
Quant Biol, 2016 Mar 01; 4(1). PMID: 28529815    Free PMC article.
Somatic Mutations Drive Distinct Imaging Phenotypes in Lung Cancer.
Emmanuel Rios Velazquez, Chintan Parmar, +10 authors, Hugo J W L Aerts.
Cancer Res, 2017 Jun 02; 77(14). PMID: 28566328    Free PMC article.
Highly Cited.
The impact of image reconstruction settings on 18F-FDG PET radiomic features: multi-scanner phantom and patient studies.
Isaac Shiri, Arman Rahmim, +3 authors, Ahmad Bitarafan-Rajabi.
Eur Radiol, 2017 Jun 02; 27(11). PMID: 28567548
Prediction of cervical cancer recurrence using textural features extracted from 18F-FDG PET images acquired with different scanners.
Sylvain Reuzé, Fanny Orlhac, +10 authors, Charlotte Robert.
Oncotarget, 2017 Jun 03; 8(26). PMID: 28574816    Free PMC article.
Assessment of treatment response during chemoradiation therapy for pancreatic cancer based on quantitative radiomic analysis of daily CTs: An exploratory study.
Xiaojian Chen, Kiyoko Oshima, +9 authors, X Allen Li.
PLoS One, 2017 Jun 03; 12(6). PMID: 28575105    Free PMC article.
Characterisation of malignant peripheral nerve sheath tumours in neurofibromatosis-1 using heterogeneity analysis of 18F-FDG PET.
Gary J R Cook, Eitan Lovat, +3 authors, Victoria S Warbey.
Eur J Nucl Med Mol Imaging, 2017 Jun 08; 44(11). PMID: 28589254    Free PMC article.
Adaptive region-growing with maximum curvature strategy for tumor segmentation in 18F-FDG PET.
Shan Tan, Laquan Li, +3 authors, Wei Lu.
Phys Med Biol, 2017 Jun 13; 62(13). PMID: 28604372    Free PMC article.
A Rapid Segmentation-Insensitive "Digital Biopsy" Method for Radiomic Feature Extraction: Method and Pilot Study Using CT Images of Non-Small Cell Lung Cancer.
Sebastian Echegaray, Viswam Nair, +4 authors, Sandy Napel.
Tomography, 2017 Jun 15; 2(4). PMID: 28612050    Free PMC article.
Pattern recognition for predictive, preventive, and personalized medicine in cancer.
Tingting Cheng, Xianquan Zhan.
EPMA J, 2017 Jun 18; 8(1). PMID: 28620443    Free PMC article.
Review.
CT texture features are associated with overall survival in pancreatic ductal adenocarcinoma - a quantitative analysis.
Armin Eilaghi, Sameer Baig, +5 authors, Masoom A Haider.
BMC Med Imaging, 2017 Jun 21; 17(1). PMID: 28629416    Free PMC article.
Highly Cited.
Radiogenomics and radiotherapy response modeling.
Issam El Naqa, Sarah L Kerns, +5 authors, Randall K Ten Haken.
Phys Med Biol, 2017 Jun 29; 62(16). PMID: 28657906    Free PMC article.
Review.
Matched computed tomography segmentation and demographic data for oropharyngeal cancer radiomics challenges.
MICCAI/M.D. Anderson Cancer Center Head and Neck Quantitative Imaging Working Group.
Sci Data, 2017 Jul 05; 4. PMID: 28675381    Free PMC article.
"Radio-oncomics" : The potential of radiomics in radiation oncology.
Jan Caspar Peeken, Fridtjof Nüsslin, Stephanie E Combs.
Strahlenther Onkol, 2017 Jul 09; 193(10). PMID: 28687979
Review.
A Novel Methodology using CT Imaging Biomarkers to Quantify Radiation Sensitivity in the Esophagus with Application to Clinical Trials.
Joshua S Niedzielski, Jinzhong Yang, +6 authors, Laurence Court.
Sci Rep, 2017 Jul 22; 7(1). PMID: 28729729    Free PMC article.
Defining the biological basis of radiomic phenotypes in lung cancer.
Patrick Grossmann, Olya Stringfield, +8 authors, Hugo Jwl Aerts.
Elife, 2017 Jul 22; 6. PMID: 28731408    Free PMC article.
Highly Cited.
Development and validation of a prognostic model incorporating texture analysis derived from standardised segmentation of PET in patients with oesophageal cancer.
Kieran G Foley, Robert K Hills, +6 authors, Stuart Ashley Roberts.
Eur Radiol, 2017 Aug 05; 28(1). PMID: 28770406    Free PMC article.
Towards Generation, Management, and Exploration of Combined Radiomics and Pathomics Datasets for Cancer Research.
Joel Saltz, Jonas Almeida, +6 authors, Tahsin Kurc.
AMIA Jt Summits Transl Sci Proc, 2017 Aug 18; 2017. PMID: 28815113    Free PMC article.
Bladder Cancer Treatment Response Assessment in CT using Radiomics with Deep-Learning.
Kenny H Cha, Lubomir Hadjiiski, +6 authors, Ravi K Samala.
Sci Rep, 2017 Aug 20; 7(1). PMID: 28821822    Free PMC article.
Noninvasive radiomics signature based on quantitative analysis of computed tomography images as a surrogate for microvascular invasion in hepatocellular carcinoma: a pilot study.
Shaimaa Bakr, Sebastian Echegaray, +5 authors, Olivier Gevaert.
J Med Imaging (Bellingham), 2017 Aug 26; 4(4). PMID: 28840174    Free PMC article.
Radiomics strategies for risk assessment of tumour failure in head-and-neck cancer.
Martin Vallières, Emily Kay-Rivest, +9 authors, Issam El Naqa.
Sci Rep, 2017 Sep 02; 7(1). PMID: 28860628    Free PMC article.
Highly Cited.
A Deep Learning-Based Radiomics Model for Prediction of Survival in Glioblastoma Multiforme.
Jiangwei Lao, Yinsheng Chen, +4 authors, Guangtao Zhai.
Sci Rep, 2017 Sep 06; 7(1). PMID: 28871110    Free PMC article.
Highly Cited.
Developing and Validating a Survival Prediction Model for NSCLC Patients Through Distributed Learning Across 3 Countries.
Arthur Jochems, Timo M Deist, +13 authors, Andre Dekker.
Int J Radiat Oncol Biol Phys, 2017 Sep 06; 99(2). PMID: 28871984    Free PMC article.
Added Value of Computer-aided CT Image Features for Early Lung Cancer Diagnosis with Small Pulmonary Nodules: A Matched Case-Control Study.
Peng Huang, Seyoun Park, +14 authors, Stephen Lam.
Radiology, 2017 Sep 06; 286(1). PMID: 28872442    Free PMC article.
Advancing The Cancer Genome Atlas glioma MRI collections with expert segmentation labels and radiomic features.
Spyridon Bakas, Hamed Akbari, +6 authors, Christos Davatzikos.
Sci Data, 2017 Sep 06; 4. PMID: 28872634    Free PMC article.
Highly Cited.
Textural features and SUV-based variables assessed by dual time point 18F-FDG PET/CT in locally advanced breast cancer.
Ana María Garcia-Vicente, David Molina, +5 authors, Ángel Soriano-Castrejón.
Ann Nucl Med, 2017 Sep 10; 31(10). PMID: 28887761    Free PMC article.
Reproducibility of F18-FDG PET radiomic features for different cervical tumor segmentation methods, gray-level discretization, and reconstruction algorithms.
Baderaldeen A Altazi, Geoffrey G Zhang, +5 authors, Eduardo G Moros.
J Appl Clin Med Phys, 2017 Sep 12; 18(6). PMID: 28891217    Free PMC article.
Development and clinical application of radiomics in lung cancer.
Bojiang Chen, Rui Zhang, +2 authors, Weimin Li.
Radiat Oncol, 2017 Sep 17; 12(1). PMID: 28915902    Free PMC article.
Review.
Prediction of disease-free survival by the PET/CT radiomic signature in non-small cell lung cancer patients undergoing surgery.
Margarita Kirienko, Luca Cozzi, +6 authors, Martina Sollini.
Eur J Nucl Med Mol Imaging, 2017 Sep 26; 45(2). PMID: 28944403
Radiomics: the bridge between medical imaging and personalized medicine.
Philippe Lambin, Ralph T H Leijenaar, +17 authors, Sean Walsh.
Nat Rev Clin Oncol, 2017 Oct 05; 14(12). PMID: 28975929
Highly Cited. Review.
Impact of hepatocellular carcinoma heterogeneity on computed tomography as a prognostic indicator.
Shigeru Kiryu, Hiroyuki Akai, +5 authors, Kuni Ohtomo.
Sci Rep, 2017 Oct 06; 7(1). PMID: 28978930    Free PMC article.
Radiomics in Brain Tumor: Image Assessment, Quantitative Feature Descriptors, and Machine-Learning Approaches.
M Zhou, J Scott, +10 authors, R Gatenby.
AJNR Am J Neuroradiol, 2017 Oct 07; 39(2). PMID: 28982791    Free PMC article.
Highly Cited. Review.
Quantitative Image Feature Engine (QIFE): an Open-Source, Modular Engine for 3D Quantitative Feature Extraction from Volumetric Medical Images.
Sebastian Echegaray, Shaimaa Bakr, Daniel L Rubin, Sandy Napel.
J Digit Imaging, 2017 Oct 11; 31(4). PMID: 28993897    Free PMC article.
Review.
Discovery radiomics via evolutionary deep radiomic sequencer discovery for pathologically proven lung cancer detection.
Mohammad Javad Shafiee, Audrey G Chung, +2 authors, Alexander Wong.
J Med Imaging (Bellingham), 2017 Oct 13; 4(4). PMID: 29021990    Free PMC article.
Radiomic subtyping improves disease stratification beyond key molecular, clinical, and standard imaging characteristics in patients with glioblastoma.
Philipp Kickingereder, Ulf Neuberger, +19 authors, Martin Bendszus.
Neuro Oncol, 2017 Oct 17; 20(6). PMID: 29036412    Free PMC article.
Highly Cited.
Tumor radiomic heterogeneity: Multiparametric functional imaging to characterize variability and predict response following cervical cancer radiation therapy.
Stephen R Bowen, William T C Yuh, +11 authors, Nina A Mayr.
J Magn Reson Imaging, 2017 Oct 19; 47(5). PMID: 29044908    Free PMC article.
FDG PET/CT radiomics for predicting the outcome of locally advanced rectal cancer.
Pierre Lovinfosse, Marc Polus, +11 authors, Roland Hustinx.
Eur J Nucl Med Mol Imaging, 2017 Oct 20; 45(3). PMID: 29046927
A Magnetic Resonance Imaging-based approach to quantify radiation-induced normal tissue injuries applied to trismus in head and neck cancer.
Maria Thor, Neelam Tyagi, +5 authors, Joseph O Deasy.
Phys Imaging Radiat Oncol, 2017 Oct 24; 1. PMID: 29057333    Free PMC article.
An Assessment of Imaging Informatics for Precision Medicine in Cancer.
C Chennubhotla, L P Clarke, +9 authors, A Sharma.
Yearb Med Inform, 2017 Oct 25; 26(1). PMID: 29063549    Free PMC article.
Review.
Semiautomatic Segmentation of Glioma on Mobile Devices.
Ya-Ping Wu, Yu-Song Lin, +4 authors, Mei-Yun Wang.
J Healthc Eng, 2017 Oct 27; 2017. PMID: 29065648    Free PMC article.
dcmqi: An Open Source Library for Standardized Communication of Quantitative Image Analysis Results Using DICOM.
Christian Herz, Jean-Christophe Fillion-Robin, +8 authors, Andriy Fedorov.
Cancer Res, 2017 Nov 03; 77(21). PMID: 29092948    Free PMC article.
Computational Radiomics System to Decode the Radiographic Phenotype.
Joost J M van Griethuysen, Andriy Fedorov, +7 authors, Hugo J W L Aerts.
Cancer Res, 2017 Nov 03; 77(21). PMID: 29092951    Free PMC article.
Highly Cited.
Background, current role, and potential applications of radiogenomics.
Katja Pinker, Fuki Shitano, +6 authors, Elizabeth A Morris.
J Magn Reson Imaging, 2017 Nov 03; 47(3). PMID: 29095543    Free PMC article.
Highly Cited. Review.
Data Science in Radiology: A Path Forward.
Hugo J W L Aerts.
Clin Cancer Res, 2017 Nov 04; 24(3). PMID: 29097379    Free PMC article.
Optimized b-value selection for the discrimination of prostate cancer grades, including the cribriform pattern, using diffusion weighted imaging.
Sarah L Hurrell, Sean D McGarry, +10 authors, Peter S LaViolette.
J Med Imaging (Bellingham), 2017 Nov 04; 5(1). PMID: 29098169    Free PMC article.
Radiographic prediction of meningioma grade by semantic and radiomic features.
Thibaud P Coroller, Wenya Linda Bi, +16 authors, Hugo J W L Aerts.
PLoS One, 2017 Nov 18; 12(11). PMID: 29145421    Free PMC article.
Integrated radiomic framework for breast cancer and tumor biology using advanced machine learning and multiparametric MRI.
Vishwa S Parekh, Michael A Jacobs.
NPJ Breast Cancer, 2017 Nov 21; 3. PMID: 29152563    Free PMC article.
Pulmonary quantitative CT imaging in focal and diffuse disease: current research and clinical applications.
Mario Silva, Gianluca Milanese, +2 authors, Nicola Sverzellati.
Br J Radiol, 2017 Nov 28; 91(1083). PMID: 29172671    Free PMC article.
Review.
Responsible Radiomics Research for Faster Clinical Translation.
Martin Vallières, Alex Zwanenburg, +3 authors, Mathieu Hatt.
J Nucl Med, 2017 Nov 28; 59(2). PMID: 29175982    Free PMC article.
Highly Cited.
Can physician gestalt predict survival in patients with resectable pancreatic adenocarcinoma?
Linda M Pak, Mithat Gonen, +7 authors, Amber L Simpson.
Abdom Radiol (NY), 2017 Nov 28; 43(8). PMID: 29177926    Free PMC article.
Prostate cancer radiomics and the promise of radiogenomics.
Radka Stoyanova, Mandeep Takhar, +8 authors, Alan Pollack.
Transl Cancer Res, 2016 Aug 01; 5(4). PMID: 29188191    Free PMC article.
Quantitative Biomarkers for Prediction of Epidermal Growth Factor Receptor Mutation in Non-Small Cell Lung Cancer.
Liwen Zhang, Bojiang Chen, +6 authors, Jie Tian.
Transl Oncol, 2017 Dec 08; 11(1). PMID: 29216508    Free PMC article.
Radiomics in precision medicine for lung cancer.
Julie Constanzo, Lise Wei, Huan-Hsin Tseng, Issam El Naqa.
Transl Lung Cancer Res, 2017 Dec 09; 6(6). PMID: 29218267    Free PMC article.
Review.
Anatomic, functional and molecular imaging in lung cancer precision radiation therapy: treatment response assessment and radiation therapy personalization.
Michael MacManus, Sarah Everitt, +3 authors, Feng-Ming Spring Kong.
Transl Lung Cancer Res, 2017 Dec 09; 6(6). PMID: 29218270    Free PMC article.
Review.
Tree-based Methods for Characterizing Tumor Density Heterogeneity.
Katherine Shoemaker, Brian P Hobbs, +2 authors, Veerabhadran Baladandayuthapani.
Pac Symp Biocomput, 2017 Dec 09; 23. PMID: 29218883    Free PMC article.
Prediction of outcome using pretreatment 18F-FDG PET/CT and MRI radiomics in locally advanced cervical cancer treated with chemoradiotherapy.
François Lucia, Dimitris Visvikis, +6 authors, Ulrike Schick.
Eur J Nucl Med Mol Imaging, 2017 Dec 10; 45(5). PMID: 29222685
Highly Cited.
Fractal-based radiomic approach to predict complete pathological response after chemo-radiotherapy in rectal cancer.
Davide Cusumano, Nicola Dinapoli, +12 authors, Vincenzo Valentini.
Radiol Med, 2017 Dec 13; 123(4). PMID: 29230678
BCAT1 is a New MR Imaging-related Biomarker for Prognosis Prediction in IDH1-wildtype Glioblastoma Patients.
Hye Rim Cho, Hyejin Jeon, +3 authors, Seung Hong Choi.
Sci Rep, 2017 Dec 20; 7(1). PMID: 29255149    Free PMC article.
Retrospective investigation of "paint brush borders" sign in association with local recurrence of giant cell tumor of bone after intralesional curettage.
Yifeng He, Jun Wang, +5 authors, Xiaoyi Ding.
J Bone Oncol, 2017 Dec 20; 10. PMID: 29255669    Free PMC article.
Radiomic analysis in contrast-enhanced CT: predict treatment response to chemoradiotherapy in esophageal carcinoma.
Zhen Hou, Wei Ren, +4 authors, Suiren Wan.
Oncotarget, 2017 Dec 22; 8(61). PMID: 29262652    Free PMC article.
Role of CT Density in PET/CT-Based Assessment of Lymphoma.
Paul Flechsig, Christina Walker, +7 authors, Frederik L Giesel.
Mol Imaging Biol, 2017 Dec 23; 20(4). PMID: 29270848
MRI radiomics analysis of molecular alterations in low-grade gliomas.
Ben Shofty, Moran Artzi, +7 authors, Tal Shahar.
Int J Comput Assist Radiol Surg, 2017 Dec 23; 13(4). PMID: 29270916
Accounting for reconstruction kernel-induced variability in CT radiomic features using noise power spectra.
Muhammad Shafiq-Ul-Hassan, Geoffrey G Zhang, +4 authors, Eduardo G Moros.
J Med Imaging (Bellingham), 2017 Dec 30; 5(1). PMID: 29285518    Free PMC article.
Features of MRI stromal enhancement with neoadjuvant chemotherapy: a subgroup analysis of the ACRIN 6657/I-SPY TRIAL.
Adam Olshen, Denise Wolf, +10 authors, Catherine C Park.
J Med Imaging (Bellingham), 2018 Jan 04; 5(1). PMID: 29296631    Free PMC article.
Radiological differential diagnosis between fibrosis and recurrence after stereotactic body radiation therapy (SBRT) in early stage non-small cell lung cancer (NSCLC).
Rezarta Frakulli, Fabrizio Salvi, +6 authors, Giovanni Frezza.
Transl Lung Cancer Res, 2018 Jan 05; 6(Suppl 1). PMID: 29299403    Free PMC article.
Analysis of CT features and quantitative texture analysis in patients with thymic tumors: correlation with grading and staging.
Angelo Iannarelli, Beatrice Sacconi, +9 authors, Carlo Catalano.
Radiol Med, 2018 Jan 08; 123(5). PMID: 29307077
Towards precision medicine: from quantitative imaging to radiomics.
U Rajendra Acharya, Yuki Hagiwara, +2 authors, Kwan Hoong Ng.
J Zhejiang Univ Sci B, 2018 Jan 09; 19(1). PMID: 29308604    Free PMC article.
Review.
Special Section Guest Editorial: Radiomics and Deep Learning.
Despina Kontos, Ronald M Summers, Maryellen Giger.
J Med Imaging (Bellingham), 2018 Jan 13; 4(4). PMID: 29322066    Free PMC article.
Guidelines and Experience Using Imaging Biomarker Explorer (IBEX) for Radiomics.
Rachel B Ger, Carlos E Cardenas, +4 authors, Laurence E Court.
J Vis Exp, 2018 Jan 25; (131). PMID: 29364284    Free PMC article.
Review of quantitative multiscale imaging of breast cancer.
Michael A Pinkert, Lonie R Salkowski, +3 authors, Kevin W Eliceiri.
J Med Imaging (Bellingham), 2018 Feb 03; 5(1). PMID: 29392158    Free PMC article.
Review.
Challenges and Promises of PET Radiomics.
Gary J R Cook, Gurdip Azad, +2 authors, Vicky Goh.
Int J Radiat Oncol Biol Phys, 2018 Feb 06; 102(4). PMID: 29395627    Free PMC article.
Review.
Radiomic features analysis in computed tomography images of lung nodule classification.
Chia-Hung Chen, Chih-Kun Chang, +7 authors, Tzung-Chi Huang.
PLoS One, 2018 Feb 06; 13(2). PMID: 29401463    Free PMC article.
Genotype prediction of ATRX mutation in lower-grade gliomas using an MRI radiomics signature.
Yiming Li, Xing Liu, +8 authors, Tao Jiang.
Eur Radiol, 2018 Feb 07; 28(7). PMID: 29404769
Signature of survival: a 18F-FDG PET based whole-liver radiomic analysis predicts survival after 90Y-TARE for hepatocellular carcinoma.
Paul Blanc-Durand, Axel Van Der Gucht, +6 authors, Niklaus Schaefer.
Oncotarget, 2018 Feb 13; 9(4). PMID: 29435123    Free PMC article.
Radiomic signature as a diagnostic factor for histologic subtype classification of non-small cell lung cancer.
Xinzhong Zhu, Di Dong, +8 authors, Jie Tian.
Eur Radiol, 2018 Feb 17; 28(7). PMID: 29450713
Highly Cited.
Development and validation of a radiomic signature to predict HPV (p16) status from standard CT imaging: a multicenter study.
Ralph Th Leijenaar, Marta Bogowicz, +14 authors, Philippe Lambin.
Br J Radiol, 2018 Feb 17; 91(1086). PMID: 29451412    Free PMC article.
Radiomics analysis of pulmonary nodules in low-dose CT for early detection of lung cancer.
Wookjin Choi, Jung Hun Oh, +8 authors, Wei Lu.
Med Phys, 2018 Feb 20; 45(4). PMID: 29457229    Free PMC article.
Influence of CT acquisition and reconstruction parameters on radiomic feature reproducibility.
Abhishek Midya, Jayasree Chakraborty, +2 authors, Amber L Simpson.
J Med Imaging (Bellingham), 2018 Mar 01; 5(1). PMID: 29487877    Free PMC article.
18F-fluorodeoxyglucose positron-emission tomography (FDG-PET)-Radiomics of metastatic lymph nodes and primary tumor in non-small cell lung cancer (NSCLC) - A prospective externally validated study.
Sara Carvalho, Ralph T H Leijenaar, +6 authors, Philippe Lambin.
PLoS One, 2018 Mar 02; 13(3). PMID: 29494598    Free PMC article.
Imaging in neuro-oncology.
Hari Nandu, Patrick Y Wen, Raymond Y Huang.
Ther Adv Neurol Disord, 2018 Mar 08; 11. PMID: 29511385    Free PMC article.
Review.
The crucial role of multiomic approach in cancer research and clinically relevant outcomes.
Miaolong Lu, Xianquan Zhan.
EPMA J, 2018 Mar 09; 9(1). PMID: 29515689    Free PMC article.
Highly Cited. Review.
Robustness versus disease differentiation when varying parameter settings in radiomics features: application to nasopharyngeal PET/CT.
Wenbing Lv, Qingyu Yuan, +7 authors, Lijun Lu.
Eur Radiol, 2018 Mar 10; 28(8). PMID: 29520429
Digital liver biopsy: Bio-imaging of fatty liver for translational and clinical research.
Marcello Mancini, Paul Summers, +15 authors, Ferruccio Bonino.
World J Hepatol, 2018 Mar 13; 10(2). PMID: 29527259    Free PMC article.
Review.
Assessment of Remote Myocardium Heterogeneity in Patients with Ventricular Tachycardia Using Texture Analysis of Late Iodine Enhancement (LIE) Cardiac Computed Tomography (cCT) Images.
Antonio Esposito, Anna Palmisano, +7 authors, Francesco De Cobelli.
Mol Imaging Biol, 2018 Mar 15; 20(5). PMID: 29536321    Free PMC article.
Prognostic Impact of the Findings on Thin-Section Computed Tomography in stage I lung adenocarcinoma with visceral pleural invasion.
Mei Yuan, Jin-Yuan Liu, +3 authors, Tong-Fu Yu.
Sci Rep, 2018 Mar 20; 8(1). PMID: 29549366    Free PMC article.
Non-invasive radiomics approach potentially predicts non-functioning pituitary adenomas subtypes before surgery.
Shuaitong Zhang, Guidong Song, +6 authors, Yazhuo Zhang.
Eur Radiol, 2018 Mar 25; 28(9). PMID: 29572634
Data Analysis Strategies in Medical Imaging.
Chintan Parmar, Joseph D Barry, +2 authors, Hugo J W L Aerts.
Clin Cancer Res, 2018 Mar 28; 24(15). PMID: 29581134    Free PMC article.
Review.
Noninvasive Glioblastoma Testing: Multimodal Approach to Monitoring and Predicting Treatment Response.
Maikel Verduin, Inge Compter, +10 authors, Marc Vooijs.
Dis Markers, 2018 Mar 28; 2018. PMID: 29581794    Free PMC article.
Review.
Predicting malignant nodules by fusing deep features with classical radiomics features.
Rahul Paul, Samuel H Hawkins, +3 authors, Dmitry B Goldgof.
J Med Imaging (Bellingham), 2018 Mar 30; 5(1). PMID: 29594181    Free PMC article.
Radiogenomics analysis identifies correlations of digital mammography with clinical molecular signatures in breast cancer.
Jose-Gerardo Tamez-Peña, Juan-Andrés Rodriguez-Rojas, +6 authors, Victor Treviño.
PLoS One, 2018 Mar 30; 13(3). PMID: 29596496    Free PMC article.
Assessing the Effects of Software Platforms on Volumetric Segmentation of Glioblastoma.
William D Dunn, Hugo J W L Aerts, +9 authors, David A Gutman.
J Neuroimaging Psychiatry Neurol, 2016 Jan 01; 1(2). PMID: 29600296    Free PMC article.
MR-based radiomics signature in differentiating ocular adnexal lymphoma from idiopathic orbital inflammation.
Jian Guo, Zhenyu Liu, +4 authors, Junfang Xian.
Eur Radiol, 2018 Apr 11; 28(9). PMID: 29632999
Organ preservation in rectal cancer - Challenges and future strategies.
C Gani, P Bonomo, +4 authors, D Zips.
Clin Transl Radiat Oncol, 2018 Apr 17; 3. PMID: 29658007    Free PMC article.
Review.
Deep Learning in Nuclear Medicine and Molecular Imaging: Current Perspectives and Future Directions.
Hongyoon Choi.
Nucl Med Mol Imaging, 2018 Apr 18; 52(2). PMID: 29662559    Free PMC article.
Review.
Impact of Computer-Aided CT and PET Analysis on Non-invasive T Staging in Patients with Lung Cancer and Atelectasis.
Paul Flechsig, Ramin Rastgoo, +6 authors, Frederik L Giesel.
Mol Imaging Biol, 2018 Apr 22; 20(6). PMID: 29679299
Intratumoral Spatial Heterogeneity at Perfusion MR Imaging Predicts Recurrence-free Survival in Locally Advanced Breast Cancer Treated with Neoadjuvant Chemotherapy.
Jia Wu, Guohong Cao, +6 authors, Ruijiang Li.
Radiology, 2018 May 02; 288(1). PMID: 29714680    Free PMC article.
Highly Cited.
Machine Learning in Radiation Oncology: Opportunities, Requirements, and Needs.
Mary Feng, Gilmer Valdes, Nayha Dixit, Timothy D Solberg.
Front Oncol, 2018 May 03; 8. PMID: 29719815    Free PMC article.
Assessment of Stability and Discrimination Capacity of Radiomic Features on Apparent Diffusion Coefficient Images.
Marco Bologna, Valentina D A Corino, +5 authors, Luca T Mainardi.
J Digit Imaging, 2018 May 05; 31(6). PMID: 29725965    Free PMC article.
Computer-aided diagnosis with radiogenomics: analysis of the relationship between genotype and morphological changes of the brain magnetic resonance images.
Chiharu Kai, Yoshikazu Uchiyama, +2 authors, Kunio Doi.
Radiol Phys Technol, 2018 May 12; 11(3). PMID: 29750429
Stereotactic body radiation therapy for liver oligometastases: predictive factors of local response by 18F-FDG-PET/CT.
Rosario Mazzola, Sergio Fersino, +8 authors, Filippo Alongi.
Br J Radiol, 2018 May 12; 91(1088). PMID: 29750538    Free PMC article.
Classifying brain metastases by their primary site of origin using a radiomics approach based on texture analysis: a feasibility study.
Rafael Ortiz-Ramón, Andrés Larroza, +2 authors, David Moratal.
Eur Radiol, 2018 May 16; 28(11). PMID: 29761357
MPCaD: a multi-scale radiomics-driven framework for automated prostate cancer localization and detection.
Farzad Khalvati, Junjie Zhang, +3 authors, Masoom A Haider.
BMC Med Imaging, 2018 May 18; 18(1). PMID: 29769042    Free PMC article.
A radiomics nomogram for preoperative prediction of microvascular invasion risk in hepatitis B virus-related hepatocellular carcinoma.
Jie Peng, Jing Zhang, +3 authors, Li Liu.
Diagn Interv Radiol, 2018 May 18; 24(3). PMID: 29770763    Free PMC article.
Highly Cited.
Artificial intelligence in radiology.
Ahmed Hosny, Chintan Parmar, +2 authors, Hugo J W L Aerts.
Nat Rev Cancer, 2018 May 20; 18(8). PMID: 29777175    Free PMC article.
Highly Cited. Review.
Integrative radiomics expression predicts molecular subtypes of primary clear cell renal cell carcinoma.
Q Yin, S-C Hung, +10 authors, D Shen.
Clin Radiol, 2018 May 29; 73(9). PMID: 29801658    Free PMC article.
Radiomic analysis in T2W and SPAIR T2W MRI: predict treatment response to chemoradiotherapy in esophageal squamous cell carcinoma.
Zhen Hou, Shuangshuang Li, +3 authors, Suiren Wan.
J Thorac Dis, 2018 Jun 01; 10(4). PMID: 29850130    Free PMC article.
Computer-Aided Grading of Gliomas Combining Automatic Segmentation and Radiomics.
Wei Chen, Boqiang Liu, +2 authors, Xu Qiao.
Int J Biomed Imaging, 2018 Jun 02; 2018. PMID: 29853828    Free PMC article.
Improved prediction of outcome in Parkinson's disease using radiomics analysis of longitudinal DAT SPECT images.
Arman Rahmim, Peng Huang, +6 authors, Vesna Sossi.
Neuroimage Clin, 2018 Jun 06; 16. PMID: 29868437    Free PMC article.
Exploring Applications of Radiomics in Magnetic Resonance Imaging of Head and Neck Cancer: A Systematic Review.
Amit Jethanandani, Timothy A Lin, +4 authors, Clifton D Fuller.
Front Oncol, 2018 Jun 06; 8. PMID: 29868465    Free PMC article.
Radiomics of liver MRI predict metastases in mice.
Anton S Becker, Marcel A Schneider, +3 authors, Andreas Boss.
Eur Radiol Exp, 2018 Jun 09; 2(1). PMID: 29882527    Free PMC article.
Technical Note: Extension of CERR for computational radiomics: A comprehensive MATLAB platform for reproducible radiomics research.
Aditya P Apte, Aditi Iyer, +9 authors, Joseph O Deasy.
Med Phys, 2018 Jun 14;. PMID: 29896896    Free PMC article.
Quantitative magnetic resonance imaging and radiogenomic biomarkers for glioma characterisation: a systematic review.
Pohchoo Seow, Jeannie Hsiu Ding Wong, +3 authors, Norlisah Ramli.
Br J Radiol, 2018 Jun 15; 91(1092). PMID: 29902076    Free PMC article.
Review.
Quantifying local tumor morphological changes with Jacobian map for prediction of pathologic tumor response to chemo-radiotherapy in locally advanced esophageal cancer.
Sadegh Riyahi, Wookjin Choi, +4 authors, Wei Lu.
Phys Med Biol, 2018 Jun 19; 63(14). PMID: 29911659    Free PMC article.
Prediction of survival with multi-scale radiomic analysis in glioblastoma patients.
Ahmad Chaddad, Siham Sabri, Tamim Niazi, Bassam Abdulkarim.
Med Biol Eng Comput, 2018 Jun 20; 56(12). PMID: 29915951
Radiomic analysis using contrast-enhanced CT: predict treatment response to pulsed low dose rate radiotherapy in gastric carcinoma with abdominal cavity metastasis.
Zhen Hou, Yang Yang, +6 authors, Suiren Wan.
Quant Imaging Med Surg, 2018 Jun 22; 8(4). PMID: 29928606    Free PMC article.
Convolutional neural networks: an overview and application in radiology.
Rikiya Yamashita, Mizuho Nishio, Richard Kinh Gian Do, Kaori Togashi.
Insights Imaging, 2018 Jun 24; 9(4). PMID: 29934920    Free PMC article.
Highly Cited. Review.
Radiomics for Response and Outcome Assessment for Non-Small Cell Lung Cancer.
Liting Shi, Yaoyao He, +4 authors, Yi Rong.
Technol Cancer Res Treat, 2018 Jun 27; 17. PMID: 29940810    Free PMC article.
Review.
Radiomics in Oncological PET/CT: Clinical Applications.
Jeong Won Lee, Sang Mi Lee.
Nucl Med Mol Imaging, 2018 Jun 27; 52(3). PMID: 29942396    Free PMC article.
Review.
Imaging and the completion of the omics paradigm in breast cancer.
D Leithner, J V Horvat, +5 authors, K Pinker.
Radiologe, 2018 Jun 28; 58(Suppl 1). PMID: 29947931    Free PMC article.
Review.
Development of a pulmonary imaging biomarker pipeline for phenotyping of chronic lung disease.
Fumin Guo, Dante Capaldi, +6 authors, Canadian Respiratory Research Network.
J Med Imaging (Bellingham), 2018 Jul 03; 5(2). PMID: 29963580    Free PMC article.
The Role of PET-Based Radiomic Features in Predicting Local Control of Esophageal Cancer Treated with Concurrent Chemoradiotherapy.
Junfeng Xiong, Wen Yu, +3 authors, Jun Zhao.
Sci Rep, 2018 Jul 04; 8(1). PMID: 29967326    Free PMC article.
MRI features as a helpful tool to predict the molecular subgroups of medulloblastoma: state of the art.
Giovanna Stefania Colafati, Ioan Paul Voicu, +8 authors, Angela Mastronuzzi.
Ther Adv Neurol Disord, 2018 Jul 07; 11. PMID: 29977341    Free PMC article.
Review.
Voxel size and gray level normalization of CT radiomic features in lung cancer.
Muhammad Shafiq-Ul-Hassan, Kujtim Latifi, +3 authors, Eduardo Moros.
Sci Rep, 2018 Jul 14; 8(1). PMID: 30002441    Free PMC article.
Use of a Radiomics Model to Predict Tumor Invasiveness of Pulmonary Adenocarcinomas Appearing as Pulmonary Ground-Glass Nodules.
Xing Xue, Yong Yang, +9 authors, Feng Chen.
Biomed Res Int, 2018 Jul 17; 2018. PMID: 30009172    Free PMC article.
Survival Prediction in High-grade Osteosarcoma Using Radiomics of Diagnostic Computed Tomography.
Yan Wu, Lei Xu, +13 authors, Zhaoming Ye.
EBioMedicine, 2018 Jul 22; 34. PMID: 30026116    Free PMC article.
Imaging of Solid Renal Masses.
Fernando U Kay, Ivan Pedrosa.
Urol Clin North Am, 2018 Jul 23; 45(3). PMID: 30031457    Free PMC article.
Review.
Radiomics analysis allows for precise prediction of epilepsy in patients with low-grade gliomas.
Zhenyu Liu, Yinyan Wang, +9 authors, Jie Tian.
Neuroimage Clin, 2018 Jul 24; 19. PMID: 30035021    Free PMC article.
Test-Retest Data for Radiomics Feature Stability Analysis: Generalizable or Study-Specific?
Janna E van Timmeren, Ralph T H Leijenaar, +4 authors, Philippe Lambin.
Tomography, 2016 Dec 01; 2(4). PMID: 30042967    Free PMC article.
Lung cancer prediction using machine learning and advanced imaging techniques.
Timor Kadir, Fergus Gleeson.
Transl Lung Cancer Res, 2018 Jul 28; 7(3). PMID: 30050768    Free PMC article.
Review.
Magnetic resonance imaging (MRI)-based radiomics for prostate cancer radiotherapy.
Fei Yang, John C Ford, +6 authors, Radka Stoyanova.
Transl Androl Urol, 2018 Jul 28; 7(3). PMID: 30050803    Free PMC article.
Review.
Radiomic analysis of contrast-enhanced ultrasound data.
Benjamin Theek, Tatjana Opacic, +2 authors, Fabian Kiessling.
Sci Rep, 2018 Jul 29; 8(1). PMID: 30054518    Free PMC article.
Correlation between radiomic features based on contrast-enhanced computed tomography images and Ki-67 proliferation index in lung cancer: A preliminary study.
Bodong Zhou, Jie Xu, +2 authors, Xubin Li.
Thorac Cancer, 2018 Aug 03; 9(10). PMID: 30070037    Free PMC article.
Non-invasive genotype prediction of chromosome 1p/19q co-deletion by development and validation of an MRI-based radiomics signature in lower-grade gliomas.
Yuqi Han, Zhen Xie, +12 authors, Dabiao Zhou.
J Neurooncol, 2018 Aug 12; 140(2). PMID: 30097822
The Role of Machine Learning in Knowledge-Based Response-Adapted Radiotherapy.
Huan-Hsin Tseng, Yi Luo, Randall K Ten Haken, Issam El Naqa.
Front Oncol, 2018 Aug 14; 8. PMID: 30101124    Free PMC article.
Review.
Evaluation of Radiomics to Predict the Accuracy of Markerless Motion Tracking of Lung Tumors: A Preliminary Study.
Kevin Nguyen, Maksat Haytmyradov, +5 authors, John C Roeske.
Front Oncol, 2018 Aug 16; 8. PMID: 30109215    Free PMC article.
Exploration of PET and MRI radiomic features for decoding breast cancer phenotypes and prognosis.
Shih-Ying Huang, Benjamin L Franc, +11 authors, Youngho Seo.
NPJ Breast Cancer, 2018 Aug 23; 4. PMID: 30131973    Free PMC article.
Comprehensive Investigation on Controlling for CT Imaging Variabilities in Radiomics Studies.
Rachel B Ger, Shouhao Zhou, +10 authors, Dennis S Mackin.
Sci Rep, 2018 Aug 31; 8(1). PMID: 30158540    Free PMC article.
Quantification and visualization of lipid landscape in glioma using in -and opposed-phase imaging.
Pohchoo Seow, Vairavan Narayanan, +2 authors, Norlisah Ramli.
Neuroimage Clin, 2018 Sep 01; 20. PMID: 30167373    Free PMC article.
Identifying the morphologic basis for radiomic features in distinguishing different Gleason grades of prostate cancer on MRI: Preliminary findings.
Gregory Penzias, Asha Singanamalli, +13 authors, Anant Madabhushi.
PLoS One, 2018 Sep 01; 13(8). PMID: 30169514    Free PMC article.
Usefulness of preoperative three-dimensional volumetric analysis of carotid body tumors.
Rodrigo Lozano-Corona, Javier E Anaya-Ayala, +5 authors, Carlos A Hinojosa.
Neuroradiology, 2018 Sep 12; 60(12). PMID: 30203174
The developing role of FDG PET imaging for prognostication and radiotherapy target volume delineation in non-small cell lung cancer.
Tom Konert, Jeroen B van de Kamer, Jan-Jakob Sonke, Wouter V Vogel.
J Thorac Dis, 2018 Sep 13; 10(Suppl 21). PMID: 30206495    Free PMC article.
Review.
Computed tomography-based radiomics for prediction of neoadjuvant chemotherapy outcomes in locally advanced gastric cancer: A pilot study.
Zhenhui Li, Dafu Zhang, +6 authors, Zaiyi Liu.
Chin J Cancer Res, 2018 Sep 14; 30(4). PMID: 30210220    Free PMC article.
Radiomics signature of computed tomography imaging for prediction of survival and chemotherapeutic benefits in gastric cancer.
Yuming Jiang, Chuanli Chen, +10 authors, Guoxin Li.
EBioMedicine, 2018 Sep 19; 36. PMID: 30224313    Free PMC article.
SMART (SiMulAtion and ReconsTruction) PET: an efficient PET simulation-reconstruction tool.
Elisabeth Pfaehler, Johan R De Jong, +2 authors, Ronald Boellaard.
EJNMMI Phys, 2018 Sep 19; 5(1). PMID: 30225675    Free PMC article.
ImFEATbox: a toolbox for extraction and analysis of medical image features.
Annika Liebgott, Thomas Küstner, +7 authors, Sergios Gatidis.
Int J Comput Assist Radiol Surg, 2018 Sep 20; 13(12). PMID: 30229363
Novel Quantitative Imaging for Predicting Response to Therapy: Techniques and Clinical Applications.
Kaustav Bera, Vamsidhar Velcheti, Anant Madabhushi.
Am Soc Clin Oncol Educ Book, 2018 Sep 21; 38. PMID: 30231314    Free PMC article.
Review.
Radiomics features to distinguish glioblastoma from primary central nervous system lymphoma on multi-parametric MRI.
Yikyung Kim, Hwan-Ho Cho, +3 authors, Doo-Sik Kong.
Neuroradiology, 2018 Sep 21; 60(12). PMID: 30232517
Novel Nomogram for Preoperative Prediction of Early Recurrence in Intrahepatic Cholangiocarcinoma.
Wenjie Liang, Lei Xu, +5 authors, Feng Chen.
Front Oncol, 2018 Sep 21; 8. PMID: 30234019    Free PMC article.
Correlation between DCE-MRI radiomics features and Ki-67 expression in invasive breast cancer.
Ma-Wen Juan, Ji Yu, +3 authors, Liu-Pei Fang.
Oncol Lett, 2018 Sep 27; 16(4). PMID: 30250576    Free PMC article.
A pilot study using kernelled support tensor machine for distant failure prediction in lung SBRT.
Shulong Li, Ning Yang, +9 authors, Jing Wang.
Med Image Anal, 2018 Sep 29; 50. PMID: 30266009    Free PMC article.
Practical guidelines for handling head and neck computed tomography artifacts for quantitative image analysis.
Rachel B Ger, Daniel F Craft, +9 authors, Laurence E Court.
Comput Med Imaging Graph, 2018 Sep 30; 69. PMID: 30268005    Free PMC article.
A Visually Interpretable, Dictionary-Based Approach to Imaging-Genomic Modeling, With Low-Grade Glioma as a Case Study.
Srikanth Kuthuru, William Deaderick, +4 authors, Arvind Rao.
Cancer Inform, 2018 Oct 12; 17. PMID: 30305794    Free PMC article.
Effects of MRI scanner parameters on breast cancer radiomics.
Ashirbani Saha, Xiaozhi Yu, Dushyant Sahoo, Maciej A Mazurowski.
Expert Syst Appl, 2018 Oct 16; 87. PMID: 30319179    Free PMC article.
Quantitative vessel tortuosity: A potential CT imaging biomarker for distinguishing lung granulomas from adenocarcinomas.
Mehdi Alilou, Mahdi Orooji, +10 authors, Anant Madabhushi.
Sci Rep, 2018 Oct 18; 8(1). PMID: 30327507    Free PMC article.
Imaging Response of Antiangiogenic and Immune-Oncology Drugs in Metastatic Renal Cell Carcinoma (mRCC): Current Status and Future Challenges.
Laure Fournier, Alexandre Bellucci, +5 authors, Charles Cuenod.
Kidney Cancer, 2018 Oct 20; 1(2). PMID: 30334012    Free PMC article.
Review.
Radiomic Profiling of Head and Neck Cancer: 18F-FDG PET Texture Analysis as Predictor of Patient Survival.
G Feliciani, F Fioroni, +8 authors, P Ciammella.
Contrast Media Mol Imaging, 2018 Oct 27; 2018. PMID: 30363632    Free PMC article.
Potentials of radiomics for cancer diagnosis and treatment in comparison with computer-aided diagnosis.
Hidetaka Arimura, Mazen Soufi, +2 authors, Masahiro Yamada.
Radiol Phys Technol, 2018 Oct 31; 11(4). PMID: 30374837
Review.
Peritumoral radiomics features predict distant metastasis in locally advanced NSCLC.
Tai H Dou, Thibaud P Coroller, +2 authors, Hugo J W L Aerts.
PLoS One, 2018 Nov 06; 13(11). PMID: 30388114    Free PMC article.
Developing Predictive or Prognostic Biomarkers for Charged Particle Radiotherapy.
Michael D Story, Jing Wang.
Int J Part Ther, 2018 Nov 06; 5(1). PMID: 30393751    Free PMC article.
A New Challenge for Radiologists: Radiomics in Breast Cancer.
Paola Crivelli, Roberta Eufrasia Ledda, +3 authors, Maurizio Conti.
Biomed Res Int, 2018 Nov 08; 2018. PMID: 30402486    Free PMC article.
Review.
Radiomics: is it time to compose the puzzle?
Isabella Castiglioni, Maria Carla Gilardi.
Clin Transl Imaging, 2018 Nov 13; 6(5). PMID: 30416989    Free PMC article.
Correlation between genomic index lesions and mpMRI and 68Ga-PSMA-PET/CT imaging features in primary prostate cancer.
Claudia Kesch, Jan-Philipp Radtke, +34 authors, Stefan Duensing.
Sci Rep, 2018 Nov 14; 8(1). PMID: 30420756    Free PMC article.
Radiomics and liquid biopsy in oncology: the holons of systems medicine.
Emanuele Neri, Marzia Del Re, +4 authors, Romano Danesi.
Insights Imaging, 2018 Nov 16; 9(6). PMID: 30430428    Free PMC article.
Review.
Feasibility of CT radiomics to predict treatment response of individual liver metastases in esophagogastric cancer patients.
Remy Klaassen, Ruben T H M Larue, +4 authors, Hanneke W M van Laarhoven.
PLoS One, 2018 Nov 16; 13(11). PMID: 30440002    Free PMC article.
A radiomic approach for adaptive radiotherapy in non-small cell lung cancer patients.
Sara Ramella, Michele Fiore, +10 authors, Paolo Soda.
PLoS One, 2018 Nov 22; 13(11). PMID: 30462705    Free PMC article.
Unsupervised machine learning of radiomic features for predicting treatment response and overall survival of early stage non-small cell lung cancer patients treated with stereotactic body radiation therapy.
Hongming Li, Maya Galperin-Aizenberg, +2 authors, Yong Fan.
Radiother Oncol, 2018 Nov 27; 129(2). PMID: 30473058    Free PMC article.
An annotated test-retest collection of prostate multiparametric MRI.
Andriy Fedorov, Michael Schwier, +5 authors, Fiona Fennessy.
Sci Data, 2018 Dec 05; 5. PMID: 30512014    Free PMC article.
Multimodal PET/MRI Imaging Results Enable Monitoring the Side Effects of Radiation Therapy.
Noémi Kovács, Krisztián Szigeti, +5 authors, Domokos Máthé.
Contrast Media Mol Imaging, 2018 Dec 06; 2018. PMID: 30515069    Free PMC article.
Multiparametric Magnetic Resonance Imaging in the Assessment of Primary Brain Tumors Through Radiomic Features: A Metric for Guided Radiation Treatment Planning.
Edward Florez, Todd Nichols, +3 authors, Ali Fatemi.
Cureus, 2018 Dec 14; 10(10). PMID: 30542636    Free PMC article.
Multicenter CT phantoms public dataset for radiomics reproducibility tests.
Petros Kalendralis, Alberto Traverso, +8 authors, Leonard Wee.
Med Phys, 2019 Jan 11; 46(3). PMID: 30629299    Free PMC article.
Applying Radiomics to Predict Pathology of Postchemotherapy Retroperitoneal Nodal Masses in Germ Cell Tumors.
Jeremy Lewin, Paul Dufort, +15 authors, Philippe L Bedard.
JCO Clin Cancer Inform, 2019 Jan 18; 2. PMID: 30652572    Free PMC article.
Preoperative Differentiation of Uterine Sarcoma from Leiomyoma: Comparison of Three Models Based on Different Segmentation Volumes Using Radiomics.
Huihui Xie, Xiaodong Zhang, +2 authors, Xiaoying Wang.
Mol Imaging Biol, 2019 Mar 10; 21(6). PMID: 30850967
Feasibility of an ADC-based radiomics model for predicting pelvic lymph node metastases in patients with stage IB-IIA cervical squamous cell carcinoma.
Yan Yan Yu, Rui Zhang, +5 authors, Yue Dong.
Br J Radiol, 2019 Mar 20; 92(1097). PMID: 30888846    Free PMC article.
Precision diagnostics based on machine learning-derived imaging signatures.
Christos Davatzikos, Aristeidis Sotiras, +7 authors, Despina Kontos.
Magn Reson Imaging, 2019 May 10; 64. PMID: 31071473    Free PMC article.
Review.
What can artificial intelligence teach us about the molecular mechanisms underlying disease?
Gary J R Cook, Vicky Goh.
Eur J Nucl Med Mol Imaging, 2019 Jun 14; 46(13). PMID: 31190176    Free PMC article.
Review.
Why imaging data alone is not enough: AI-based integration of imaging, omics, and clinical data.
Andreas Holzinger, Benjamin Haibe-Kains, Igor Jurisica.
Eur J Nucl Med Mol Imaging, 2019 Jun 17; 46(13). PMID: 31203421
Review.
Artificial intelligence, machine (deep) learning and radio(geno)mics: definitions and nuclear medicine imaging applications.
Dimitris Visvikis, Catherine Cheze Le Rest, Vincent Jaouen, Mathieu Hatt.
Eur J Nucl Med Mol Imaging, 2019 Jul 08; 46(13). PMID: 31280350
Review.
Integrating manual diagnosis into radiomics for reducing the false positive rate of 18F-FDG PET/CT diagnosis in patients with suspected lung cancer.
Fei Kang, Wei Mu, +6 authors, Jing Wang.
Eur J Nucl Med Mol Imaging, 2019 Jul 20; 46(13). PMID: 31321483
A radiogenomics signature for predicting the clinical outcome of bladder urothelial carcinoma.
Peng Lin, Dong-Yue Wen, +7 authors, Hong Yang.
Eur Radiol, 2019 Aug 10; 30(1). PMID: 31396730
Identification of suspicious invasive placentation based on clinical MRI data using textural features and automated machine learning.
Huaiqiang Sun, Haibo Qu, +6 authors, Shu Zhou.
Eur Radiol, 2019 Aug 25; 29(11). PMID: 31444599
Exploring Tumor Heterogeneity Using PET Imaging: The Big Picture.
Clément Bailly, Caroline Bodet-Milin, +7 authors, Thomas Carlier.
Cancers (Basel), 2019 Sep 05; 11(9). PMID: 31480470    Free PMC article.
Review.
Dynamic programming and automated segmentation of optical coherence tomography images of the neonatal subglottis: enabling efficient diagnostics to manage subglottic stenosis.
Konrad M Kozlowski, Giriraj K Sharma, +9 authors, Brian J-F Wong.
J Biomed Opt, 2019 Sep 08; 24(9). PMID: 31493317    Free PMC article.
Stability and reproducibility of computed tomography radiomic features extracted from peritumoral regions of lung cancer lesions.
Ilke Tunali, Lawrence O Hall, +4 authors, Matthew B Schabath.
Med Phys, 2019 Sep 09; 46(11). PMID: 31494946    Free PMC article.
Voxel-based identification of local recurrence sub-regions from pre-treatment PET/CT for locally advanced head and neck cancers.
J Beaumont, O Acosta, +4 authors, J Castelli.
EJNMMI Res, 2019 Sep 20; 9(1). PMID: 31535233    Free PMC article.
Radiomics and Texture Analysis in Laryngeal Cancer. Looking for New Frontiers in Precision Medicine through Imaging Analysis.
Carlos Miguel Chiesa-Estomba, Oier Echaniz, +3 authors, Manuel Graña.
Cancers (Basel), 2019 Sep 25; 11(10). PMID: 31547210    Free PMC article.
Review.
Correlation of CT texture changes with treatment response during radiation therapy for esophageal cancer: An exploratory study.
Zhumin Yan, Jingqiao Zhang, +5 authors, Wu Hui.
PLoS One, 2019 Sep 27; 14(9). PMID: 31557242    Free PMC article.
Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma.
Yun Bian, Shiwei Guo, +10 authors, Jianping Lu.
Pancreas, 2019 Oct 09; 48(9). PMID: 31593021    Free PMC article.
A machine learning based delta-radiomics process for early prediction of treatment response of pancreatic cancer.
Haidy Nasief, Cheng Zheng, +4 authors, X Allen Li.
NPJ Precis Oncol, 2019 Oct 12; 3. PMID: 31602401    Free PMC article.
Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival.
Olivier Morin, William C Chen, +22 authors, David R Raleigh.
Neurooncol Adv, 2019 Oct 15; 1(1). PMID: 31608329    Free PMC article.
CT radiomic features for predicting resectability of oesophageal squamous cell carcinoma as given by feature analysis: a case control study.
Jing Ou, Rui Li, +11 authors, Jiani Hu.
Cancer Imaging, 2019 Oct 18; 19(1). PMID: 31619297    Free PMC article.
Machine Learning Assisted MRI Characterization for Diagnosis of Neonatal Acute Bilirubin Encephalopathy.
Zhou Liu, Bing Ji, +7 authors, Liya Wang.
Front Neurol, 2019 Oct 22; 10. PMID: 31632332    Free PMC article.
Radiomics Analysis of Dynamic Contrast-Enhanced Magnetic Resonance Imaging for the Prediction of Sentinel Lymph Node Metastasis in Breast Cancer.
Jia Liu, Dong Sun, +9 authors, Chuanming Li.
Front Oncol, 2019 Oct 22; 9. PMID: 31632912    Free PMC article.
Radiogenomic analysis of vascular endothelial growth factor in patients with diffuse gliomas.
Zhiyan Sun, Yiming Li, +7 authors, Xing Liu.
Cancer Imaging, 2019 Oct 23; 19(1). PMID: 31639060    Free PMC article.
Distributed radiomics as a signature validation study using the Personal Health Train infrastructure.
Zhenwei Shi, Ivan Zhovannik, +9 authors, Leonard Wee.
Sci Data, 2019 Oct 24; 6(1). PMID: 31641134    Free PMC article.
Radiomics features on radiotherapy treatment planning CT can predict patient survival in locally advanced rectal cancer patients.
Jiazhou Wang, Lijun Shen, +6 authors, Zhen Zhang.
Sci Rep, 2019 Oct 28; 9(1). PMID: 31653909    Free PMC article.
Radiomics for diagnosis of dual-phenotype hepatocellular carcinoma using Gd-EOB-DTPA-enhanced MRI and patient prognosis.
Xialing Huang, Liling Long, +4 authors, Xiangfei Chai.
J Cancer Res Clin Oncol, 2019 Oct 31; 145(12). PMID: 31664520    Free PMC article.
Radiomics signature extracted from diffusion-weighted magnetic resonance imaging predicts outcomes in osteosarcoma.
Shuliang Zhao, Yi Su, +4 authors, Yong Yin.
J Bone Oncol, 2019 Nov 02; 19. PMID: 31667064    Free PMC article.
Impact of artificial intelligence on radiology: a EuroAIM survey among members of the European Society of Radiology.
European Society of Radiology (ESR).
Insights Imaging, 2019 Nov 02; 10(1). PMID: 31673823    Free PMC article.
Pretreatment Prediction of Adaptive Radiation Therapy Eligibility Using MRI-Based Radiomics for Advanced Nasopharyngeal Carcinoma Patients.
Ting-Ting Yu, Sai-Kit Lam, +15 authors, Jing Cai.
Front Oncol, 2019 Nov 05; 9. PMID: 31681588    Free PMC article.
Radiomic Nomogram Improves Preoperative T Category Accuracy in Locally Advanced Laryngeal Carcinoma.
Fei Wang, Bin Zhang, +9 authors, Shuixing Zhang.
Front Oncol, 2019 Nov 05; 9. PMID: 31681598    Free PMC article.
Imaging-Based Individualized Response Prediction Of Carbon Ion Radiotherapy For Prostate Cancer Patients.
Shuang Wu, Yining Jiao, +6 authors, Shen Fu.
Cancer Manag Res, 2019 Nov 07; 11. PMID: 31695500    Free PMC article.
Mining multi-site clinical data to develop machine learning MRI biomarkers: application to neonatal hypoxic ischemic encephalopathy.
Rebecca J Weiss, Sara V Bates, +10 authors, Yangming Ou.
J Transl Med, 2019 Nov 23; 17(1). PMID: 31752923    Free PMC article.
Discovery of stable and prognostic CT-based radiomic features independent of contrast administration and dimensionality in oesophageal cancer.
Concetta Piazzese, Kieran Foley, +3 authors, Emiliano Spezi.
PLoS One, 2019 Nov 23; 14(11). PMID: 31756181    Free PMC article.
Preoperative CT texture features predict prognosis after curative resection in pancreatic cancer.
Hyung Sun Kim, Young Jae Kim, Kwang Gi Kim, Joon Seong Park.
Sci Rep, 2019 Nov 24; 9(1). PMID: 31757989    Free PMC article.
Artificial Intelligence in Interventional Radiology: A Literature Review and Future Perspectives.
Roberto Iezzi, S N Goldberg, +3 authors, R Manfredi.
J Oncol, 2019 Nov 30; 2019. PMID: 31781215    Free PMC article.
Review.
CT Morphological Features Integrated With Whole-Lesion Histogram Parameters to Predict Lung Metastasis for Colorectal Cancer Patients With Pulmonary Nodules.
TingDan Hu, ShengPing Wang, +7 authors, Tong Tong.
Front Oncol, 2019 Dec 06; 9. PMID: 31803619    Free PMC article.
Technical Note: Ontology-guided radiomics analysis workflow (O-RAW).
Zhenwei Shi, Alberto Traverso, +2 authors, Leonard Wee.
Med Phys, 2019 Oct 04; 46(12). PMID: 31580484    Free PMC article.
Man or machine? Prospective comparison of the version 2018 EASL, LI-RADS criteria and a radiomics model to diagnose hepatocellular carcinoma.
Hanyu Jiang, Xijiao Liu, +8 authors, Bin Song.
Cancer Imaging, 2019 Dec 07; 19(1). PMID: 31806050    Free PMC article.
Molecular Subtypes Recognition of Breast Cancer in Dynamic Contrast-Enhanced Breast Magnetic Resonance Imaging Phenotypes from Radiomics Data.
Wei Li, Kun Yu, Chaolu Feng, Dazhe Zhao.
Comput Math Methods Med, 2019 Dec 13; 2019. PMID: 31827586    Free PMC article.
Radiomics approach to distinguish between well differentiated liposarcomas and lipomas on MRI.
M Vos, M P A Starmans, +10 authors, J J Visser.
Br J Surg, 2019 Nov 21; 106(13). PMID: 31747074    Free PMC article.
Study Progress of Radiomics With Machine Learning for Precision Medicine in Bladder Cancer Management.
Lingling Ge, Yuntian Chen, +4 authors, Jiaming Liu.
Front Oncol, 2019 Dec 19; 9. PMID: 31850202    Free PMC article.
Review.
T2-Weighted Image-Based Radiomics Signature for Discriminating Between Seminomas and Nonseminoma.
Peipei Zhang, Zhaoyan Feng, +5 authors, Liang Wang.
Front Oncol, 2019 Dec 19; 9. PMID: 31850216    Free PMC article.
Open access image repositories: high-quality data to enable machine learning research.
F Prior, J Almeida, +4 authors, J Saltz.
Clin Radiol, 2019 May 02; 75(1). PMID: 31040006    Free PMC article.
Radiomics in stratification of pancreatic cystic lesions: Machine learning in action.
Vipin Dalal, Joseph Carmicheal, +3 authors, Surinder K Batra.
Cancer Lett, 2019 Oct 21; 469. PMID: 31629933    Free PMC article.
Review.
Automatic Lung Segmentation Based on Texture and Deep Features of HRCT Images with Interstitial Lung Disease.
Ting Pang, Shaoyong Guo, Xinwang Zhang, Lijie Zhao.
Biomed Res Int, 2019 Dec 25; 2019. PMID: 31871932    Free PMC article.
Residual convolutional neural network for predicting response of transarterial chemoembolization in hepatocellular carcinoma from CT imaging.
Jie Peng, Shuai Kang, +9 authors, Li Liu.
Eur Radiol, 2019 Jul 25; 30(1). PMID: 31332558    Free PMC article.
In Silico Approach for the Definition of radiomiRNomic Signatures for Breast Cancer Differential Diagnosis.
Francesca Gallivanone, Claudia Cava, +2 authors, Isabella Castiglioni.
Int J Mol Sci, 2019 Nov 24; 20(23). PMID: 31756987    Free PMC article.
An investigation of machine learning methods in delta-radiomics feature analysis.
Yushi Chang, Kyle Lafata, +4 authors, Fang-Fang Yin.
PLoS One, 2019 Dec 14; 14(12). PMID: 31834910    Free PMC article.
The effects of volume of interest delineation on MRI-based radiomics analysis: evaluation with two disease groups.
Xiao Zhang, Liming Zhong, +6 authors, Qianjin Feng.
Cancer Imaging, 2019 Dec 23; 19(1). PMID: 31864421    Free PMC article.
Multiparametric quantitative and texture 18F-FDG PET/CT analysis for primary malignant tumour grade differentiation.
Mykola Novikov.
Eur Radiol Exp, 2019 Dec 20; 3(1). PMID: 31853682    Free PMC article.
Radiomics and Artificial Intelligence for Biomarker and Prediction Model Development in Oncology.
Reza Forghani, Peter Savadjiev, +3 authors, Behzad Forghani.
Comput Struct Biotechnol J, 2019 Aug 08; 17. PMID: 31388413    Free PMC article.
Review.
Prediction of IDH and TERT promoter mutations in low-grade glioma from magnetic resonance images using a convolutional neural network.
Ryohei Fukuma, Takufumi Yanagisawa, +25 authors, Haruhiko Kishima.
Sci Rep, 2020 Jan 01; 9(1). PMID: 31889117    Free PMC article.
Radiomic feature reproducibility in contrast-enhanced CT of the pancreas is affected by variabilities in scan parameters and manual segmentation.
Rikiya Yamashita, Thomas Perrin, +9 authors, Richard K G Do.
Eur Radiol, 2019 Aug 09; 30(1). PMID: 31392481    Free PMC article.
Application of radiomics signature captured from pretreatment thoracic CT to predict brain metastases in stage III/IV ALK-positive non-small cell lung cancer patients.
Xinyan Xu, Lyu Huang, +5 authors, Min Fan.
J Thorac Dis, 2020 Jan 07; 11(11). PMID: 31903240    Free PMC article.
Treatment Outcome Prediction for Cancer Patients based on Radiomics and Belief Function Theory.
Jian Wu, Chunfeng Lian, +6 authors, Hua Li.
IEEE Trans Radiat Plasma Med Sci, 2020 Jan 07; 3(2). PMID: 31903444    Free PMC article.
Predictive quantitative ultrasound radiomic markers associated with treatment response in head and neck cancer.
William T Tran, Harini Suraweera, +11 authors, Gregory J Czarnota.
Future Sci OA, 2020 Jan 10; 6(1). PMID: 31915534    Free PMC article.
Machine Learning and Feature Selection Methods for Disease Classification With Application to Lung Cancer Screening Image Data.
Darcie A P Delzell, Sara Magnuson, +2 authors, Brian J Smith.
Front Oncol, 2020 Jan 11; 9. PMID: 31921650    Free PMC article.
Combining molecular and imaging metrics in cancer: radiogenomics.
Roberto Lo Gullo, Isaac Daimiel, Elizabeth A Morris, Katja Pinker.
Insights Imaging, 2020 Jan 05; 11(1). PMID: 31901171    Free PMC article.
Review.
DEEP CONVOLUTIONAL NEURAL NETWORKS FOR IMAGING DATA BASED SURVIVAL ANALYSIS OF RECTAL CANCER.
Hongming Li, Pamela Boimel, +4 authors, Yong Fan.
Proc IEEE Int Symp Biomed Imaging, 2020 Jan 14; 2019. PMID: 31929858    Free PMC article.
Advanced modalities of molecular imaging in precision medicine for musculoskeletal malignancies.
Narges Jokar, Erik Velez, +4 authors, Ali Gholamrezanezhad.
World J Nucl Med, 2020 Jan 15; 18(4). PMID: 31933549    Free PMC article.
Review.
CT radiomics nomogram for the preoperative prediction of lymph node metastasis in gastric cancer.
Yue Wang, Wei Liu, +6 authors, Zheng-Yu Jin.
Eur Radiol, 2019 Aug 31; 30(2). PMID: 31468157
Prognostic value of the radiomics-based model in progression-free survival of hypopharyngeal cancer treated with chemoradiation.
Xiaokai Mo, Xiangjun Wu, +13 authors, Shuixing Zhang.
Eur Radiol, 2019 Nov 02; 30(2). PMID: 31673835
Radiogenomics of lower-grade gliomas: machine learning-based MRI texture analysis for predicting 1p/19q codeletion status.
Burak Kocak, Emine Sebnem Durmaz, +5 authors, Ozgur Kilickesmez.
Eur Radiol, 2019 Nov 07; 30(2). PMID: 31691122
[A primer on radiomics].
Jacob M Murray, Georgios Kaissis, Rickmer Braren, Jens Kleesiek.
Radiologe, 2019 Dec 11; 60(1). PMID: 31820014
Review.
[Artificial Intelligence in radiology : What can be expected in the next few years?]
Johannes Haubold.
Radiologe, 2019 Dec 13; 60(1). PMID: 31828383
Review.
Development and validation of a nomogram based on CT images and 3D texture analysis for preoperative prediction of the malignant potential in gastrointestinal stromal tumors.
Caiyue Ren, Shengping Wang, Shengjian Zhang.
Cancer Imaging, 2020 Jan 15; 20(1). PMID: 31931874    Free PMC article.
A Delta-radiomics model for preoperative evaluation of Neoadjuvant chemotherapy response in high-grade osteosarcoma.
Peng Lin, Peng-Fei Yang, +11 authors, Zhao-Ming Ye.
Cancer Imaging, 2020 Jan 16; 20(1). PMID: 31937372    Free PMC article.
Impact of image preprocessing methods on reproducibility of radiomic features in multimodal magnetic resonance imaging in glioblastoma.
Hajar Moradmand, Seyed Mahmoud Reza Aghamiri, Reza Ghaderi.
J Appl Clin Med Phys, 2019 Dec 28; 21(1). PMID: 31880401    Free PMC article.
Emerging role of MRI in radiation therapy.
Hersh Chandarana, Hesheng Wang, R H N Tijssen, Indra J Das.
J Magn Reson Imaging, 2018 Sep 09; 48(6). PMID: 30194794    Free PMC article.
Review.
Invasive ductal breast cancer: preoperative predict Ki-67 index based on radiomics of ADC maps.
Yu Zhang, Yifeng Zhu, +5 authors, Shaowu Wang.
Radiol Med, 2019 Nov 07; 125(2). PMID: 31696388
Radiomics of peripheral nerves MRI in mild carpal and cubital tunnel syndrome.
Federica Rossi, Bianca Bignotti, +3 authors, Alberto Stefano Tagliafico.
Radiol Med, 2019 Nov 28; 125(2). PMID: 31773457
High-order radiomics features based on T2 FLAIR MRI predict multiple glioma immunohistochemical features: A more precise and personalized gliomas management.
Jing Li, Siyun Liu, +3 authors, Huaijun Liu.
PLoS One, 2020 Jan 23; 15(1). PMID: 31968004    Free PMC article.
A clinical-radiomics nomogram for the preoperative prediction of lymph node metastasis in colorectal cancer.
Menglei Li, Jing Zhang, +5 authors, Tong Tong.
J Transl Med, 2020 Feb 01; 18(1). PMID: 32000813    Free PMC article.
Precise hepatectomy in the intelligent digital era.
Hao Chen, Yuchen He, Weidong Jia.
Int J Biol Sci, 2020 Feb 06; 16(3). PMID: 32015674    Free PMC article.
Review.
Molecular imaging and radionuclide therapy of pheochromocytoma and paraganglioma in the era of genomic characterization of disease subgroups.
David Taïeb, Abhishek Jha, Giorgio Treglia, Karel Pacak.
Endocr Relat Cancer, 2019 Sep 29; 26(11). PMID: 31561209    Free PMC article.
Review.
Radiomics as prognostic factor in brain metastases treated with Gamma Knife radiosurgery.
Chih-Ying Huang, Cheng-Chia Lee, +7 authors, Syu-Jyun Peng.
J Neurooncol, 2020 Feb 06; 146(3). PMID: 32020474
A machine learning approach for differentiating malignant from benign enhancing foci on breast MRI.
Natascha C D'Amico, Enzo Grossi, +8 authors, Sergio Papa.
Eur Radiol Exp, 2020 Jan 30; 4(1). PMID: 31993839    Free PMC article.
Image-Based Cardiac Diagnosis With Machine Learning: A Review.
Carlos Martin-Isla, Victor M Campello, +4 authors, Karim Lekadir.
Front Cardiovasc Med, 2020 Feb 11; 7. PMID: 32039241    Free PMC article.
Review.
Use of radiomic features and support vector machine to distinguish Parkinson's disease cases from normal controls.
Yue Wu, Jie-Hui Jiang, +7 authors, Jian Wang.
Ann Transl Med, 2020 Feb 12; 7(23). PMID: 32042789    Free PMC article.
Technical Principles of Dual-Energy Cone Beam Computed Tomography and Clinical Applications for Radiation Therapy.
Shailaja Sajja, Young Lee, +5 authors, Mark Ruschin.
Adv Radiat Oncol, 2020 Feb 14; 5(1). PMID: 32051885    Free PMC article.
Review.
Prediction of Radiation Pneumonitis With Dose Distribution: A Convolutional Neural Network (CNN) Based Model.
Bin Liang, Yuan Tian, +6 authors, Jianrong Dai.
Front Oncol, 2020 Feb 23; 9. PMID: 32076596    Free PMC article.
[Differential diagnosis of hepatocellular carcinoma and hepatic hemangiomas based on radiomic features of gadoxetate disodium-enhanced magnetic resonance imaging].
Mao-Dong Chen, Jing Zhang, +2 authors, Yan-Qiu Feng.
Nan Fang Yi Ke Da Xue Xue Bao, 2018 May 08; 38(4). PMID: 29735443    Free PMC article.
[Radiomics for prediction of central lymph node metastasis in the neck in patients with thyroid papillary carcinoma].
Weizhen Wang, Yingjia Li.
Nan Fang Yi Ke Da Xue Xue Bao, 2019 Oct 24; 39(9). PMID: 31640963    Free PMC article.
Integrating radiomics into holomics for personalised oncology: from algorithms to bedside.
Roberto Gatta, Adrien Depeursinge, +2 authors, Antoine Leimgruber.
Eur Radiol Exp, 2020 Feb 09; 4(1). PMID: 32034573    Free PMC article.
Review.
Deep learning workflow in radiology: a primer.
Emmanuel Montagnon, Milena Cerny, +7 authors, An Tang.
Insights Imaging, 2020 Feb 11; 11(1). PMID: 32040647    Free PMC article.
Review.
Effects of alterations in positron emission tomography imaging parameters on radiomics features.
Rachel B Ger, Joseph G Meier, +10 authors, Laurence E Court.
PLoS One, 2019 Sep 06; 14(9). PMID: 31487307    Free PMC article.
Association of MRI-derived radiomic biomarker with disease-free survival in patients with early-stage cervical cancer.
Jin Fang, Bin Zhang, +12 authors, Shuixing Zhang.
Theranostics, 2020 Feb 25; 10(5). PMID: 32089742    Free PMC article.
Repeatability of radiomics and machine learning for DWI: Short-term repeatability study of 112 patients with prostate cancer.
Harri Merisaari, Pekka Taimen, +7 authors, Ivan Jambor.
Magn Reson Med, 2019 Nov 09; 83(6). PMID: 31703155    Free PMC article.
PET/MRI Radiomics in Patients With Brain Metastases.
Philipp Lohmann, Martin Kocher, +5 authors, Norbert Galldiks.
Front Neurol, 2020 Mar 03; 11. PMID: 32116995    Free PMC article.
Review.
Clinical Value of Susceptibility Weighted Imaging of Brain Metastases.
Daniel Schwarz, Martin Bendszus, Michael O Breckwoldt.
Front Neurol, 2020 Mar 03; 11. PMID: 32117017    Free PMC article.
Review.
Prediction of Response to Preoperative Neoadjuvant Chemotherapy in Locally Advanced Cervical Cancer Using Multicenter CT-Based Radiomic Analysis.
Xin Tian, Caixia Sun, +10 authors, Chunlin Chen.
Front Oncol, 2020 Mar 03; 10. PMID: 32117732    Free PMC article.
Advanced Cancer Imaging Applied in the Comparative Setting.
David M Vail, Amy K LeBlanc, Robert Jeraj.
Front Oncol, 2020 Mar 03; 10. PMID: 32117739    Free PMC article.
Assessing robustness of radiomic features by image perturbation.
Alex Zwanenburg, Stefan Leger, +4 authors, Steffen Löck.
Sci Rep, 2019 Jan 27; 9(1). PMID: 30679599    Free PMC article.
Highly Cited.
Mass Effect Deformation Heterogeneity (MEDH) on Gadolinium-contrast T1-weighted MRI is associated with decreased survival in patients with right cerebral hemisphere Glioblastoma: A feasibility study.
Prateek Prasanna, Jhimli Mitra, +7 authors, Pallavi Tiwari.
Sci Rep, 2019 Feb 06; 9(1). PMID: 30718547    Free PMC article.
Combining Multiple Magnetic Resonance Imaging Sequences Provides Independent Reproducible Radiomics Features.
A Lecler, L Duron, +7 authors, L S Fournier.
Sci Rep, 2019 Feb 16; 9(1). PMID: 30765732    Free PMC article.
Revealing Tumor Habitats from Texture Heterogeneity Analysis for Classification of Lung Cancer Malignancy and Aggressiveness.
Dmitry Cherezov, Dmitry Goldgof, +4 authors, Adrien Depeursinge.
Sci Rep, 2019 Mar 16; 9(1). PMID: 30872600    Free PMC article.
Stability of radiomics features in apparent diffusion coefficient maps from a multi-centre test-retest trial.
Jurgen Peerlings, Henry C Woodruff, +8 authors, Philippe Lambin.
Sci Rep, 2019 Mar 20; 9(1). PMID: 30886309    Free PMC article.
Radiomic features and multilayer perceptron network classifier: a robust MRI classification strategy for distinguishing glioblastoma from primary central nervous system lymphoma.
Jihye Yun, Ji Eun Park, +3 authors, Ho Sung Kim.
Sci Rep, 2019 Apr 07; 9(1). PMID: 30952930    Free PMC article.
Hepatic tumor classification using texture and topology analysis of non-contrast-enhanced three-dimensional T1-weighted MR images with a radiomics approach.
Asuka Oyama, Yasuaki Hiraoka, +6 authors, Jun'ichi Kotoku.
Sci Rep, 2019 Jun 21; 9(1). PMID: 31217445    Free PMC article.
Repeatability of Multiparametric Prostate MRI Radiomics Features.
Michael Schwier, Joost van Griethuysen, +7 authors, Andriy Fedorov.
Sci Rep, 2019 Jul 03; 9(1). PMID: 31263116    Free PMC article.
Highly Cited.
MRI-based radiomics signature is a quantitative prognostic biomarker for nasopharyngeal carcinoma.
Xue Ming, Ronald Wihal Oei, +7 authors, Jiazhou Wang.
Sci Rep, 2019 Jul 20; 9(1). PMID: 31320729    Free PMC article.
In vivo magnetic resonance imaging and spectroscopy. Technological advances and opportunities for applications continue to abound.
Peter van Zijl, Linda Knutsson.
J Magn Reson, 2019 Aug 05; 306. PMID: 31377150    Free PMC article.
Review.
Predicting Breast Cancer in Breast Imaging Reporting and Data System (BI-RADS) Ultrasound Category 4 or 5 Lesions: A Nomogram Combining Radiomics and BI-RADS.
Wei-Quan Luo, Qing-Xiu Huang, +3 authors, Wei Wang.
Sci Rep, 2019 Aug 17; 9(1). PMID: 31417138    Free PMC article.
The Use of Quantitative Imaging in Radiation Oncology: A Quantitative Imaging Network (QIN) Perspective.
Robert H Press, Hui-Kuo G Shu, +23 authors, John M Buatti.
Int J Radiat Oncol Biol Phys, 2018 Jul 04; 102(4). PMID: 29966725    Free PMC article.
Review.
Robust, independent and relevant prognostic 18F-fluorodeoxyglucose positron emission tomography radiomics features in non-small cell lung cancer: Are there any?
Tom Konert, Sarah Everitt, +5 authors, Jan-Jakob Sonke.
PLoS One, 2020 Feb 26; 15(2). PMID: 32097418    Free PMC article.
A Coclinical Radiogenomic Validation Study: Conserved Magnetic Resonance Radiomic Appearance of Periostin-Expressing Glioblastoma in Patients and Xenograft Models.
Pascal O Zinn, Sanjay K Singh, +17 authors, Rivka R Colen.
Clin Cancer Res, 2018 Jul 29; 24(24). PMID: 30054278    Free PMC article.
Preoperative prediction of sentinel lymph node metastasis in breast cancer by radiomic signatures from dynamic contrast-enhanced MRI.
Chunling Liu, Jie Ding, +7 authors, Chuan Huang.
J Magn Reson Imaging, 2018 Sep 02; 49(1). PMID: 30171822    Free PMC article.
Prostate Cancer Differentiation and Aggressiveness: Assessment With a Radiomic-Based Model vs. PI-RADS v2.
Tong Chen, Mengjuan Li, +7 authors, Junkang Shen.
J Magn Reson Imaging, 2018 Sep 20; 49(3). PMID: 30230108    Free PMC article.
Radiomics in RayPlus: a Web-Based Tool for Texture Analysis in Medical Images.
Rong Yuan, Shuyue Shi, Junhui Chen, Guanxun Cheng.
J Digit Imaging, 2018 Oct 24; 32(2). PMID: 30350006    Free PMC article.
Quantitative imaging of cancer in the postgenomic era: Radio(geno)mics, deep learning, and habitats.
Sandy Napel, Wei Mu, +2 authors, Robert J Gillies.
Cancer, 2018 Nov 02; 124(24). PMID: 30383900    Free PMC article.
Review.
The Continuing Evolution of Molecular Functional Imaging in Clinical Oncology: The Road to Precision Medicine and Radiogenomics (Part II).
Tanvi Vaidya, Archi Agrawal, +2 authors, Abhishek Mahajan.
Mol Diagn Ther, 2018 Nov 06; 23(1). PMID: 30387041
Review.
A Deep Learning-Based Radiomics Model for Differentiating Benign and Malignant Renal Tumors.
Leilei Zhou, Zuoheng Zhang, +3 authors, Hong-Bing Jiang.
Transl Oncol, 2018 Nov 19; 12(2). PMID: 30448734    Free PMC article.
Statistical CT reconstruction using region-aware texture preserving regularization learning from prior normal-dose CT image.
Xiao Jia, Yuting Liao, +9 authors, Jianhua Ma.
Phys Med Biol, 2018 Nov 21; 63(22). PMID: 30457116    Free PMC article.
Deep learning for lung cancer prognostication: A retrospective multi-cohort radiomics study.
Ahmed Hosny, Chintan Parmar, +7 authors, Hugo J W L Aerts.
PLoS Med, 2018 Dec 01; 15(11). PMID: 30500819    Free PMC article.
Highly Cited.
Biomarkers in Lung Cancer Screening: Achievements, Promises, and Challenges.
Luis M Seijo, Nir Peled, +9 authors, Luis M Montuenga.
J Thorac Oncol, 2018 Dec 12; 14(3). PMID: 30529598    Free PMC article.
Highly Cited. Review.
Radiomic signature of 18F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits.
Yuming Jiang, Qingyu Yuan, +13 authors, Guoxin Li.
Theranostics, 2019 Jan 08; 8(21). PMID: 30613271    Free PMC article.
Computed tomography based radiomic signature as predictive of survival and local control after stereotactic body radiation therapy in pancreatic carcinoma.
Luca Cozzi, Tiziana Comito, +16 authors, Marta Scorsetti.
PLoS One, 2019 Jan 19; 14(1). PMID: 30657785    Free PMC article.
IDH mutation-specific radiomic signature in lower-grade gliomas.
Xing Liu, Yiming Li, +9 authors, Yinyan Wang.
Aging (Albany NY), 2019 Jan 31; 11(2). PMID: 30696801    Free PMC article.
RaCaT: An open source and easy to use radiomics calculator tool.
Elisabeth Pfaehler, Alex Zwanenburg, Johan R de Jong, Ronald Boellaard.
PLoS One, 2019 Feb 21; 14(2). PMID: 30785937    Free PMC article.
Gray-level invariant Haralick texture features.
Tommy Löfstedt, Patrik Brynolfsson, +2 authors, Anders Garpebring.
PLoS One, 2019 Feb 23; 14(2). PMID: 30794577    Free PMC article.
Novel clinical and radiomic predictors of rapid disease progression phenotypes among lung cancer patients treated with immunotherapy: An early report.
Ilke Tunali, Jhanelle E Gray, +5 authors, Matthew B Schabath.
Lung Cancer, 2019 Feb 25; 129. PMID: 30797495    Free PMC article.
MRI-based Radiomics nomogram to detect primary rectal cancer with synchronous liver metastases.
Zhenyu Shu, Songhua Fang, +5 authors, Xiangyang Gong.
Sci Rep, 2019 Mar 06; 9(1). PMID: 30833648    Free PMC article.
QIN Benchmarks for Clinical Translation of Quantitative Imaging Tools.
Keyvan Farahani, Darrell Tata, Robert J Nordstrom.
Tomography, 2019 Mar 12; 5(1). PMID: 30854436    Free PMC article.
Gleason Probability Maps: A Radiomics Tool for Mapping Prostate Cancer Likelihood in MRI Space.
Sean D McGarry, John D Bukowy, +14 authors, Peter S LaViolette.
Tomography, 2019 Mar 12; 5(1). PMID: 30854450    Free PMC article.
[18F] FDG Positron Emission Tomography (PET) Tumor and Penumbra Imaging Features Predict Recurrence in Non-Small Cell Lung Cancer.
Sarah A Mattonen, Guido A Davidzon, +6 authors, Viswam S Nair.
Tomography, 2019 Mar 12; 5(1). PMID: 30854452    Free PMC article.
The Applications of Radiomics in Precision Diagnosis and Treatment of Oncology: Opportunities and Challenges.
Zhenyu Liu, Shuo Wang, +8 authors, Jie Tian.
Theranostics, 2019 Mar 15; 9(5). PMID: 30867832    Free PMC article.
Highly Cited. Review.
Identification of the presence of ischaemic stroke lesions by means of texture analysis on brain magnetic resonance images.
Rafael Ortiz-Ramón, Maria Del C Valdés Hernández, +7 authors, David Moratal.
Comput Med Imaging Graph, 2019 Mar 29; 74. PMID: 30921550    Free PMC article.
Longitudinal radiomics of cone-beam CT images from non-small cell lung cancer patients: Evaluation of the added prognostic value for overall survival and locoregional recurrence.
Janna E van Timmeren, Wouter van Elmpt, +11 authors, Philippe Lambin.
Radiother Oncol, 2019 Apr 25; 136. PMID: 31015133    Free PMC article.
Challenges and caveats of a multi-center retrospective radiomics study: an example of early treatment response assessment for NSCLC patients using FDG-PET/CT radiomics.
Janna E van Timmeren, Sara Carvalho, +11 authors, Philippe Lambin.
PLoS One, 2019 Jun 04; 14(6). PMID: 31158263    Free PMC article.
Prediction of outcome in anal squamous cell carcinoma using radiomic feature analysis of pre-treatment FDG PET-CT.
P J Brown, J Zhong, +5 authors, A Scarsbrook.
Eur J Nucl Med Mol Imaging, 2019 Sep 05; 46(13). PMID: 31482428    Free PMC article.
Prediction of the Clinical Severity of Progressive Supranuclear Palsy by Diffusion Tensor Imaging.
Yao-Liang Chen, Xiang-An Zhao, +5 authors, Jiun-Jie Wang.
J Clin Med, 2019 Dec 28; 9(1). PMID: 31878122    Free PMC article.
Enhancement pattern mapping technique for improving contrast-to-noise ratios and detectability of hepatobiliary tumors on multiphase computed tomography.
Peter C Park, Gye W Choi, +8 authors, Eugene J Koay.
Med Phys, 2019 Aug 27; 47(1). PMID: 31449684    Free PMC article.
Diffusion- and perfusion-weighted MRI radiomics model may predict isocitrate dehydrogenase (IDH) mutation and tumor aggressiveness in diffuse lower grade glioma.
Minjae Kim, So Yeong Jung, +5 authors, Ho Sung Kim.
Eur Radiol, 2019 Dec 13; 30(4). PMID: 31828414
A multi-scanner study of MRI radiomics in uterine cervical cancer: prediction of in-field tumor control after definitive radiotherapy based on a machine learning method including peritumoral regions.
Akiyo Takada, Hajime Yokota, +3 authors, Takashi Uno.
Jpn J Radiol, 2020 Jan 08; 38(3). PMID: 31907716
Segmentation and Classification in Digital Pathology for Glioma Research: Challenges and Deep Learning Approaches.
Tahsin Kurc, Spyridon Bakas, +21 authors, Keyvan Farahani.
Front Neurosci, 2020 Mar 11; 14. PMID: 32153349    Free PMC article.
Brain MR Radiomics to Differentiate Cognitive Disorders.
Sara Ranjbar, Stefanie N Velgos, +3 authors, Alzheimer's Disease Neuroimaging Initiative.
J Neuropsychiatry Clin Neurosci, 2019 Jan 15; 31(3). PMID: 30636564    Free PMC article.
Role of texture analysis in breast MRI as a cancer biomarker: A review.
Rhea D Chitalia, Despina Kontos.
J Magn Reson Imaging, 2018 Nov 06; 49(4). PMID: 30390383    Free PMC article.
Review.
Experimental Multicenter and Multivendor Evaluation of the Performance of PET Radiomic Features Using 3-Dimensionally Printed Phantom Inserts.
Elisabeth Pfaehler, Joyce van Sluis, +4 authors, Ronald Boellaard.
J Nucl Med, 2019 Aug 20; 61(3). PMID: 31420497    Free PMC article.
Multiparametric MRI for Prostate Cancer Detection: New Insights into the Combined Use of a Radiomic Approach with Advanced Acquisition Protocol.
Serena Monti, Valentina Brancato, +5 authors, Carlo Cavaliere.
Cancers (Basel), 2020 Feb 13; 12(2). PMID: 32046196    Free PMC article.
Privacy-preserving distributed learning of radiomics to predict overall survival and HPV status in head and neck cancer.
Marta Bogowicz, Arthur Jochems, +30 authors, Philippe Lambin.
Sci Rep, 2020 Mar 13; 10(1). PMID: 32161279    Free PMC article.
Radiomics prediction model for the improved diagnosis of clinically significant prostate cancer on biparametric MRI.
Mengjuan Li, Tong Chen, +6 authors, Junkang Shen.
Quant Imaging Med Surg, 2020 Mar 20; 10(2). PMID: 32190563    Free PMC article.
Development and assessment of an individualized nomogram to predict colorectal cancer liver metastases.
Mingyang Li, Xueyan Li, +4 authors, Huimao Zhang.
Quant Imaging Med Surg, 2020 Mar 20; 10(2). PMID: 32190566    Free PMC article.
Classification of Pathological Types of Lung Cancer from CT Images by Deep Residual Neural Networks with Transfer Learning Strategy.
Shudong Wang, Liyuan Dong, Xun Wang, Xingguang Wang.
Open Med (Wars), 2020 Mar 20; 15. PMID: 32190744    Free PMC article.
A CT-based radiomics nomogram for prediction of human epidermal growth factor receptor 2 status in patients with gastric cancer.
Yexing Li, Zixuan Cheng, +12 authors, Zaiyi Liu.
Chin J Cancer Res, 2020 Mar 21; 32(1). PMID: 32194306    Free PMC article.
Cardiac magnetic resonance radiomics: basic principles and clinical perspectives.
Zahra Raisi-Estabragh, Cristian Izquierdo, +5 authors, Steffen E Petersen.
Eur Heart J Cardiovasc Imaging, 2020 Mar 07; 21(4). PMID: 32142107    Free PMC article.
Radiomics Driven Diffusion Weighted Imaging Sensing Strategies for Zone-Level Prostate Cancer Sensing.
Chris Dulhanty, Linda Wang, +4 authors, Alexander Wong.
Sensors (Basel), 2020 Mar 14; 20(5). PMID: 32164378    Free PMC article.
Systematic analysis of bias and variability of morphologic features for lung lesions in computed tomography.
Jocelyn Hoye, Justin Solomon, +2 authors, Ehsan Samei.
J Med Imaging (Bellingham), 2019 Apr 05; 6(1). PMID: 30944842    Free PMC article.
Quantitative imaging feature pipeline: a web-based tool for utilizing, sharing, and building image-processing pipelines.
Sarah A Mattonen, Dev Gude, +3 authors, Sandy Napel.
J Med Imaging (Bellingham), 2020 Mar 25; 7(4). PMID: 32206688    Free PMC article.
Quantitative imaging features of pretreatment CT predict volumetric response to chemotherapy in patients with colorectal liver metastases.
John M Creasy, Abhishek Midya, +16 authors, Amber L Simpson.
Eur Radiol, 2018 Jun 21; 29(1). PMID: 29922934    Free PMC article.
A multi-sequence and habitat-based MRI radiomics signature for preoperative prediction of MGMT promoter methylation in astrocytomas with prognostic implication.
Jingwei Wei, Guoqiang Yang, +8 authors, Jie Tian.
Eur Radiol, 2018 Jul 25; 29(2). PMID: 30039219    Free PMC article.
The diagnostic value of texture analysis in predicting WHO grades of meningiomas based on ADC maps: an attempt using decision tree and decision forest.
Yiping Lu, Li Liu, +3 authors, Bo Yin.
Eur Radiol, 2018 Aug 09; 29(3). PMID: 30088065
Multiparametric ultrasomics of significant liver fibrosis: A machine learning-based analysis.
Wei Li, Yang Huang, +13 authors, Wei Wang.
Eur Radiol, 2018 Sep 05; 29(3). PMID: 30178143    Free PMC article.
Preoperative prediction of cavernous sinus invasion by pituitary adenomas using a radiomics method based on magnetic resonance images.
Jianxing Niu, Shuaitong Zhang, +5 authors, Wang Jia.
Eur Radiol, 2018 Sep 27; 29(3). PMID: 30255254    Free PMC article.
Radiomics based on multicontrast MRI can precisely differentiate among glioma subtypes and predict tumour-proliferative behaviour.
Changliang Su, Jingjing Jiang, +10 authors, Wenzhen Zhu.
Eur Radiol, 2018 Oct 14; 29(4). PMID: 30315419
Predicting the grade of hepatocellular carcinoma based on non-contrast-enhanced MRI radiomics signature.
Minghui Wu, Hongna Tan, +7 authors, Dapeng Shi.
Eur Radiol, 2018 Nov 09; 29(6). PMID: 30406313
MRI radiomics analysis for predicting preoperative synchronous distant metastasis in patients with rectal cancer.
Huanhuan Liu, Caiyuan Zhang, +8 authors, Dengbin Wang.
Eur Radiol, 2018 Nov 11; 29(8). PMID: 30413955
Preoperative radiomic signature based on multiparametric magnetic resonance imaging for noninvasive evaluation of biological characteristics in rectal cancer.
Xiaochun Meng, Wei Xia, +12 authors, Xin Gao.
Eur Radiol, 2018 Nov 11; 29(6). PMID: 30413959
Radiomics model of contrast-enhanced computed tomography for predicting the recurrence of acute pancreatitis.
Yong Chen, Tian-Wu Chen, +9 authors, Xiao Ming Zhang.
Eur Radiol, 2018 Nov 11; 29(8). PMID: 30413966
Ultrasound-based radiomics score: a potential biomarker for the prediction of microvascular invasion in hepatocellular carcinoma.
Hang-Tong Hu, Zhu Wang, +10 authors, Ming Kuang.
Eur Radiol, 2018 Nov 14; 29(6). PMID: 30421015
Prognostic value of computed tomography radiomics features in patients with gastric cancer following curative resection.
Wuchao Li, Liwen Zhang, +10 authors, Jie Tian.
Eur Radiol, 2018 Dec 07; 29(6). PMID: 30519931
Development of a radiomics nomogram based on the 2D and 3D CT features to predict the survival of non-small cell lung cancer patients.
Lifeng Yang, Jingbo Yang, +5 authors, Jie Tian.
Eur Radiol, 2018 Dec 14; 29(5). PMID: 30523451
Diabetes risk assessment with imaging: a radiomics study of abdominal CT.
Chun-Qiang Lu, Yuan-Cheng Wang, +5 authors, Shenghong Ju.
Eur Radiol, 2018 Dec 14; 29(5). PMID: 30523453
Predictive value of pretreatment MRI texture analysis in patients with primary nasopharyngeal carcinoma.
Jiaji Mao, Jin Fang, +8 authors, Jun Shen.
Eur Radiol, 2019 Jan 09; 29(8). PMID: 30617473    Free PMC article.
Radiomics in multiple sclerosis and neuromyelitis optica spectrum disorder.
Yaou Liu, Di Dong, +10 authors, Kuncheng Li.
Eur Radiol, 2019 Feb 17; 29(9). PMID: 30770971
Radiomics on multi-modalities MR sequences can subtype patients with non-metastatic nasopharyngeal carcinoma (NPC) into distinct survival subgroups.
En-Hong Zhuo, Wei-Jing Zhang, +8 authors, Hong-Min Cai.
Eur Radiol, 2019 Mar 16; 29(10). PMID: 30874880
Quantitative FDG PET/CT may help risk-stratify early-stage non-small cell lung cancer patients at risk for recurrence following anatomic resection.
Stephanie Harmon, Christopher W Seder, +3 authors, Justin D Blasberg.
J Thorac Dis, 2019 Jun 11; 11(4). PMID: 31179052    Free PMC article.
Radiomic analysis for pretreatment prediction of response to neoadjuvant chemotherapy in locally advanced cervical cancer: A multicentre study.
Caixia Sun, Xin Tian, +11 authors, Jie Tian.
EBioMedicine, 2019 Aug 10; 46. PMID: 31395503    Free PMC article.
18F-FDG PET/CT radiomic predictors of pathologic complete response (pCR) to neoadjuvant chemotherapy in breast cancer patients.
Panli Li, Xiuying Wang, +7 authors, Gang Huang.
Eur J Nucl Med Mol Imaging, 2020 Jan 27; 47(5). PMID: 31982990
Transcriptomics in cancer revealed by Positron Emission Tomography radiomics.
Florent Tixier, Catherine Cheze-le-Rest, +8 authors, Dimitris Visvikis.
Sci Rep, 2020 Mar 30; 10(1). PMID: 32221360    Free PMC article.
Can peritumoral radiomics increase the efficiency of the prediction for lymph node metastasis in clinical stage T1 lung adenocarcinoma on CT?
Xiang Wang, Xingyu Zhao, +9 authors, Xin Gao.
Eur Radiol, 2019 Mar 20; 29(11). PMID: 30887209
Radiomics analysis of multiparametric MRI for the preoperative evaluation of pathological grade in bladder cancer tumors.
Huanjun Wang, Daokun Hu, +6 authors, Yan Guo.
Eur Radiol, 2019 Apr 25; 29(11). PMID: 31016445
MRI-based radiomics model for preoperative prediction of 5-year survival in patients with hepatocellular carcinoma.
Xiao-Hang Wang, Liu-Hua Long, +7 authors, Wei-Hu Wang.
Br J Cancer, 2020 Jan 16; 122(7). PMID: 31937925    Free PMC article.
Cone-beam CT radiomics features might improve the prediction of lung toxicity after SBRT in stage I NSCLC patients.
Qingjin Qin, Anhui Shi, +7 authors, Ligang Xing.
Thorac Cancer, 2020 Feb 16; 11(4). PMID: 32061061    Free PMC article.
Predicting the Type of Tumor-Related Epilepsy in Patients With Low-Grade Gliomas: A Radiomics Study.
Yinyan Wang, Wei Wei, +6 authors, Jie Tian.
Front Oncol, 2020 Apr 02; 10. PMID: 32231995    Free PMC article.
PET segmentation of bulky tumors: Strategies and workflows to improve inter-observer variability.
Elisabeth Pfaehler, Coreline Burggraaff, +8 authors, Ronald Boellaard.
PLoS One, 2020 Apr 01; 15(3). PMID: 32226030    Free PMC article.
Editorial: medical imaging modeling.
Zhengrong Jerome Liang.
Vis Comput Ind Biomed Art, 2020 Apr 03; 2(1). PMID: 32240419    Free PMC article.
Preoperative Prediction of Microvascular Invasion in Hepatocellular Carcinoma: Initial Application of a Radiomic Algorithm Based on Grayscale Ultrasound Images.
Yi Dong, Liu Zhou, +5 authors, Wen-Ping Wang.
Front Oncol, 2020 Apr 09; 10. PMID: 32266138    Free PMC article.
Development and multicenter validation of a CT-based radiomics signature for discriminating histological grades of pancreatic ductal adenocarcinoma.
Na Chang, Lingling Cui, +3 authors, Zhaoyu Liu.
Quant Imaging Med Surg, 2020 Apr 10; 10(3). PMID: 32269929    Free PMC article.
Radiomic profiles in diffuse glioma reveal distinct subtypes with prognostic value.
Peng Lin, Yu-Ting Peng, +8 authors, Gang Chen.
J Cancer Res Clin Oncol, 2020 Feb 18; 146(5). PMID: 32065261
Radiomics based on artificial intelligence in liver diseases: where we are?
Wenmo Hu, Huayu Yang, Haifeng Xu, Yilei Mao.
Gastroenterol Rep (Oxf), 2020 Apr 14; 8(2). PMID: 32280468    Free PMC article.
Review.
Hybrid models for lung nodule malignancy prediction utilizing convolutional neural network ensembles and clinical data.
Rahul Paul, Matthew B Schabath, +2 authors, Dmitry B Goldgof.
J Med Imaging (Bellingham), 2020 Apr 14; 7(2). PMID: 32280729    Free PMC article.
A radiomics-based biomarker for cytokeratin 19 status of hepatocellular carcinoma with gadoxetic acid-enhanced MRI.
Wentao Wang, Dongsheng Gu, +7 authors, Mengsu Zeng.
Eur Radiol, 2020 Feb 01; 30(5). PMID: 32002645
Potential value of CT radiomics in the distinction of intestinal-type gastric adenocarcinomas.
Yue Wang, Wei Liu, +6 authors, Jian-Chun Yu.
Eur Radiol, 2020 Feb 06; 30(5). PMID: 32020404
Preoperative diagnosis of malignant pulmonary nodules in lung cancer screening with a radiomics nomogram.
Ailing Liu, Zhiheng Wang, +5 authors, Fuzhong Xue.
Cancer Commun (Lond), 2020 Mar 04; 40(1). PMID: 32125097    Free PMC article.
Multiclassifier fusion based on radiomics features for the prediction of benign and malignant primary pulmonary solid nodules.
Yao Shen, Fangyi Xu, +3 authors, Qiang Li.
Ann Transl Med, 2020 Apr 21; 8(5). PMID: 32309318    Free PMC article.
Virtual clinical trials in medical imaging: a review.
Ehsan Abadi, William P Segars, +6 authors, Ehsan Samei.
J Med Imaging (Bellingham), 2020 Apr 22; 7(4). PMID: 32313817    Free PMC article.
Review.
Preoperative CT-based radiomics combined with intraoperative frozen section is predictive of invasive adenocarcinoma in pulmonary nodules: a multicenter study.
Guangyao Wu, Henry C Woodruff, +10 authors, Philippe Lambin.
Eur Radiol, 2020 Feb 02; 30(5). PMID: 32006165    Free PMC article.
A radiomics model to predict the invasiveness of thymic epithelial tumors based on contrast‑enhanced computed tomography.
Xiangmeng Chen, Bao Feng, +6 authors, Wansheng Long.
Oncol Rep, 2020 Apr 24; 43(4). PMID: 32323834    Free PMC article.
How Non-invasive in vivo Cell Tracking Supports the Development and Translation of Cancer Immunotherapies.
Madeleine Iafrate, Gilbert O Fruhwirth.
Front Physiol, 2020 Apr 25; 11. PMID: 32327996    Free PMC article.
Review.
A Novel Multimodal Radiomics Model for Preoperative Prediction of Lymphovascular Invasion in Rectal Cancer.
Yiying Zhang, Kan He, +8 authors, Huimao Zhang.
Front Oncol, 2020 Apr 25; 10. PMID: 32328460    Free PMC article.
A radiomics approach based on support vector machine using MR images for preoperative lymph node status evaluation in intrahepatic cholangiocarcinoma.
Lei Xu, Pengfei Yang, +9 authors, Tianye Niu.
Theranostics, 2019 Aug 15; 9(18). PMID: 31410221    Free PMC article.
External validation of a combined PET and MRI radiomics model for prediction of recurrence in cervical cancer patients treated with chemoradiotherapy.
François Lucia, Dimitris Visvikis, +11 authors, Ulrike Schick.
Eur J Nucl Med Mol Imaging, 2018 Dec 12; 46(4). PMID: 30535746
Predicting locally advanced rectal cancer response to neoadjuvant therapy with 18F-FDG PET and MRI radiomics features.
V Giannini, S Mazzetti, +11 authors, D Regge.
Eur J Nucl Med Mol Imaging, 2019 Jan 15; 46(4). PMID: 30637502
Background parenchymal enhancement on breast MRI: A comprehensive review.
Geraldine J Liao, Leah C Henze Bancroft, +5 authors, Habib Rahbar.
J Magn Reson Imaging, 2019 Apr 21; 51(1). PMID: 31004391    Free PMC article.
Review.
Identification of Pancreaticoduodenectomy Resection for Pancreatic Head Adenocarcinoma: A Preliminary Study of Radiomics.
Bei Hui, Jia-Jun Qiu, Jin-Heng Liu, Neng-Wen Ke.
Comput Math Methods Med, 2020 May 08; 2020. PMID: 32377222    Free PMC article.
Differentiating Peripherally-Located Small Cell Lung Cancer From Non-small Cell Lung Cancer Using a CT Radiomic Approach.
Bihong T Chen, Zikuan Chen, +12 authors, Ravi Salgia.
Front Oncol, 2020 May 12; 10. PMID: 32391274    Free PMC article.
SKIN-COBRA (Consortium for Brachytherapy data Analysis) ontology: The first step towards interdisciplinary standardized data collection for personalized oncology in skin cancer.
Valentina Lancellotta, Josè Luis Guinot, +18 authors, Luca Tagliaferri.
J Contemp Brachytherapy, 2020 May 13; 12(2). PMID: 32395133    Free PMC article.
Evaluation of human epidermal growth factor receptor 2 status of breast cancer using preoperative multidetector computed tomography with deep learning and handcrafted radiomics features.
Xiaojun Yang, Lei Wu, +12 authors, Changhong Liang.
Chin J Cancer Res, 2020 May 16; 32(2). PMID: 32410795    Free PMC article.
A Non-invasive Method to Diagnose Lung Adenocarcinoma.
Mengmeng Yan, Weidong Wang.
Front Oncol, 2020 May 16; 10. PMID: 32411600    Free PMC article.
Radiomic prediction of mutation status based on MR imaging of lung cancer brain metastases.
Bihong T Chen, Taihao Jin, +9 authors, Ravi Salgia.
Magn Reson Imaging, 2020 Mar 18; 69. PMID: 32179095    Free PMC article.
The Application of Radiomics in Breast MRI: A Review.
Dong-Man Ye, Hao-Tian Wang, Tao Yu.
Technol Cancer Res Treat, 2020 Apr 30; 19. PMID: 32347167    Free PMC article.
Review.
3D-MCN: A 3D Multi-scale Capsule Network for Lung Nodule Malignancy Prediction.
Parnian Afshar, Anastasia Oikonomou, +4 authors, Arash Mohammadi.
Sci Rep, 2020 May 16; 10(1). PMID: 32409715    Free PMC article.
Hierarchical Normalized Completely Random Measures for Robust Graphical Modeling.
Andrea Cremaschi, Raffaele Argiento, +2 authors, Marina Vannucci.
Bayesian Anal, 2020 May 21; 14(4). PMID: 32431780    Free PMC article.
Multi-Habitat Based Radiomics for the Prediction of Treatment Response to Concurrent Chemotherapy and Radiation Therapy in Locally Advanced Cervical Cancer.
Mengjie Fang, Yangyang Kan, +7 authors, Jie Tian.
Front Oncol, 2020 May 21; 10. PMID: 32432035    Free PMC article.
Imaging for Response Assessment in Radiation Oncology: Current and Emerging Techniques.
Sonja Stieb, Kendall Kiser, +7 authors, Clifton David Fuller.
Hematol Oncol Clin North Am, 2019 Nov 20; 34(1). PMID: 31739950    Free PMC article.
Review.
Fusion of FDG-PET Image and Clinical Features for Prediction of Lung Metastasis in Soft Tissue Sarcomas.
Jin Deng, Weiming Zeng, +2 authors, Shunjie Guo.
Comput Math Methods Med, 2020 May 27; 2020. PMID: 32454885    Free PMC article.
Repeatability of Quantitative Imaging Features in Prostate Magnetic Resonance Imaging.
Hong Lu, Nestor A Parra, +8 authors, Yoganand Balagurunathan.
Front Oncol, 2020 May 28; 10. PMID: 32457827    Free PMC article.
Perspectives in Radiomics for Personalized Medicine and Theranostics.
Seunggyun Ha.
Nucl Med Mol Imaging, 2019 Jun 25; 53(3). PMID: 31231435    Free PMC article.
CT-Based Radiomics Signature for Preoperative Prediction of Coagulative Necrosis in Clear Cell Renal Cell Carcinoma.
Kai Xu, Lin Liu, +7 authors, Mengchao Zhang.
Korean J Radiol, 2020 May 16; 21(6). PMID: 32410406    Free PMC article.
Radiomics-Based Preoperative Prediction of Lymph Node Status Following Neoadjuvant Therapy in Locally Advanced Rectal Cancer.
Xuezhi Zhou, Yongju Yi, +8 authors, Jie Tian.
Front Oncol, 2020 Jun 02; 10. PMID: 32477930    Free PMC article.
Contrast-enhanced T1-weighted image radiomics of brain metastases may predict EGFR mutation status in primary lung cancer.
Sung Jun Ahn, Hyeokjin Kwon, +4 authors, Jong-Min Lee.
Sci Rep, 2020 Jun 03; 10(1). PMID: 32483122    Free PMC article.
Accurate Preoperative Distinction of Intracranial Hemangiopericytoma From Meningioma Using a Multihabitat and Multisequence-Based Radiomics Diagnostic Technique.
Jingwei Wei, Lianwang Li, +7 authors, Dabiao Zhou.
Front Oncol, 2020 Jun 09; 10. PMID: 32509567    Free PMC article.
Prognostic and predictive value of radiomics signatures in stage I-III colon cancer.
Weixing Dai, Shaobo Mo, +5 authors, Guoxiang Cai.
Clin Transl Med, 2020 Jun 09; 10(1). PMID: 32508036    Free PMC article.
Evaluation of liver tumour response by imaging.
Jules Gregory, Marco Dioguardi Burgio, +2 authors, Maxime Ronot.
JHEP Rep, 2020 Jun 10; 2(3). PMID: 32514496    Free PMC article.
Review.
Reproducibility and Generalizability in Radiomics Modeling: Possible Strategies in Radiologic and Statistical Perspectives.
Ji Eun Park, Seo Young Park, Hwa Jung Kim, Ho Sung Kim.
Korean J Radiol, 2019 Jul 05; 20(7). PMID: 31270976    Free PMC article.
Highly Cited. Review.
The development and validation of a radiomic nomogram for the preoperative prediction of lung adenocarcinoma.
Qin Liu, Yan Huang, +3 authors, Qingsi Zeng.
BMC Cancer, 2020 Jun 10; 20(1). PMID: 32513144    Free PMC article.
What scans we will read: imaging instrumentation trends in clinical oncology.
Thomas Beyer, Luc Bidaut, +7 authors, Osama Mawlawi.
Cancer Imaging, 2020 Jun 11; 20(1). PMID: 32517801    Free PMC article.
Review.
Radiomics in Breast Imaging from Techniques to Clinical Applications: A Review.
Seung Hak Lee, Hyunjin Park, Eun Sook Ko.
Korean J Radiol, 2020 Jun 12; 21(7). PMID: 32524780    Free PMC article.
Review.
A Computed Tomography-Based Radiomics Nomogram to Preoperatively Predict Tumor Necrosis in Patients With Clear Cell Renal Cell Carcinoma.
Yi Jiang, Wuchao Li, +12 authors, Rongping Wang.
Front Oncol, 2020 Jun 18; 10. PMID: 32547934    Free PMC article.
Stanford DRO Toolkit: Digital Reference Objects for Standardization of Radiomic Features.
Akshay Jaggi, Sarah A Mattonen, Michael McNitt-Gray, Sandy Napel.
Tomography, 2020 Jun 18; 6(2). PMID: 32548287    Free PMC article.
Standardization in Quantitative Imaging: A Multicenter Comparison of Radiomic Features from Different Software Packages on Digital Reference Objects and Patient Data Sets.
M McNitt-Gray, S Napel, +26 authors, K Farahani.
Tomography, 2020 Jun 18; 6(2). PMID: 32548288    Free PMC article.
Radiomic Features of Multiparametric MRI Present Stable Associations With Analogous Histological Features in Patients With Brain Cancer.
Samuel A Bobholz, Allison K Lowman, +10 authors, Peter S LaViolette.
Tomography, 2020 Jun 18; 6(2). PMID: 32548292    Free PMC article.
Radiomics Prediction of EGFR Status in Lung Cancer-Our Experience in Using Multiple Feature Extractors and The Cancer Imaging Archive Data.
Lin Lu, Shawn H Sun, +4 authors, Binsheng Zhao.
Tomography, 2020 Jun 18; 6(2). PMID: 32548300    Free PMC article.
Deep Feature Stability Analysis Using CT Images of a Physical Phantom Across Scanner Manufacturers, Cartridges, Pixel Sizes, and Slice Thickness.
Rahul Paul, Mohammed Shafiq-Ul Hassan, +3 authors, Dmitry B Goldgof.
Tomography, 2020 Jun 18; 6(2). PMID: 32548303    Free PMC article.
CT-based Radiomic Signatures for Predicting Histopathologic Features in Head and Neck Squamous Cell Carcinoma.
Pritam Mukherjee, Murilo Cintra, +5 authors, Olivier Gevaert.
Radiol Imaging Cancer, 2020 Jun 19; 2(3). PMID: 32550599    Free PMC article.
Overall survival prediction in glioblastoma patients using structural magnetic resonance imaging (MRI): advanced radiomic features may compensate for lack of advanced MRI modalities.
Spyridon Bakas, Gaurav Shukla, +9 authors, Christos Davatzikos.
J Med Imaging (Bellingham), 2020 Jun 23; 7(3). PMID: 32566694    Free PMC article.
Diagnosis of triple negative breast cancer based on radiomics signatures extracted from preoperative contrast-enhanced chest computed tomography.
Qingliang Feng, Qiang Hu, +2 authors, Ziyi Yin.
BMC Cancer, 2020 Jun 24; 20(1). PMID: 32571245    Free PMC article.
A Nomogram Model of Radiomics and Satellite Sign Number as Imaging Predictor for Intracranial Hematoma Expansion.
Wen Xu, Zhongxiang Ding, +4 authors, Qijun Shen.
Front Neurosci, 2020 Jun 26; 14. PMID: 32581674    Free PMC article.
MRI of tumor T cell infiltration in response to checkpoint inhibitor therapy.
Xiaoyu Jiang, Stephanie Dudzinski, +6 authors, John C Gore.
J Immunother Cancer, 2020 Jun 26; 8(1). PMID: 32581044    Free PMC article.
Performance comparison of modified ComBat for harmonization of radiomic features for multicenter studies.
R Da-Ano, I Masson, +13 authors, M Hatt.
Sci Rep, 2020 Jun 26; 10(1). PMID: 32581221    Free PMC article.
Development of a Novel Multiparametric MRI Radiomic Nomogram for Preoperative Evaluation of Early Recurrence in Resectable Pancreatic Cancer.
Tian-Yu Tang, Xiang Li, +15 authors, Ting-Bo Liang.
J Magn Reson Imaging, 2019 Dec 24; 52(1). PMID: 31867839    Free PMC article.
Application of machine learning to ultrasound images to differentiate follicular neoplasms of the thyroid gland.
Ilah Shin, Young Jae Kim, +7 authors, Jin Young Kwak.
Ultrasonography, 2020 Apr 18; 39(3). PMID: 32299197    Free PMC article.
MRI in medical practice and its future use in radiation oncology. Resume of XXV GOCO Congress (Montpellier) 2017.
Xavier Druet, Estrella Acosta Sanchez, +8 authors, Ismael Membrive.
Rep Pract Oncol Radiother, 2019 Jun 14; 24(4). PMID: 31194172    Free PMC article.
Review.
A rapid volume of interest-based approach of radiomics analysis of breast MRI for tumor decoding and phenotyping of breast cancer.
Aydin Demircioglu, Johannes Grueneisen, +7 authors, Lale Umutlu.
PLoS One, 2020 Jun 27; 15(6). PMID: 32589681    Free PMC article.
PRISM: A Platform for Imaging in Precision Medicine.
Ashish Sharma, Lawrence Tarbox, +6 authors, Fred Prior.
JCO Clin Cancer Inform, 2020 Jun 02; 4. PMID: 32479186    Free PMC article.
Peritumoral and intratumoral radiomic features predict survival outcomes among patients diagnosed in lung cancer screening.
Jaileene Pérez-Morales, Ilke Tunali, +4 authors, Matthew B Schabath.
Sci Rep, 2020 Jul 01; 10(1). PMID: 32601340    Free PMC article.
Role of radiation oncology in modern multidisciplinary cancer treatment.
Vincenzo Valentini, Luca Boldrini, Silvia Mariani, Mariangela Massaccesi.
Mol Oncol, 2020 May 18; 14(7). PMID: 32418368    Free PMC article.
Review.
Predicting response to immunotherapy in advanced non-small-cell lung cancer using tumor mutational burden radiomic biomarker.
Bingxi He, Di Dong, +8 authors, Chang Chen.
J Immunother Cancer, 2020 Jul 09; 8(2). PMID: 32636239    Free PMC article.
Radiomics Analysis of Computed Tomography helps predict poor prognostic outcome in COVID-19.
Qingxia Wu, Shuo Wang, +11 authors, Jie Tian.
Theranostics, 2020 Jul 10; 10(16). PMID: 32641989    Free PMC article.
Dual-mode ultrasound radiomics and intrinsic imaging phenotypes for diagnosis of lymph node lesions.
Ying Chen, Jianwei Jiang, +4 authors, Qi Zhang.
Ann Transl Med, 2020 Jul 11; 8(12). PMID: 32647667    Free PMC article.
Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics.
Jie-Hua Su, Ling-Wei Meng, +7 authors, Zhao-Hui Li.
BMC Med Imaging, 2020 Jul 10; 20(1). PMID: 32641095    Free PMC article.
Enabling ad-hoc reuse of private data repositories through schema extraction.
Lars Christoph Gleim, Md Rezaul Karim, +4 authors, Oya Beyan.
J Biomed Semantics, 2020 Jul 10; 11(1). PMID: 32641124    Free PMC article.
Individualized discrimination of tumor recurrence from radiation necrosis in glioma patients using an integrated radiomics-based model.
Kai Wang, Zhen Qiao, +7 authors, Lin Ai.
Eur J Nucl Med Mol Imaging, 2019 Nov 28; 47(6). PMID: 31773234    Free PMC article.
Mammography-based radiomics nomogram: a potential biomarker to predict axillary lymph node metastasis in breast cancer.
Hongna Tan, Yaping Wu, +5 authors, Meiyun Wang.
Br J Radiol, 2020 May 14; 93(1111). PMID: 32401540    Free PMC article.
FDG PET versus CT radiomics to predict outcome in malignant pleural mesothelioma patients.
M Pavic, M Bogowicz, +11 authors, I Opitz.
EJNMMI Res, 2020 Jul 15; 10(1). PMID: 32661672    Free PMC article.
Assessing the Accuracy of a Deep Learning Method to Risk Stratify Indeterminate Pulmonary Nodules.
Pierre P Massion, Sanja Antic, +17 authors, Fergus Gleeson.
Am J Respir Crit Care Med, 2020 Apr 25; 202(2). PMID: 32326730    Free PMC article.
Preoperative Prediction Power of Imaging Methods for Microvascular Invasion in Hepatocellular Carcinoma: A Systemic Review and Meta-Analysis.
Jiacheng Huang, Wuwei Tian, +5 authors, Shusen Zheng.
Front Oncol, 2020 Jul 18; 10. PMID: 32676450    Free PMC article.
Systematic Review.
Radiotranscriptomics signature-based predictive nomograms for radiotherapy response in patients with nonsmall cell lung cancer: Combination and association of CT features and serum miRNAs levels.
Liyuan Fan, Qiang Cao, +3 authors, Baosheng Li.
Cancer Med, 2020 May 28; 9(14). PMID: 32458566    Free PMC article.
Machine learning-based segmentation of ischemic penumbra by using diffusion tensor metrics in a rat model.
Duen-Pang Kuo, Po-Chih Kuo, +4 authors, Cheng-Yu Chen.
J Biomed Sci, 2020 Jul 16; 27(1). PMID: 32664906    Free PMC article.
Current Landscape of Breast Cancer Imaging and Potential Quantitative Imaging Markers of Response in ER-Positive Breast Cancers Treated with Neoadjuvant Therapy.
Ella F Jones, Deep K Hathi, +6 authors, Nola M Hylton.
Cancers (Basel), 2020 Jun 13; 12(6). PMID: 32527022    Free PMC article.
Review.
Noninvasive CT radiomic model for preoperative prediction of lymph node metastasis in early cervical carcinoma.
Jiaming Chen, Bingxi He, +11 authors, Chunlin Chen.
Br J Radiol, 2020 Jan 21; 93(1108). PMID: 31957473    Free PMC article.
Radiomics: from qualitative to quantitative imaging.
William Rogers, Sithin Thulasi Seetha, +14 authors, Philippe Lambin.
Br J Radiol, 2020 Feb 27; 93(1108). PMID: 32101448    Free PMC article.
Review.
Machine Learning for the Diagnosis of Orthodontic Extractions: A Computational Analysis Using Ensemble Learning.
Yasir Suhail, Madhur Upadhyay, Aditya Chhibber, Kshitiz.
Bioengineering (Basel), 2020 Jun 18; 7(2). PMID: 32545428    Free PMC article.
Overview of radiomics in breast cancer diagnosis and prognostication.
Alberto Stefano Tagliafico, Michele Piana, +3 authors, Nehmat Houssami.
Breast, 2019 Nov 19; 49. PMID: 31739125    Free PMC article.
Review.
Reliability of tumor segmentation in glioblastoma: Impact on the robustness of MRI-radiomic features.
Florent Tixier, Hyemin Um, Robert J Young, Harini Veeraraghavan.
Med Phys, 2019 May 28; 46(8). PMID: 31131906    Free PMC article.
Breast MRI texture analysis for prediction of BRCA-associated genetic risk.
Georgia Vasileiou, Maria J Costa, +14 authors, Matthias Hammon.
BMC Med Imaging, 2020 Jul 31; 20(1). PMID: 32727387    Free PMC article.
Radiomics Analysis of Postoperative Epilepsy Seizures in Low-Grade Gliomas Using Preoperative MR Images.
Kai Sun, Zhenyu Liu, +10 authors, Jie Tian.
Front Oncol, 2020 Aug 01; 10. PMID: 32733804    Free PMC article.
Towards Population-Based Histologic Stain Normalization of Glioblastoma.
Caleb M Grenko, Angela N Viaene, +3 authors, Spyridon Bakas.
Brainlesion, 2020 Aug 04; 11992. PMID: 32743562    Free PMC article.
A radiomics model for preoperative prediction of brain invasion in meningioma non-invasively based on MRI: A multicentre study.
Jing Zhang, Kuan Yao, +8 authors, Junlin Zhou.
EBioMedicine, 2020 Aug 03; 58. PMID: 32739863    Free PMC article.
Radiation Therapy Outcomes Models in the Era of Radiomics and Radiogenomics: Uncertainties and Validation.
Issam El Naqa, Gaurav Pandey, +4 authors, Randall K Ten Haken.
Int J Radiat Oncol Biol Phys, 2018 Oct 26; 102(4). PMID: 30353869    Free PMC article.
Contrast-enhanced CT radiomics for preoperative evaluation of microvascular invasion in hepatocellular carcinoma: A two-center study.
Xiuming Zhang, Shijian Ruan, +13 authors, Tingbo Liang.
Clin Transl Med, 2020 Jun 23; 10(2). PMID: 32567245    Free PMC article.
Development and Validation of a Radiomics Nomogram Based on 18F-Fluorodeoxyglucose Positron Emission Tomography/Computed Tomography and Clinicopathological Factors to Predict the Survival Outcomes of Patients With Non-Small Cell Lung Cancer.
Bin Yang, Jian Zhong, +12 authors, Guangming Lu.
Front Oncol, 2020 Aug 09; 10. PMID: 32766134    Free PMC article.
A CT-Based Radiomics Approach for the Differential Diagnosis of Sarcomatoid and Clear Cell Renal Cell Carcinoma.
Xiaoli Meng, Jun Shu, Yuwei Xia, Ruwu Yang.
Biomed Res Int, 2020 Aug 11; 2020. PMID: 32775436    Free PMC article.
Radiomics Based on Thyroid Ultrasound Can Predict Distant Metastasis of Follicular Thyroid Carcinoma.
Mi-Ri Kwon, Jung Hee Shin, +3 authors, Soo Yeon Hahn.
J Clin Med, 2020 Jul 12; 9(7). PMID: 32650493    Free PMC article.
Predicting Lung Cancer Patients' Survival Time via Logistic Regression-based Models in a Quantitative Radiomic Framework.
Shayesteh S P, Shiri I, +4 authors, Shakeri-Zadeh A.
J Biomed Phys Eng, 2020 Aug 18; 10(4). PMID: 32802796    Free PMC article.
[18F]FDG PET immunotherapy radiomics signature (iRADIOMICS) predicts response of non-small-cell lung cancer patients treated with pembrolizumab.
Damijan Valentinuzzi, Martina Vrankar, +9 authors, Robert Jeraj.
Radiol Oncol, 2020 Jul 30; 54(3). PMID: 32726293    Free PMC article.
Translational Radiomics: Defining the Strategy Pipeline and Considerations for Application-Part 2: From Clinical Implementation to Enterprise.
Faiq Shaikh, Benjamin Franc, +8 authors, Rasu Shrestha.
J Am Coll Radiol, 2018 Jan 26; 15(3 Pt B). PMID: 29366598    Free PMC article.
Review.
Adrenal Incidentaloma.
Mark Sherlock, Andrew Scarsbrook, +4 authors, Paul M Stewart.
Endocr Rev, 2020 Apr 09; 41(6). PMID: 32266384    Free PMC article.
Integrative radiogenomics for virtual biopsy and treatment monitoring in ovarian cancer.
Paula Martin-Gonzalez, Mireia Crispin-Ortuzar, +9 authors, Evis Sala.
Insights Imaging, 2020 Aug 18; 11(1). PMID: 32804260    Free PMC article.
Review.
Automated machine learning based on radiomics features predicts H3 K27M mutation in midline gliomas of the brain.
Xiaorui Su, Ni Chen, +8 authors, Qiang Yue.
Neuro Oncol, 2019 Sep 30; 22(3). PMID: 31563963    Free PMC article.
Radiomics-based prediction of survival in patients with head and neck squamous cell carcinoma based on pre- and post-treatment 18F-PET/CT.
Zheran Liu, Yuan Cao, +3 authors, Xingchen Peng.
Aging (Albany NY), 2020 Jul 17; 12(14). PMID: 32674074    Free PMC article.
Risk Stratification of Locally Advanced Non-Small Cell Lung Cancer (NSCLC) Patients Treated with Chemo-Radiotherapy: An Institutional Analysis.
Amna Sher, Sowmini Medavaram, +2 authors, Roger Keresztes.
Cancer Manag Res, 2020 Aug 28; 12. PMID: 32848470    Free PMC article.
Radiomic-Based Quantitative CT Analysis of Pure Ground-Glass Nodules to Predict the Invasiveness of Lung Adenocarcinoma.
Fangyi Xu, Wenchao Zhu, +7 authors, Hongjie Hu.
Front Oncol, 2020 Aug 28; 10. PMID: 32850301    Free PMC article.
Radiomics Based on CECT in Differentiating Kimura Disease From Lymph Node Metastases in Head and Neck: A Non-Invasive and Reliable Method.
Ying Zhang, Shujing Yu, Li Zhang, Liqing Kang.
Front Oncol, 2020 Aug 28; 10. PMID: 32850321    Free PMC article.
Development and Validation of a Radiomics Nomogram Model for Predicting Postoperative Recurrence in Patients With Esophageal Squamous Cell Cancer Who Achieved pCR After Neoadjuvant Chemoradiotherapy Followed by Surgery.
Qingtao Qiu, Jinghao Duan, +4 authors, Yong Yin.
Front Oncol, 2020 Aug 28; 10. PMID: 32850451    Free PMC article.
Discovery and Validation of a CT-Based Radiomic Signature for Preoperative Prediction of Early Recurrence in Hypopharyngeal Carcinoma.
Wenming Li, Dongmin Wei, +4 authors, Dapeng Lei.
Biomed Res Int, 2020 Aug 28; 2020. PMID: 32851071    Free PMC article.
MRI-based radiomics in breast cancer: feature robustness with respect to inter-observer segmentation variability.
R W Y Granzier, N M H Verbakel, +6 authors, H C Woodruff.
Sci Rep, 2020 Aug 28; 10(1). PMID: 32843663    Free PMC article.
Value of radiomics in differential diagnosis of chromophobe renal cell carcinoma and renal oncocytoma.
Yajuan Li, Xialing Huang, Yuwei Xia, Liling Long.
Abdom Radiol (NY), 2019 Oct 31; 45(10). PMID: 31664486    Free PMC article.
Influence of feature calculating parameters on the reproducibility of CT radiomic features: a thoracic phantom study.
Ying Li, Guanghua Tan, +2 authors, Wenli Cai.
Quant Imaging Med Surg, 2020 Sep 04; 10(9). PMID: 32879856    Free PMC article.
Correlation between NF1 genotype and imaging phenotype on whole-body MRI: NF1 radiogenomics.
Yunpeng Liu, Justin T Jordan, +6 authors, Wenli Cai.
Neurology, 2020 Apr 30; 94(24). PMID: 32345730    Free PMC article.
Development and evaluation of a venous computed tomography radiomics model to predict lymph node metastasis from non-small cell lung cancer.
Mengdi Cong, Haoyue Yao, +2 authors, Gaofeng Shi.
Medicine (Baltimore), 2020 May 03; 99(18). PMID: 32358390    Free PMC article.
Radiomics and Deep Learning from Research to Clinical Workflow: Neuro-Oncologic Imaging.
Ji Eun Park, Philipp Kickingereder, Ho Sung Kim.
Korean J Radiol, 2020 Jul 31; 21(10). PMID: 32729271    Free PMC article.
Review.
Prediction of tumor doubling time of lung adenocarcinoma using radiomic margin characteristics.
Hyun Jung Yoon, Hyunjin Park, +3 authors, Seung-Hak Lee.
Thorac Cancer, 2020 Jul 25; 11(9). PMID: 32705793    Free PMC article.
Immunohistochemistry and Radiomic Features for Survival Prediction in Small Cell Lung Cancer.
Eleni Gkika, Matthias Benndorf, +13 authors, Gian Kayser.
Front Oncol, 2020 Sep 10; 10. PMID: 32903606    Free PMC article.
Applications of radiomics in genitourinary tumors.
Longfei Liu, Xiaoping Yi, +9 authors, Xiao Guan.
Am J Cancer Res, 2020 Sep 10; 10(8). PMID: 32905456    Free PMC article.
Review.
Development and application of artificial intelligence in cardiac imaging.
Beibei Jiang, Ning Guo, +3 authors, Xueqian Xie.
Br J Radiol, 2020 Feb 06; 93(1113). PMID: 32017605    Free PMC article.
Systematic Review.
Parallel comparison and combining effect of radiomic and emerging genomic data for prognostic stratification of non-small cell lung carcinoma patients.
Ki Hwan Kim, Jinho Kim, +5 authors, Woong-Yang Park.
Thorac Cancer, 2020 Jul 24; 11(9). PMID: 32700470    Free PMC article.
Role of molecular biomarkers in glioma resection: a systematic review.
Lianwang Li, Yinyan Wang, +2 authors, Tao Jiang.
Chin Neurosurg J, 2020 Sep 15; 6. PMID: 32922947    Free PMC article.
Review.
Implementation of eHealth and AI integrated diagnostics with multidisciplinary digitized data: are we ready from an international perspective?
Mark Bukowski, Robert Farkas, +4 authors, Thomas Schmitz-Rode.
Eur Radiol, 2020 May 08; 30(10). PMID: 32377810    Free PMC article.
Prognostic modeling for patients with colorectal liver metastases incorporating FDG PET radiomic features.
Arman Rahmim, Kirstine P Bak-Fredslund, +7 authors, Ole L Munk.
Eur J Radiol, 2019 Apr 01; 113. PMID: 30927933    Free PMC article.
Radiomics nomogram for prediction disease-free survival and adjuvant chemotherapy benefits in patients with resected stage I lung adenocarcinoma.
Dong Xie, Ting-Ting Wang, +9 authors, Chang Chen.
Transl Lung Cancer Res, 2020 Sep 22; 9(4). PMID: 32953490    Free PMC article.
Discrimination of pulmonary ground-glass opacity changes in COVID-19 and non-COVID-19 patients using CT radiomics analysis.
Chenyi Xie, Ming-Yen Ng, +4 authors, Varut Vardhanabhuti.
Eur J Radiol Open, 2020 Sep 23; 7. PMID: 32959017    Free PMC article.
Radiomics Nomogram for Prediction of Peritoneal Metastasis in Patients With Gastric Cancer.
Weicai Huang, Kangneng Zhou, +13 authors, Guoxin Li.
Front Oncol, 2020 Sep 26; 10. PMID: 32974149    Free PMC article.
Use of Radiomics Combined With Machine Learning Method in the Recurrence Patterns After Intensity-Modulated Radiotherapy for Nasopharyngeal Carcinoma: A Preliminary Study.
Shuangshuang Li, Kongcheng Wang, +8 authors, Jing Yan.
Front Oncol, 2019 Jan 10; 8. PMID: 30622931    Free PMC article.
Radiomics - the value of the numbers in present and future radiology.
Mateusz Patyk, Jurand Silicki, +3 authors, Urszula Zaleska-Dorobisz.
Pol J Radiol, 2019 Jan 11; 83. PMID: 30627231    Free PMC article.
Review.
Radiomics in head and neck cancer: from exploration to application.
Andrew J Wong, Aasheesh Kanwar, Abdallah S Mohamed, Clifton D Fuller.
Transl Cancer Res, 2016 Aug 01; 5(4). PMID: 30627523    Free PMC article.
The emerging field of radiomics in esophageal cancer: current evidence and future potential.
Peter S N van Rossum, Cai Xu, +3 authors, Steven H Lin.
Transl Cancer Res, 2016 Aug 01; 5(4). PMID: 30687593    Free PMC article.
Combined Amino Acid Positron Emission Tomography and Advanced Magnetic Resonance Imaging in Glioma Patients.
Philipp Lohmann, Jan-Michael Werner, +3 authors, Norbert Galldiks.
Cancers (Basel), 2019 Feb 01; 11(2). PMID: 30699942    Free PMC article.
Review.
Can high school students help to improve breast radiologists in detecting missed breast cancer lesions on full-field digital mammography?
T J A van Nijnatten, M L Smidt, +6 authors, M B I Lobbes.
J Cancer, 2019 Feb 06; 10(3). PMID: 30719176    Free PMC article.
Detection of epithelial growth factor receptor (EGFR) mutations on CT images of patients with lung adenocarcinoma using radiomics and/or multi-level residual convolutionary neural networks.
Xiao-Yang Li, Jun-Feng Xiong, +4 authors, Xiao-Long Fu.
J Thorac Dis, 2019 Feb 13; 10(12). PMID: 30746208    Free PMC article.
Radiomics in Oncological PET/CT: a Methodological Overview.
Seunggyun Ha, Hongyoon Choi, Jin Chul Paeng, Gi Jeong Cheon.
Nucl Med Mol Imaging, 2019 Mar 05; 53(1). PMID: 30828395    Free PMC article.
Review.
What the radiologist should know about artificial intelligence - an ESR white paper.
European Society of Radiology (ESR).
Insights Imaging, 2019 Apr 06; 10(1). PMID: 30949865    Free PMC article.
Radiomics and Machine Learning for Radiotherapy in Head and Neck Cancers.
Paul Giraud, Philippe Giraud, +7 authors, Jean-Emmanuel Bibault.
Front Oncol, 2019 Apr 12; 9. PMID: 30972291    Free PMC article.
Review.
Quantitative radiomic model for predicting malignancy of small solid pulmonary nodules detected by low-dose CT screening.
Liting Mao, Huan Chen, +6 authors, Xueguo Liu.
Quant Imaging Med Surg, 2019 Apr 13; 9(2). PMID: 30976550    Free PMC article.
Application of computed tomography-based radiomics signature analysis in the prediction of the response of small cell lung cancer patients to first-line chemotherapy.
Haifeng Wei, Fengchang Yang, +7 authors, Ximing Wang.
Exp Ther Med, 2019 Apr 17; 17(5). PMID: 30988745    Free PMC article.
Quantitative temporal diffusion spectroscopy as an early imaging biomarker of radiation therapeutic response in gliomas: A preclinical proof of concept.
Xiaoyu Jiang, Junzhong Xu, John C Gore.
Adv Radiat Oncol, 2019 Apr 24; 4(2). PMID: 31011683    Free PMC article.
A Computed Tomography-Based Radiomic Prognostic Marker of Advanced High-Grade Serous Ovarian Cancer Recurrence: A Multicenter Study.
Wei Wei, Zhenyu Liu, +7 authors, Jie Tian.
Front Oncol, 2019 Apr 27; 9. PMID: 31024855    Free PMC article.
Reproducibility and non-redundancy of radiomic features extracted from arterial phase CT scans in hepatocellular carcinoma patients: impact of tumor segmentation variability.
Qingtao Qiu, Jinghao Duan, +6 authors, Yong Yin.
Quant Imaging Med Surg, 2019 Apr 30; 9(3). PMID: 31032192    Free PMC article.
Dosiomics: Extracting 3D Spatial Features From Dose Distribution to Predict Incidence of Radiation Pneumonitis.
Bin Liang, Hui Yan, +6 authors, Jianrong Dai.
Front Oncol, 2019 Apr 30; 9. PMID: 31032229    Free PMC article.
Deep learning and radiomics in precision medicine.
Vishwa S Parekh, Michael A Jacobs.
Expert Rev Precis Med Drug Dev, 2019 May 14; 4(2). PMID: 31080889    Free PMC article.
Radiomic features from computed tomography to differentiate invasive pulmonary adenocarcinomas from non-invasive pulmonary adenocarcinomas appearing as part-solid ground-glass nodules.
Ting Luo, Ke Xu, +2 authors, Shandong Wu.
Chin J Cancer Res, 2019 Jun 04; 31(2). PMID: 31156303    Free PMC article.
Deep Convolutional Neural Network-Based Positron Emission Tomography Analysis Predicts Esophageal Cancer Outcome.
Cheng-Kun Yang, Joe Chao-Yuan Yeh, +4 authors, Po-Kuei Hsu.
J Clin Med, 2019 Jun 16; 8(6). PMID: 31200519    Free PMC article.
CT-based radiomics features analysis for predicting the risk of anterior mediastinal lesions.
He Sui, Lin Liu, +3 authors, Zhanhao Mo.
J Thorac Dis, 2019 Jul 10; 11(5). PMID: 31285873    Free PMC article.
Radiomic detection of microscopic tumorous lesions in small animal liver SPECT imaging.
Dániel S Veres, Domokos Máthé, +6 authors, Krisztián Szigeti.
EJNMMI Res, 2019 Jul 28; 9(1). PMID: 31346827    Free PMC article.
HIV-infected patients with opportunistic pulmonary infections misdiagnosed as lung cancers: the clinicoradiologic features and initial application of CT radiomics.
Weiya Shi, Lingxiao Zhou, +6 authors, Yuxin Shi.
J Thorac Dis, 2019 Aug 03; 11(6). PMID: 31372264    Free PMC article.
The Bionic Radiologist: avoiding blurry pictures and providing greater insights.
Marc Dewey, Uta Wilkens.
NPJ Digit Med, 2019 Aug 08; 2. PMID: 31388567    Free PMC article.
Review.
Radiomics signature for the preoperative assessment of stage in advanced colon cancer.
Yu Li, Aydin Eresen, +5 authors, Zhuoli Zhang.
Am J Cancer Res, 2019 Aug 09; 9(7). PMID: 31392079    Free PMC article.
Association of radiomic imaging features and gene expression profile as prognostic factors in pancreatic ductal adenocarcinoma.
Ke Li, Jingjing Xiao, +10 authors, Wei Chen.
Am J Transl Res, 2019 Aug 10; 11(7). PMID: 31396352    Free PMC article.
The Promise of Digital Biopsy for the Prediction of Tumor Molecular Features and Clinical Outcomes Associated With Immunotherapy.
Giuseppe Luigi Banna, Timothée Olivier, +4 authors, Alfredo Addeo.
Front Med (Lausanne), 2019 Aug 17; 6. PMID: 31417906    Free PMC article.
Early prediction of acute xerostomia during radiation therapy for nasopharyngeal cancer based on delta radiomics from CT images.
Yanxia Liu, Hongyu Shi, +6 authors, Xin Yang.
Quant Imaging Med Surg, 2019 Aug 27; 9(7). PMID: 31448214    Free PMC article.
An image-based deep learning framework for individualizing radiotherapy dose.
Bin Lou, Semihcan Doken, +6 authors, Mohamed E Abazeed.
Lancet Digit Health, 2019 Aug 27; 1(3). PMID: 31448366    Free PMC article.
Validated imaging biomarkers as decision-making tools in clinical trials and routine practice: current status and recommendations from the EIBALL* subcommittee of the European Society of Radiology (ESR).
Nandita M deSouza, Eric Achten, +18 authors, European Society of Radiology.
Insights Imaging, 2019 Aug 31; 10(1). PMID: 31468205    Free PMC article.
Multi-stage Association Analysis of Glioblastoma Gene Expressions with Texture and Spatial Patterns.
Samar S M Elsheikh, Spyridon Bakas, +3 authors, Alessandro Crimi.
Brainlesion, 2019 Sep 05; 11383. PMID: 31482151    Free PMC article.
Texture analysis of pretreatment [18F]FDG PET/CT for the prognostic prediction of locally advanced salivary gland carcinoma treated with interstitial brachytherapy.
Wen-Jie Wu, Zhen-Yu Li, +4 authors, Jian-Guo Zhang.
EJNMMI Res, 2019 Sep 13; 9(1). PMID: 31511990    Free PMC article.
Innovative approaches for cancer treatment: current perspectives and new challenges.
Carlotta Pucci, Chiara Martinelli, Gianni Ciofani.
Ecancermedicalscience, 2019 Sep 21; 13. PMID: 31537986    Free PMC article.
CT-Based Radiomics Signature for the Preoperative Discrimination Between Head and Neck Squamous Cell Carcinoma Grades.
Wenli Wu, Junyong Ye, +2 authors, Shengsheng Xu.
Front Oncol, 2019 Sep 24; 9. PMID: 31544063    Free PMC article.
Computed Tomography Radiomic Nomogram for Preoperative Prediction of Extrathyroidal Extension in Papillary Thyroid Carcinoma.
Bin Chen, Lianzhen Zhong, +8 authors, Yinhua Jin.
Front Oncol, 2019 Sep 27; 9. PMID: 31555589    Free PMC article.
The Evolving Status of Radiomics.
Philip O Alderson, Ronald M Summers.
J Natl Cancer Inst, 2020 Feb 06; 112(9). PMID: 32016420    Free PMC article.
Radiomics for liver tumours.
Constantin Dreher, Philipp Linde, Judit Boda-Heggemann, Bettina Baessler.
Strahlenther Onkol, 2020 Apr 17; 196(10). PMID: 32296901    Free PMC article.
Review.
Radiomics in radiation oncology-basics, methods, and limitations.
Philipp Lohmann, Khaled Bousabarah, Mauritius Hoevels, Harald Treuer.
Strahlenther Onkol, 2020 Jul 11; 196(10). PMID: 32647917    Free PMC article.
Review.
[Radiomics models based on non-enhanced MRI can differentiate chondrosarcoma from enchondroma].
Jielin Pan, Yunping Jiang, +4 authors, Guobin Hong.
Nan Fang Yi Ke Da Xue Xue Bao, 2020 Sep 09; 40(4). PMID: 32895139    Free PMC article.
Pharmacokinetic parameters and radiomics model based on dynamic contrast enhanced MRI for the preoperative prediction of sentinel lymph node metastasis in breast cancer.
Meijie Liu, Ning Mao, +7 authors, Haizhu Xie.
Cancer Imaging, 2020 Sep 17; 20(1). PMID: 32933585    Free PMC article.
COVID-19 image classification using deep features and fractional-order marine predators algorithm.
Ahmed T Sahlol, Dalia Yousri, +3 authors, Mohamed Abd Elaziz.
Sci Rep, 2020 Sep 23; 10(1). PMID: 32958781    Free PMC article.
A Nomogram Combined Radiomics and Kinetic Curve Pattern as Imaging Biomarker for Detecting Metastatic Axillary Lymph Node in Invasive Breast Cancer.
Yan-Na Shan, Wen Xu, +3 authors, Qi-Jun Shen.
Front Oncol, 2020 Sep 29; 10. PMID: 32983979    Free PMC article.
Pilot Study of CT-Based Radiomics Model for Early Evaluation of Response to Immunotherapy in Patients With Metastatic Melanoma.
Zhi-Long Wang, Li-Li Mao, +6 authors, Jun Guo.
Front Oncol, 2020 Sep 29; 10. PMID: 32984000    Free PMC article.
Squamous Cell Carcinoma and Lymphoma of the Oropharynx: Differentiation Using a Radiomics Approach.
Sohi Bae, Yoon Seong Choi, +4 authors, Jinna Kim.
Yonsei Med J, 2020 Sep 26; 61(10). PMID: 32975065    Free PMC article.
Preoperative prediction of microvascular invasion in non-metastatic hepatocellular carcinoma based on nomogram analysis.
Chihao Zhang, Ran Zhao, +2 authors, Liubo Chen.
Transl Oncol, 2020 Sep 27; 14(1). PMID: 32979686    Free PMC article.
Exploratory Study of a CT Radiomics Model for the Classification of Small Cell Lung Cancer and Non-small-Cell Lung Cancer.
Shihe Liu, Shunli Liu, +6 authors, Qing Fu.
Front Oncol, 2020 Oct 06; 10. PMID: 33014770    Free PMC article.
An Ultrasound Radiomics Nomogram for Preoperative Prediction of Central Neck Lymph Node Metastasis in Papillary Thyroid Carcinoma.
Shi-Chong Zhou, Tong-Tong Liu, +5 authors, Cai Chang.
Front Oncol, 2020 Oct 06; 10. PMID: 33014810    Free PMC article.
Radiomics Analysis and Correlation With Metabolic Parameters in Nasopharyngeal Carcinoma Based on PET/MR Imaging.
Qi Feng, Jiangtao Liang, +4 authors, Zhongxiang Ding.
Front Oncol, 2020 Oct 06; 10. PMID: 33014815    Free PMC article.
Automatic Prediction of MGMT Status in Glioblastoma via Deep Learning-Based MR Image Analysis.
Xin Chen, Min Zeng, +10 authors, Xinqing Jiang.
Biomed Res Int, 2020 Oct 09; 2020. PMID: 33029531    Free PMC article.
Could Ultrasound-Based Radiomics Noninvasively Predict Axillary Lymph Node Metastasis in Breast Cancer?
Xiaoying Qiu, Yongluo Jiang, +3 authors, Tian'an Jiang.
J Ultrasound Med, 2020 Apr 25; 39(10). PMID: 32329142    Free PMC article.
Comparison of patient stratification by computed tomography radiomics and hypoxia positron emission tomography in head-and-neck cancer radiotherapy.
Jairo A Socarrás Fernández, David Mönnich, +10 authors, Daniela Thorwarth.
Phys Imaging Radiat Oncol, 2020 Oct 13; 15. PMID: 33043157    Free PMC article.
Deep Convolutional Radiomic Features on Diffusion Tensor Images for Classification of Glioma Grades.
Zhiwei Zhang, Jingjing Xiao, +5 authors, Tianyou Luo.
J Digit Imaging, 2020 Feb 11; 33(4). PMID: 32040669    Free PMC article.
Clinical utility of radiomics at baseline rectal MRI to predict complete response of rectal cancer after chemoradiation therapy.
Iva Petkovska, Florent Tixier, +9 authors, Harini Veeraraghavan.
Abdom Radiol (NY), 2020 Apr 17; 45(11). PMID: 32296896    Free PMC article.
Imaging for Response Assessment in Cancer Clinical Trials.
Anna G Sorace, Asser A Elkassem, +10 authors, Andrew D Smith.
Semin Nucl Med, 2020 Oct 17; 50(6). PMID: 33059819    Free PMC article.
Review.
The Role of Imaging Biomarkers Derived From Advanced Imaging and Radiomics in the Management of Brain Tumors.
Faiq Shaikh, Diana Dupont-Roettger, +3 authors, Sotirios Bisdas.
Front Oncol, 2020 Oct 20; 10. PMID: 33072586    Free PMC article.
Usefulness of FDG-PET/CT-Based Radiomics for the Characterization and Genetic Orientation of Pheochromocytomas Before Surgery.
Catherine Ansquer, Delphine Drui, +7 authors, Thomas Carlier.
Cancers (Basel), 2020 Aug 30; 12(9). PMID: 32859070    Free PMC article.
Radiomics at a Glance: A Few Lessons Learned from Learning Approaches.
Enrico Capobianco, Jun Deng.
Cancers (Basel), 2020 Sep 03; 12(9). PMID: 32872466    Free PMC article.
Use of Radiomics to Predict Response to Immunotherapy of Malignant Tumors of the Digestive System.
Zhi Ji, Yong Cui, +8 authors, Ying-Shi Sun.
Med Sci Monit, 2020 Oct 21; 26. PMID: 33077705    Free PMC article.
Heterogeneity of T3 stage esophageal squamous cell carcinoma in different parts based on enhanced CT radiomics.
Xiao-Feng Li, Qiang Wang, +2 authors, Cai-Yun Liu.
Medicine (Baltimore), 2020 Aug 10; 99(32). PMID: 32769880    Free PMC article.
Application of Radiomics for the Prediction of Radiation-Induced Toxicity in the IMRT Era: Current State-of-the-Art.
Isacco Desideri, Mauro Loi, +3 authors, Pierluigi Bonomo.
Front Oncol, 2020 Oct 30; 10. PMID: 33117669    Free PMC article.
Review.
Radiomic Features From Multi-Parameter MRI Combined With Clinical Parameters Predict Molecular Subgroups in Patients With Medulloblastoma.
Jing Yan, Lei Liu, +24 authors, Zhenyu Zhang.
Front Oncol, 2020 Oct 30; 10. PMID: 33117690    Free PMC article.
Deep Learning strategies for Ultrasound in Pregnancy.
Pedro H B Diniz, Yi Yin, Sally Collins.
Eur Med J Reprod Health, 2020 Oct 31; 6(1). PMID: 33123376    Free PMC article.
Integrated Multiparametric Radiomics and Informatics System for Characterizing Breast Tumor Characteristics with the OncotypeDX Gene Assay.
Michael A Jacobs, Christopher B Umbricht, +5 authors, Antonio C Wolff.
Cancers (Basel), 2020 Oct 01; 12(10). PMID: 32992569    Free PMC article.
Radiomics of Liver Metastases: A Systematic Review.
Francesco Fiz, Luca Viganò, +8 authors, Guido Torzilli.
Cancers (Basel), 2020 Oct 11; 12(10). PMID: 33036490    Free PMC article.
Review.
Implementing Systems Modelling and Molecular Imaging to Predict the Efficacy of BCL-2 Inhibition in Colorectal Cancer Patient-Derived Xenograft Models.
Alice C O'Farrell, Monika A Jarzabek, +20 authors, Jochen H M Prehn.
Cancers (Basel), 2020 Oct 18; 12(10). PMID: 33066609    Free PMC article.
[Research Advances and Obstacles of CT-based Radiomics in Diagnosis and Treatment of Lung Cancer].
Jiawei Li, Xiadong Li, Xueqin Chen, Shenglin Ma.
Zhongguo Fei Ai Za Zhi, 2020 Aug 18; 23(10). PMID: 32798440    Free PMC article.
A nomogram based on pretreatment CT radiomics features for predicting complete response to chemoradiotherapy in patients with esophageal squamous cell cancer.
He-San Luo, Shao-Fu Huang, +3 authors, De-Hua Wu.
Radiat Oncol, 2020 Oct 31; 15(1). PMID: 33121507    Free PMC article.
Phase I study of intraventricular infusions of autologous ex vivo expanded NK cells in children with recurrent medulloblastoma and ependymoma.
Soumen Khatua, Laurence J N Cooper, +18 authors, Vidya Gopalakrishnan.
Neuro Oncol, 2020 Mar 11; 22(8). PMID: 32152626    Free PMC article.
Radiomic analysis identifies tumor subtypes associated with distinct molecular and microenvironmental factors in head and neck squamous cell carcinoma.
Evangelia Katsoulakis, Yao Yu, +9 authors, Jung Hun Oh.
Oral Oncol, 2020 Jul 04; 110. PMID: 32619927    Free PMC article.
Quantitative ultrasound radiomics using texture derivatives in prediction of treatment response to neo-adjuvant chemotherapy for locally advanced breast cancer.
Archya Dasgupta, Stephen Brade, +14 authors, Gregory J Czarnota.
Oncotarget, 2020 Nov 05; 11(42). PMID: 33144919    Free PMC article.
Tumor density is associated with response to endobronchial ultrasound-guided transbronchial needle injection of cisplatin.
C Matthew Kinsey, Raúl San José Estépar, +4 authors, Hiren Mehta.
J Thorac Dis, 2020 Nov 05; 12(9). PMID: 33145055    Free PMC article.
Child Pugh and ALBI grade: past, present or future?
Margherita Rimini, Giulia Rovesti, Andrea Casadei-Gardini.
Ann Transl Med, 2020 Nov 05; 8(17). PMID: 33145263    Free PMC article.
Development and validation of radiomics model built by incorporating machine learning for identifying liver fibrosis and early-stage cirrhosis.
Qing-Tao Qiu, Jing Zhang, +3 authors, Yong Yin.
Chin Med J (Engl), 2020 Oct 04; 133(22). PMID: 33009025    Free PMC article.
Comparison of machine learning algorithms to predict clinically significant prostate cancer of the peripheral zone with multiparametric MRI using clinical assessment categories and radiomic features.
Simon Bernatz, Jörg Ackermann, +19 authors, Thomas J Vogl.
Eur Radiol, 2020 Jul 18; 30(12). PMID: 32676784    Free PMC article.
The Value of Enhanced MR Radiomics in Estimating the IDH1 Genotype in High-Grade Gliomas.
Lei Niu, Wei-Hua Feng, +3 authors, Xue-Jun Liu.
Biomed Res Int, 2020 Nov 10; 2020. PMID: 33163535    Free PMC article.
Imaging biomarkers in upper gastrointestinal cancers.
Michela Gabelloni, Lorenzo Faggioni, Emanuele Neri.
BJR Open, 2019 Jun 24; 1(1). PMID: 33178936    Free PMC article.
Review.
The role of artificial intelligence in medical imaging research.
Xiaoli Tang.
BJR Open, 2020 Nov 13; 2(1). PMID: 33178962    Free PMC article.
Review.
Recent Updates of Transarterial Chemoembolilzation in Hepatocellular Carcinoma.
Young Chang, Soung Won Jeong, Jae Young Jang, Yong Jae Kim.
Int J Mol Sci, 2020 Nov 05; 21(21). PMID: 33142892    Free PMC article.
Review.
CT-based radiomics features in the prediction of thyroid cartilage invasion from laryngeal and hypopharyngeal squamous cell carcinoma.
Ran Guo, Jian Guo, +5 authors, Junfang Xian.
Cancer Imaging, 2020 Nov 13; 20(1). PMID: 33176885    Free PMC article.
[A radiomics-based model for differentiation between benign and malignant gastrointestinal stromal tumors].
Wenhua Zhang, Tao Chen, +2 authors, Zhentai Lu.
Nan Fang Yi Ke Da Xue Xue Bao, 2018 Jan 30; 38(1). PMID: 33177032    Free PMC article.
Predicting Chemotherapeutic Response for Far-advanced Gastric Cancer by Radiomics with Deep Learning Semi-automatic Segmentation.
Jing-Wen Tan, Lan Wang, +8 authors, Huan Zhang.
J Cancer, 2020 Nov 17; 11(24). PMID: 33193886    Free PMC article.
The Current State of Radiomics for Meningiomas: Promises and Challenges.
Hao Gu, Xu Zhang, +2 authors, Tao Xu.
Front Oncol, 2020 Nov 17; 10. PMID: 33194649    Free PMC article.
Review.
The Usefulness of Imaging Quantification in Discriminating Non-Calcified Pulmonary Hamartoma From Adenocarcinoma.
Xiaojun Guan, Shaoze Wang, +4 authors, Xiaojun Xu.
Front Oncol, 2020 Nov 17; 10. PMID: 33194653    Free PMC article.
Contrast-Enhanced Spectral Mammography-Based Radiomics Nomogram for Identifying Benign and Malignant Breast Lesions of Sub-1 cm.
Fan Lin, Zhongyi Wang, +8 authors, Haizhu Xie.
Front Oncol, 2020 Nov 17; 10. PMID: 33194677    Free PMC article.
A radiomics nomogram for the prediction of overall survival in patients with hepatocellular carcinoma after hepatectomy.
Qinqin Liu, Jing Li, +6 authors, Lu Zheng.
Cancer Imaging, 2020 Nov 18; 20(1). PMID: 33198809    Free PMC article.
Tubular gastric adenocarcinoma: machine learning-based CT texture analysis for predicting lymphovascular and perineural invasion.
Aytül Hande Yardımcı, Burak Koçak, +7 authors, Özgür Kılıçkesmez.
Diagn Interv Radiol, 2020 Sep 30; 26(6). PMID: 32990246    Free PMC article.
Prediction of Cervical Lymph Node Metastasis Using MRI Radiomics Approach in Papillary Thyroid Carcinoma: A Feasibility Study.
Heng Zhang, Shudong Hu, +6 authors, Shaofeng Duan.
Technol Cancer Res Treat, 2020 Nov 10; 19. PMID: 33161833    Free PMC article.
A CT-based radiomics model to detect prostate cancer lymph node metastases in PSMA radioguided surgery patients.
Jan C Peeken, Mohamed A Shouman, +5 authors, Stephanie E Combs.
Eur J Nucl Med Mol Imaging, 2020 May 30; 47(13). PMID: 32468251    Free PMC article.
MRI-based radiomics analysis to predict preoperative lymph node metastasis in papillary thyroid carcinoma.
Wenjuan Hu, Hao Wang, +6 authors, Bin Song.
Gland Surg, 2020 Nov 24; 9(5). PMID: 33224796    Free PMC article.
Intratumoral and peritumoral radiomics analysis for preoperative Lauren classification in gastric cancer.
Xiao-Xiao Wang, Yi Ding, +7 authors, Xiu-Hong Shan.
Cancer Imaging, 2020 Nov 25; 20(1). PMID: 33228815    Free PMC article.
Radiomics: an overview in lung cancer management-a narrative review.
Bojiang Chen, Lan Yang, +2 authors, Weimin Li.
Ann Transl Med, 2020 Nov 27; 8(18). PMID: 33241040    Free PMC article.
Review.
Impact of different scanners and acquisition parameters on robustness of MR radiomics features based on women's cervix.
Honglan Mi, Mingyuan Yuan, +4 authors, Qing Lu.
Sci Rep, 2020 Nov 25; 10(1). PMID: 33230228    Free PMC article.
Can computed tomography-based radiomics potentially discriminate between anterior mediastinal cysts and type B1 and B2 thymomas?
Lulu Liu, Fangxiao Lu, Peipei Pang, Guoliang Shao.
Biomed Eng Online, 2020 Nov 29; 19(1). PMID: 33246468    Free PMC article.
Quality assurance and quantitative imaging biomarkers in low-dose CT lung cancer screening.
Chara E Rydzak, Samuel G Armato, +3 authors, David S Gierada.
Br J Radiol, 2017 Aug 24; 91(1090). PMID: 28830225    Free PMC article.
Review.
Breast cancer MRI radiomics: An overview of algorithmic features and impact of inter-reader variability in annotating tumors.
Ashirbani Saha, Michael R Harowicz, Maciej A Mazurowski.
Med Phys, 2018 Apr 18; 45(7). PMID: 29663411    Free PMC article.
[Radiomics: Big Data Instead of Biopsies in the Future?]
Kathrin Scheckenbach.
Laryngorhinootologie, 2018 Jun 16; 97(S 01). PMID: 29905355    Free PMC article.
Review.
A review on radiomics and the future of theranostics for patient selection in precision medicine.
Simon A Keek, Ralph Th Leijenaar, Arthur Jochems, Henry C Woodruff.
Br J Radiol, 2018 Jun 28; 91(1091). PMID: 29947266    Free PMC article.
Review.
Repeatability and Reproducibility of Radiomic Features: A Systematic Review.
Alberto Traverso, Leonard Wee, Andre Dekker, Robert Gillies.
Int J Radiat Oncol Biol Phys, 2018 Sep 02; 102(4). PMID: 30170872    Free PMC article.
Highly Cited. Systematic Review.
Identification of the most significant magnetic resonance imaging (MRI) radiomic features in oncological patients with vertebral bone marrow metastatic disease: a feasibility study.
Laura Filograna, Jacopo Lenkowicz, +6 authors, Vincenzo Valentini.
Radiol Med, 2018 Sep 08; 124(1). PMID: 30191445
Radiomics with artificial intelligence for precision medicine in radiation therapy.
Hidetaka Arimura, Mazen Soufi, +2 authors, Masahiro Yamada.
J Radiat Res, 2018 Sep 25; 60(1). PMID: 30247662    Free PMC article.
Review.
Delta radiomics for rectal cancer response prediction with hybrid 0.35 T magnetic resonance-guided radiotherapy (MRgRT): a hypothesis-generating study for an innovative personalized medicine approach.
Luca Boldrini, Davide Cusumano, +10 authors, Vincenzo Valentini.
Radiol Med, 2018 Oct 31; 124(2). PMID: 30374650    Free PMC article.
CT texture analysis of lung adenocarcinoma: can Radiomic features be surrogate biomarkers for EGFR mutation statuses.
Dongdong Mei, Yan Luo, Yan Wang, Jingshan Gong.
Cancer Imaging, 2018 Dec 15; 18(1). PMID: 30547844    Free PMC article.
Developed and validated a prognostic nomogram for recurrence-free survival after complete surgical resection of local primary gastrointestinal stromal tumors based on deep learning.
Tao Chen, Shangqing Liu, +14 authors, Guoxin Li.
EBioMedicine, 2018 Dec 28; 39. PMID: 30587460    Free PMC article.
Radiomics-based machine learning methods for isocitrate dehydrogenase genotype prediction of diffuse gliomas.
Shuang Wu, Jin Meng, +2 authors, Shen Fu.
J Cancer Res Clin Oncol, 2019 Feb 06; 145(3). PMID: 30719536    Free PMC article.
Digital and intelligent liver surgery in the new era: Prospects and dilemmas.
Chihua Fang, Peng Zhang, Xiaolong Qi.
EBioMedicine, 2019 Feb 19; 41. PMID: 30773479    Free PMC article.
Review.
Preoperative MRI-radiomics features improve prediction of survival in glioblastoma patients over MGMT methylation status alone.
Florent Tixier, Hyemin Um, +7 authors, Harini Veeraraghavan.
Oncotarget, 2019 Feb 19; 10(6). PMID: 30774763    Free PMC article.
CT-based peritumoral radiomics signatures to predict early recurrence in hepatocellular carcinoma after curative tumor resection or ablation.
Quan-Yuan Shan, Hang-Tong Hu, +8 authors, Ming Kuang.
Cancer Imaging, 2019 Mar 01; 19(1). PMID: 30813956    Free PMC article.
The Effect of CT Scan Parameters on the Measurement of CT Radiomic Features: A Lung Nodule Phantom Study.
Young Jae Kim, Hyun-Ju Lee, Kwang Gi Kim, Seung Hyun Lee.
Comput Math Methods Med, 2019 Mar 19; 2019. PMID: 30881480    Free PMC article.
Radiomics-Based Pretherapeutic Prediction of Non-response to Neoadjuvant Therapy in Locally Advanced Rectal Cancer.
Xuezhi Zhou, Yongju Yi, +7 authors, Jie Tian.
Ann Surg Oncol, 2019 Mar 20; 26(6). PMID: 30887373    Free PMC article.
CT assessment of tumor heterogeneity and the potential for the prediction of human papillomavirus status in oropharyngeal squamous cell carcinoma.
Francesco Mungai, Giovanni Battista Verrone, +5 authors, Vittorio Miele.
Radiol Med, 2019 Mar 27; 124(9). PMID: 30911988
Emerging role of 18F-fluorodeoxyglucose positron emission tomography for guiding management of hepatocellular carcinoma.
Sang Mi Lee, Hong Soo Kim, Sangheun Lee, Jeong Won Lee.
World J Gastroenterol, 2019 Mar 29; 25(11). PMID: 30918424    Free PMC article.
Review.
Pretreatment MRI radiomics analysis allows for reliable prediction of local recurrence in non-metastatic T4 nasopharyngeal carcinoma.
Lu-Lu Zhang, Meng-Yao Huang, +12 authors, Ying Sun.
EBioMedicine, 2019 Apr 01; 42. PMID: 30928358    Free PMC article.
Prediction early recurrence of hepatocellular carcinoma eligible for curative ablation using a Radiomics nomogram.
Chunwang Yuan, Zhenchang Wang, +10 authors, Jiliang Feng.
Cancer Imaging, 2019 Apr 28; 19(1). PMID: 31027510    Free PMC article.
Hepatocellular carcinoma: radiomics nomogram on gadoxetic acid-enhanced MR imaging for early postoperative recurrence prediction.
Zhen Zhang, Hanyu Jiang, +6 authors, Bin Song.
Cancer Imaging, 2019 May 16; 19(1). PMID: 31088553    Free PMC article.
Prediction of pathologic stage in non-small cell lung cancer using machine learning algorithm based on CT image feature analysis.
Lingming Yu, Guangyu Tao, +4 authors, Qunhui Chen.
BMC Cancer, 2019 May 19; 19(1). PMID: 31101024    Free PMC article.
Radiomics signature on 3T dynamic contrast-enhanced magnetic resonance imaging for estrogen receptor-positive invasive breast cancers: Preliminary results for correlation with Oncotype DX recurrence scores.
Kyung Jin Nam, Hyunjin Park, +3 authors, Jeong Eon Lee.
Medicine (Baltimore), 2019 Jun 07; 98(23). PMID: 31169691    Free PMC article.
Predicting malignant potential of subsolid nodules: can radiomics preempt longitudinal follow up CT?
Subba R Digumarthy, Atul M Padole, +4 authors, Mannudeep K Kalra.
Cancer Imaging, 2019 Jun 12; 19(1). PMID: 31182167    Free PMC article.
Predicting survival and local control after radiochemotherapy in locally advanced head and neck cancer by means of computed tomography based radiomics.
Luca Cozzi, Ciro Franzese, +4 authors, Marta Scorsetti.
Strahlenther Onkol, 2019 Jun 22; 195(9). PMID: 31222468
Radiomics approaches in gastric cancer: a frontier in clinical decision making.
Yue Wang, Zheng-Yu Jin.
Chin Med J (Engl), 2019 Jul 28; 132(16). PMID: 31348029    Free PMC article.
Spatial Bayesian modeling of GLCM with application to malignant lesion characterization.
Xiao Li, Michele Guindani, Chaan S Ng, Brian P Hobbs.
J Appl Stat, 2018 Jan 01; 46(2). PMID: 31439980    Free PMC article.
Radiomics in hepatocellular carcinoma: a quantitative review.
Taiga Wakabayashi, Farid Ouhmich, +8 authors, Benoit Gallix.
Hepatol Int, 2019 Sep 02; 13(5). PMID: 31473947
Review.
Diagnosis of Benign and Malignant Breast Lesions on DCE-MRI by Using Radiomics and Deep Learning With Consideration of Peritumor Tissue.
Jiejie Zhou, Yang Zhang, +9 authors, Min-Ying Su.
J Magn Reson Imaging, 2019 Nov 02; 51(3). PMID: 31675151    Free PMC article.
The "hype" of hydrops in classifying vestibular disorders: a narrative review.
Marly F J A van der Lubbe, Akshayaa Vaidyanathan, +6 authors, Raymond van de Berg.
J Neurol, 2020 Nov 18; 267(Suppl 1). PMID: 33201310    Free PMC article.
Review.
Machine learning: an approach to preoperatively predict PD-1/PD-L1 expression and outcome in intrahepatic cholangiocarcinoma using MRI biomarkers.
Jun Zhang, Zhenru Wu, +5 authors, Bin Song.
ESMO Open, 2020 Nov 27; 5(6). PMID: 33239315    Free PMC article.
Separability of Acute Cerebral Infarction Lesions in CT Based Radiomics: Toward Artificial Intelligence-Assisted Diagnosis.
Yun Guan, Peng Wang, +4 authors, Yanfeng Meng.
Biomed Res Int, 2020 Dec 05; 2020. PMID: 33274231    Free PMC article.
Using ultrasound features and radiomics analysis to predict lymph node metastasis in patients with thyroid cancer.
Fu Li, Denghua Pan, +6 authors, Junqiang Chen.
BMC Surg, 2020 Dec 06; 20(1). PMID: 33276765    Free PMC article.
Putting artificial intelligence (AI) on the spot: machine learning evaluation of pulmonary nodules.
Yasmeen K Tandon, Brian J Bartholmai, Chi Wan Koo.
J Thorac Dis, 2020 Dec 08; 12(11). PMID: 33282401    Free PMC article.
Review.
Current and Potential Applications of Artificial Intelligence in Gastrointestinal Stromal Tumor Imaging.
Cai-Wei Yang, Xi-Jiao Liu, +3 authors, Bin Song.
Contrast Media Mol Imaging, 2020 Dec 12; 2020. PMID: 33304203    Free PMC article.
Review.
MRI Radiomics for Prediction of Tumor Response and Downstaging in Rectal Cancer Patients after Preoperative Chemoradiation.
Haihui Chen, Liting Shi, +6 authors, Yi Rong.
Adv Radiat Oncol, 2020 Dec 12; 5(6). PMID: 33305090    Free PMC article.
CT-Based Radiomics to Differentiate Pelvic Rhabdomyosarcoma From Yolk Sac Tumors in Children.
Xin Chen, Yan Huang, +3 authors, Hao Ding.
Front Oncol, 2020 Dec 18; 10. PMID: 33330062    Free PMC article.
Survival Prediction in Gallbladder Cancer Using CT Based Machine Learning.
Zefan Liu, Guannan Zhu, +4 authors, Xuelei Ma.
Front Oncol, 2020 Dec 18; 10. PMID: 33330105    Free PMC article.
Current status and quality of radiomics studies in lymphoma: a systematic review.
Hongxi Wang, Yi Zhou, +3 authors, Rong Tian.
Eur Radiol, 2020 May 31; 30(11). PMID: 32472274
Review.
Differential Diagnosis of Solitary Fibrous Tumor/Hemangiopericytoma and Angiomatous Meningioma Using Three-Dimensional Magnetic Resonance Imaging Texture Feature Model.
Junyi Dong, Meimei Yu, +8 authors, Lizhi Xie.
Biomed Res Int, 2020 Dec 22; 2020. PMID: 33344637    Free PMC article.
FAIR-compliant clinical, radiomics and DICOM metadata of RIDER, interobserver, Lung1 and head-Neck1 TCIA collections.
Petros Kalendralis, Zhenwei Shi, +13 authors, Leonard Wee.
Med Phys, 2020 Jun 11; 47(11). PMID: 32521049    Free PMC article.
Quantitative bone imaging biomarkers to diagnose temporomandibular joint osteoarthritis.
J Bianchi, J R Gonçalves, +9 authors, L H S Cevidanes.
Int J Oral Maxillofac Surg, 2020 Jul 02; 50(2). PMID: 32605824    Free PMC article.
Correlating Radiomic Features of Heterogeneity on CT with Circulating Tumor DNA in Metastatic Melanoma.
Andrew B Gill, Leonardo Rundo, +11 authors, Ferdia A Gallagher.
Cancers (Basel), 2020 Dec 02; 12(12). PMID: 33255267    Free PMC article.
From Early Morphometrics to Machine Learning-What Future for Cardiovascular Imaging of the Pulmonary Circulation?
Deepa Gopalan, J Simon R Gibbs.
Diagnostics (Basel), 2020 Dec 02; 10(12). PMID: 33255668    Free PMC article.
Review.
A decade of radiomics research: are images really data or just patterns in the noise?
Daniel Pinto Dos Santos, Matthias Dietzel, Bettina Baessler.
Eur Radiol, 2020 Aug 09; 31(1). PMID: 32767103    Free PMC article.
Multi-Slice Radiomic Analysis of Apparent Diffusion Coefficient Metrics Improves Evaluation of Brain Alterations in Neonates With Congenital Heart Diseases.
Meijiao Zhu, Dadi Zhao, +5 authors, Yu Sun.
Front Neurol, 2020 Dec 29; 11. PMID: 33362694    Free PMC article.
Radiomics Feature Activation Maps as a New Tool for Signature Interpretability.
Diem Vuong, Stephanie Tanadini-Lang, +9 authors, Marta Bogowicz.
Front Oncol, 2020 Dec 29; 10. PMID: 33364192    Free PMC article.
The future of personalised radiotherapy for head and neck cancer.
Jimmy J Caudell, Javier F Torres-Roca, +5 authors, Louis B Harrison.
Lancet Oncol, 2017 May 01; 18(5). PMID: 28456586    Free PMC article.
Review.
Investigating multi-radiomic models for enhancing prediction power of cervical cancer treatment outcomes.
Baderaldeen A Altazi, Daniel C Fernandez, +8 authors, Eduardo G Moros.
Phys Med, 2018 Feb 25; 46. PMID: 29475772    Free PMC article.
Radiomics Nomogram of DCE-MRI for the Prediction of Axillary Lymph Node Metastasis in Breast Cancer.
Ning Mao, Yi Dai, +5 authors, Nan Hong.
Front Oncol, 2021 Jan 01; 10. PMID: 33381444    Free PMC article.
Machine Learning Methods for Optimal Radiomics-Based Differentiation Between Recurrence and Inflammation: Application to Nasopharyngeal Carcinoma Post-therapy PET/CT Images.
Dongyang Du, Hui Feng, +8 authors, Lijun Lu.
Mol Imaging Biol, 2019 Jul 25; 22(3). PMID: 31338709
18F-FDG PET-based radiomics model for predicting occult lymph node metastasis in clinical N0 solid lung adenocarcinoma.
Lili Wang, Tiancheng Li, +4 authors, Kun Tang.
Quant Imaging Med Surg, 2021 Jan 05; 11(1). PMID: 33392023    Free PMC article.
A Novel Nomogram Model Based on Cone-Beam CT Radiomics Analysis Technology for Predicting Radiation Pneumonitis in Esophageal Cancer Patients Undergoing Radiotherapy.
Feng Du, Ning Tang, +4 authors, Jianbin Li.
Front Oncol, 2021 Jan 05; 10. PMID: 33392091    Free PMC article.
Radiomic signature based on CT imaging to distinguish invasive adenocarcinoma from minimally invasive adenocarcinoma in pure ground-glass nodules with pleural contact.
Yining Jiang, Siyu Che, +5 authors, Zhiyong Li.
Cancer Imaging, 2021 Jan 08; 21(1). PMID: 33407884    Free PMC article.
Radiomic nomogram for prediction of axillary lymph node metastasis in breast cancer.
Lu Han, Yongbei Zhu, +7 authors, Yahong Luo.
Eur Radiol, 2019 Feb 01; 29(7). PMID: 30701328
Predicting pathologic response to neoadjuvant chemoradiation in resectable stage III non-small cell lung cancer patients using computed tomography radiomic features.
Mohammadhadi Khorrami, Prantesh Jain, +9 authors, Anant Madabhushi.
Lung Cancer, 2019 Aug 27; 135. PMID: 31446979    Free PMC article.
Radiomics nomogram: A noninvasive tool for preoperative evaluation of the invasiveness of pulmonary adenocarcinomas manifesting as ground-glass nodules.
Fanyang Meng, Yan Guo, +4 authors, Huimao Zhang.
Transl Oncol, 2020 Nov 23; 14(1). PMID: 33221688    Free PMC article.
Interpretable Machine Learning Model for Locoregional Relapse Prediction in Oropharyngeal Cancers.
Paul Giraud, Philippe Giraud, +13 authors, Jean Emmanuel Bibault.
Cancers (Basel), 2021 Jan 01; 13(1). PMID: 33379188    Free PMC article.
Novel endoscopic optical diagnostic technologies in medical trial research: recent advancements and future prospects.
Zhongyu He, Peng Wang, Xuesong Ye.
Biomed Eng Online, 2021 Jan 08; 20(1). PMID: 33407477    Free PMC article.
Review.
Prediction of KRAS, NRAS and BRAF status in colorectal cancer patients with liver metastasis using a deep artificial neural network based on radiomics and semantic features.
Ruichuan Shi, Weixing Chen, +8 authors, Xiujuan Qu.
Am J Cancer Res, 2021 Jan 09; 10(12). PMID: 33415015    Free PMC article.
CT-based peritumoral radiomics signatures for malignancy grading of clear cell renal cell carcinoma.
Zhiyong Zhou, Xusheng Qian, +4 authors, Jianbing Zhu.
Abdom Radiol (NY), 2021 Jan 12;. PMID: 33427908
Gallbladder cancer revisited: the evolving role of a radiologist.
Anupama Ramachandran, Deep Narayan Srivastava, Kumble Seetharama Madhusudhan.
Br J Radiol, 2020 Oct 23; 94(1117). PMID: 33090880    Free PMC article.
Review.
Image Patch-Based Net Water Uptake and Radiomics Models Predict Malignant Cerebral Edema After Ischemic Stroke.
Bowen Fu, Shouliang Qi, +6 authors, Huisheng Chen.
Front Neurol, 2021 Jan 12; 11. PMID: 33424759    Free PMC article.
Magnetic resonance imaging-derived radiomic signature predicts locoregional failure after organ preservation therapy in patients with hypopharyngeal squamous cell carcinoma.
Che-Yu Hsu, Shih-Min Lin, +4 authors, Sung-Hsin Kuo.
Clin Transl Radiat Oncol, 2021 Jan 12; 25. PMID: 33426314    Free PMC article.
Improving prognostic performance in resectable pancreatic ductal adenocarcinoma using radiomics and deep learning features fusion in CT images.
Yucheng Zhang, Edrise M Lobo-Mueller, +3 authors, Farzad Khalvati.
Sci Rep, 2021 Jan 16; 11(1). PMID: 33446870    Free PMC article.
Imaging biomarkers of contrast-enhanced computed tomography predict survival in oesophageal cancer after definitive concurrent chemoradiotherapy.
Chengbing Zeng, Tiantian Zhai, +11 authors, Chuangzhen Chen.
Radiat Oncol, 2021 Jan 14; 16(1). PMID: 33436018    Free PMC article.
Implications of US radiomics signature for predicting malignancy in thyroid nodules with indeterminate cytology.
Jiyoung Yoon, Eunjung Lee, +3 authors, Jin Young Kwak.
Eur Radiol, 2021 Jan 19;. PMID: 33459858
Prognostic Value of Baseline Radiomic Features of 18F-FDG PET in Patients with Diffuse Large B-Cell Lymphoma.
Kun-Han Lue, Yi-Feng Wu, +4 authors, Yu-Hung Chen.
Diagnostics (Basel), 2021 Jan 01; 11(1). PMID: 33379166    Free PMC article.
Development and Validation of an Automated Radiomic CT Signature for Detecting COVID-19.
Julien Guiot, Akshayaa Vaidyanathan, +18 authors, Pierre Lovinfosse.
Diagnostics (Basel), 2021 Jan 06; 11(1). PMID: 33396587    Free PMC article.
Image Contrast, Image Pre-Processing, and T1 Mapping Affect MRI Radiomic Feature Repeatability in Patients with Colorectal Cancer Liver Metastases.
Damien J McHugh, Nuria Porta, +5 authors, James P B O'Connor.
Cancers (Basel), 2021 Jan 15; 13(2). PMID: 33440685    Free PMC article.
Development and Validation of a Contrast-Enhanced CT-Based Radiomics Nomogram for Prediction of Therapeutic Efficacy of Anti-PD-1 Antibodies in Advanced HCC Patients.
Guosheng Yuan, Yangda Song, +10 authors, Jinzhang Chen.
Front Immunol, 2021 Jan 26; 11. PMID: 33488622    Free PMC article.
Preoperatively Estimating the Malignant Potential of Mediastinal Lymph Nodes: A Pilot Study Toward Establishing a Robust Radiomics Model Based on Contrast-Enhanced CT Imaging.
Mengshi Dong, Gang Hou, +3 authors, Ke Xu.
Front Oncol, 2021 Jan 26; 10. PMID: 33489871    Free PMC article.
Integrating Liquid Biopsy and Radiomics to Monitor Clonal Heterogeneity of EGFR-Positive Non-Small Cell Lung Cancer.
Federico Cucchiara, Marzia Del Re, +9 authors, Romano Danesi.
Front Oncol, 2021 Jan 26; 10. PMID: 33489892    Free PMC article.
Predicting the Local Response of Metastatic Brain Tumor to Gamma Knife Radiosurgery by Radiomics With a Machine Learning Method.
Daisuke Kawahara, Xueyan Tang, +2 authors, Yoichi Watanabe.
Front Oncol, 2021 Jan 29; 10. PMID: 33505904    Free PMC article.
Development and validation of a CT-based nomogram for preoperative prediction of clear cell renal cell carcinoma grades.
Zaosong Zheng, Zhiliang Chen, +2 authors, Wenlian Xie.
Eur Radiol, 2021 Jan 31;. PMID: 33515086
Machine learning-based analysis of [18F]DCFPyL PET radiomics for risk stratification in primary prostate cancer.
Matthijs C F Cysouw, Bernard H E Jansen, +7 authors, Ronald Boellaard.
Eur J Nucl Med Mol Imaging, 2020 Aug 02; 48(2). PMID: 32737518    Free PMC article.
A priori prediction of response in multicentre locally advanced breast cancer (LABC) patients using quantitative ultrasound and derivative texture methods.
Laurentius O Osapoetra, Lakshmanan Sannachi, +11 authors, Gregory J Czarnota.
Oncotarget, 2021 Feb 02; 12(2). PMID: 33520113    Free PMC article.
Machine Learning for Histologic Subtype Classification of Non-Small Cell Lung Cancer: A Retrospective Multicenter Radiomics Study.
Fengchang Yang, Wei Chen, +4 authors, Yen-Wei Chen.
Front Oncol, 2021 Feb 02; 10. PMID: 33520719    Free PMC article.
Current status and future directions in unresectable stage III non-small cell lung cancer.
Esperanza Arriola Arellano, Verónica Díaz Díaz, Joaquín José Cabrera Rodríguez.
J Clin Transl Res, 2021 Feb 02; 6(4). PMID: 33521371    Free PMC article.
Review.
Radiomics in lung cancer for oncologists.
Carolina de la Pinta, Nuria Barrios-Campo, David Sevillano.
J Clin Transl Res, 2021 Feb 02; 6(4). PMID: 33521373    Free PMC article.
Artificial Intelligence, Radiomics, and Deep Learning in Neuro-Oncology.
Norbert Galldiks, Gelareh Zadeh, Philipp Lohmann.
Neurooncol Adv, 2021 Feb 02; 2(Suppl 4). PMID: 33521635    Free PMC article.
Feature-based PET/MRI radiomics in patients with brain tumors.
Philipp Lohmann, Anna-Katharina Meißner, +6 authors, Norbert Galldiks.
Neurooncol Adv, 2021 Feb 02; 2(Suppl 4). PMID: 33521637    Free PMC article.
Review.
Prediction of local recurrence and distant metastasis using radiomics analysis of pretreatment nasopharyngeal [18F]FDG PET/CT images.
Lihong Peng, Xiaotong Hong, +3 authors, Wufan Chen.
Ann Nucl Med, 2021 Feb 06;. PMID: 33543393
Clinical and radiological predictors of epidermal growth factor receptor mutation in nonsmall cell lung cancer.
Yutao Dang, Ruotian Wang, +3 authors, Yi Zhang.
J Appl Clin Med Phys, 2020 Dec 15; 22(1). PMID: 33314737    Free PMC article.
Radiomics in Stroke Neuroimaging: Techniques, Applications, and Challenges.
Qian Chen, Tianyi Xia, +3 authors, Yunjun Yang.
Aging Dis, 2021 Feb 04; 12(1). PMID: 33532134    Free PMC article.
Review.
CT radiomics features to predict lymph node metastasis in advanced esophageal squamous cell carcinoma and to discriminate between regional and non-regional lymph node metastasis: a case control study.
Jing Ou, Lan Wu, +9 authors, Fu-Lin Lu.
Quant Imaging Med Surg, 2021 Feb 04; 11(2). PMID: 33532263    Free PMC article.
Advancements in Neuroimaging to Unravel Biological and Molecular Features of Brain Tumors.
Francesco Sanvito, Antonella Castellano, Andrea Falini.
Cancers (Basel), 2021 Jan 28; 13(3). PMID: 33498680    Free PMC article.
Review.
Deep learning for the fully automated segmentation of the inner ear on MRI.
Akshayaa Vaidyanathan, Marly F J A van der Lubbe, +15 authors, Philippe Lambin.
Sci Rep, 2021 Feb 05; 11(1). PMID: 33536451    Free PMC article.
A CT-based radiomics nomogram for distinguishing between benign and malignant bone tumours.
Weikai Sun, Shunli Liu, +5 authors, Wenjian Xu.
Cancer Imaging, 2021 Feb 08; 21(1). PMID: 33549151    Free PMC article.
MRI radiomic signature predicts intracranial progression-free survival in patients with brain metastases of ALK-positive non-small cell lung cancer.
Shijun Zhao, Donghui Hou, +11 authors, Ning Wu.
Transl Lung Cancer Res, 2021 Feb 12; 10(1). PMID: 33569319    Free PMC article.
Development and validation of magnetic resonance imaging-based radiomics models for preoperative prediction of microsatellite instability in rectal cancer.
Wei Zhang, Zixing Huang, +6 authors, Bin Song.
Ann Transl Med, 2021 Feb 12; 9(2). PMID: 33569436    Free PMC article.
A systematic review of radiomics in osteosarcoma: utilizing radiomics quality score as a tool promoting clinical translation.
Jingyu Zhong, Yangfan Hu, +4 authors, Weiwu Yao.
Eur Radiol, 2020 Sep 03; 31(3). PMID: 32876837
Neuroendocrine neoplasia of the gastrointestinal tract revisited: towards precision medicine.
Guido Rindi, Bertram Wiedenmann.
Nat Rev Endocrinol, 2020 Aug 26; 16(10). PMID: 32839579
Review.
Computed Tomography Radiomics for Predicting Pathological Grade of Renal Cell Carcinoma.
Xiaoping Yi, Qiao Xiao, +13 authors, Bihong T Chen.
Front Oncol, 2021 Feb 16; 10. PMID: 33585193    Free PMC article.
Radiomics feature robustness as measured using an MRI phantom.
Joonsang Lee, Angela Steinmann, +8 authors, Laurence E Court.
Sci Rep, 2021 Feb 19; 11(1). PMID: 33597610    Free PMC article.
Noncontrast Radiomics Approach for Predicting Grades of Nonfunctional Pancreatic Neuroendocrine Tumors.
Yun Bian, Zengrui Zhao, +9 authors, Jun Xu.
J Magn Reson Imaging, 2020 Apr 29; 52(4). PMID: 32343872    Free PMC article.
Differentiation of pulmonary sclerosing pneumocytoma from solid malignant pulmonary nodules by radiomic analysis on multiphasic CT.
Xiao-Qiong Ni, Hong-Kun Yin, +3 authors, Dan Jin.
J Appl Clin Med Phys, 2020 Dec 29; 22(2). PMID: 33369106    Free PMC article.
Machine-learning analysis of contrast-enhanced computed tomography radiomics predicts patients with hepatocellular carcinoma who are unsuitable for initial transarterial chemoembolization monotherapy: A multicenter study.
Zhicheng Jin, Li Chen, +9 authors, Gaojun Teng.
Transl Oncol, 2021 Feb 11; 14(4). PMID: 33567388    Free PMC article.
Evaluating treatment response to neoadjuvant chemoradiotherapy in rectal cancer using various MRI-based radiomics models.
Zhihui Li, Xiaolu Ma, +3 authors, Jianping Lu.
BMC Med Imaging, 2021 Feb 18; 21(1). PMID: 33593304    Free PMC article.
Comparison of Radiomic Models Based on Low-Dose and Standard-Dose CT for Prediction of Adenocarcinomas and Benign Lesions in Solid Pulmonary Nodules.
Jieke Liu, Hao Xu, +5 authors, Peng Zhou.
Front Oncol, 2021 Feb 20; 10. PMID: 33604303    Free PMC article.
Magnetic resonance imaging radiomic analysis can preoperatively predict G1 and G2/3 grades in patients with NF-pNETs.
Yun Bian, Jing Li, +6 authors, Li Wang.
Abdom Radiol (NY), 2020 Aug 19; 46(2). PMID: 32808056
Application of radiomics and machine learning in head and neck cancers.
Zhouying Peng, Yumin Wang, +4 authors, Weihong Jiang.
Int J Biol Sci, 2021 Feb 23; 17(2). PMID: 33613106    Free PMC article.
Review.