Review
. 2004 Nov;59(12).
doi: 10.1016/j.crad.2004.07.008.

Texture analysis of medical images

G Castellano 1 L Bonilha  L M Li  F Cendes  
Affiliations
  • PMID: 15556588
  •     199 citations

Abstract

The analysis of texture parameters is a useful way of increasing the information obtainable from medical images. It is an ongoing field of research, with applications ranging from the segmentation of specific anatomical structures and the detection of lesions, to differentiation between pathological and healthy tissue in different organs. Texture analysis uses radiological images obtained in routine diagnostic practice, but involves an ensemble of mathematical computations performed with the data contained within the images. In this article we clarify the principles of texture analysis and give examples of its applications, reviewing studies of the technique.

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Eur Radiol, 2019 Aug 25; 29(11). PMID: 31444599
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.
Structured light imaging for breast-conserving surgery, part II: texture analysis and classification.
Samuel S Streeter, Benjamin W Maloney, +5 authors, Keith D Paulsen.
J Biomed Opt, 2019 Sep 16; 24(9). PMID: 31522486    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.
Fetal Brain Abnormality Classification from MRI Images of Different Gestational Age.
Omneya Attallah, Maha A Sharkas, Heba Gadelkarim.
Brain Sci, 2019 Sep 25; 9(9). PMID: 31547368    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.
Contrast-Enhanced CT Texture Analysis for Distinguishing Fat-Poor Renal Angiomyolipoma From Chromophobe Renal Cell Carcinoma.
Guangjie Yang, Aidi Gong, +7 authors, Zhenguang Wang.
Mol Imaging, 2019 Oct 19; 18. PMID: 31625454    Free PMC article.
The Utility of Texture Analysis Based on Breast Magnetic Resonance Imaging in Differentiating Phyllodes Tumors From Fibroadenomas.
Hui Mai, Yifei Mao, +8 authors, Kuiming Jiang.
Front Oncol, 2019 Nov 05; 9. PMID: 31681572    Free PMC article.
Prognostic Value of Texture Analysis Based on Pretreatment DWI-Weighted MRI for Esophageal Squamous Cell Carcinoma Patients Treated With Concurrent Chemo-Radiotherapy.
Zhenjiang Li, Chun Han, +3 authors, Baosheng Li.
Front Oncol, 2019 Nov 05; 9. PMID: 31681593    Free PMC article.
Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy.
Chaoyue Chen, Hongyu Zhuo, Xiawei Wei, Xuelei Ma.
Contrast Media Mol Imaging, 2019 Nov 30; 2019. PMID: 31777472    Free PMC article.
Pancreatic Ductal Adenocarcinoma: Machine Learning-Based Quantitative Computed Tomography Texture Analysis For Prediction Of Histopathological Grade.
Wenli Qiu, Na Duan, +4 authors, Rong Chen.
Cancer Manag Res, 2019 Dec 06; 11. PMID: 31802945    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.
Differential diagnosis of pancreatic serous cystadenoma and mucinous cystadenoma: utility of textural features in combination with morphological characteristics.
Jing Yang, Xinli Guo, +4 authors, Xuelei Ma.
BMC Cancer, 2019 Dec 18; 19(1). PMID: 31842793    Free PMC article.
Improving Treatment Response Prediction for Chemoradiation Therapy of Pancreatic Cancer Using a Combination of Delta-Radiomics and the Clinical Biomarker CA19-9.
Haidy Nasief, William Hall, +4 authors, X Allen Li.
Front Oncol, 2020 Jan 24; 9. PMID: 31970088    Free PMC article.
Learning to see the invisible: A data-driven approach to finding the underlying patterns of abnormality in visually normal brain magnetic resonance images in patients with temporal lobe epilepsy.
Oscar F Bennett, Baris Kanber, +4 authors, Gavin P Winston.
Epilepsia, 2019 Nov 07; 60(12). PMID: 31691273    Free PMC article.
Differentiation of Small Hepatocellular Carcinoma From Dysplastic Nodules in Cirrhotic Liver: Texture Analysis Based on MRI Improved Performance in Comparison Over Gadoxetic Acid-Enhanced MR and Diffusion-Weighted Imaging.
Xi Zhong, Hongsheng Tang, +4 authors, Jiansheng Li.
Front Oncol, 2020 Jan 31; 9. PMID: 31998629    Free PMC article.
In-vivo Barrett's esophagus digital pathology stage classification through feature enhancement of confocal laser endomicroscopy.
Noha Ghatwary, Amr Ahmed, +3 authors, Xujiong Ye.
J Med Imaging (Bellingham), 2019 Mar 07; 6(1). PMID: 30840732    Free PMC article.
Prognostic models based on imaging findings in glioblastoma: Human versus Machine.
David Molina-García, Luis Vera-Ramírez, +2 authors, Víctor M Pérez-García.
Sci Rep, 2019 Apr 14; 9(1). PMID: 30979965    Free PMC article.
GPU-Accelerated GLRLM Algorithm for Feature Extraction of MRI.
Hanyu Zhang, Che-Lun Hung, +3 authors, Xiaoye Hu.
Sci Rep, 2019 Jul 28; 9(1). PMID: 31350428    Free PMC article.
Image-based Classification of Tumor Type and Growth Rate using Machine Learning: a preclinical study.
Tien T Tang, Janice A Zawaski, +2 authors, M Waleed Gaber.
Sci Rep, 2019 Aug 31; 9(1). PMID: 31467303    Free PMC article.
Clustering of Largely Right-Censored Oropharyngeal Head and Neck Cancer Patients for Discriminative Groupings to Improve Outcome Prediction.
Joel Tosado, Luka Zdilar, +6 authors, Guadalupe Canahuate.
Sci Rep, 2020 Mar 04; 10(1). PMID: 32123193    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.
The Continuing Evolution of Molecular Functional Imaging in Clinical Oncology: The Road to Precision Medicine and Radiogenomics (Part I).
Tanvi Vaidya, Archi Agrawal, +2 authors, Abhishek Mahajan.
Mol Diagn Ther, 2018 Nov 10; 23(1). PMID: 30411216
Review.
MRI based texture analysis to classify low grade gliomas into astrocytoma and 1p/19q codeleted oligodendroglioma.
Shun Zhang, Gloria Chia-Yi Chiang, +7 authors, Ilhami Kovanlikaya.
Magn Reson Imaging, 2018 Nov 23; 57. PMID: 30465868    Free PMC article.
Texture analysis of magnetic resonance images of the human placenta throughout gestation: A feasibility study.
Quyen N Do, Matthew A Lewis, +4 authors, Diane M Twickler.
PLoS One, 2019 Jan 23; 14(1). PMID: 30668581    Free PMC article.
Parametrical modelling for texture characterization-A novel approach applied to ultrasound thyroid segmentation.
Alfredo Illanes, Nazila Esmaeili, +2 authors, Michael Friebe.
PLoS One, 2019 Jan 30; 14(1). PMID: 30695052    Free PMC article.
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.
Radiomics and machine learning of multisequence multiparametric prostate MRI: Towards improved non-invasive prostate cancer characterization.
Jussi Toivonen, Ileana Montoya Perez, +9 authors, Ivan Jambor.
PLoS One, 2019 Jul 10; 14(7). PMID: 31283771    Free PMC article.
Multicenter study demonstrates radiomic features derived from magnetic resonance perfusion images identify pseudoprogression in glioblastoma.
Nabil Elshafeey, Aikaterini Kotrotsou, +14 authors, Rivka R Colen.
Nat Commun, 2019 Jul 20; 10(1). PMID: 31320621    Free PMC article.
18F-FDG PET/CT Quantitative Parameters and Texture Analysis Effectively Differentiate Endometrial Precancerous Lesion and Early-Stage Carcinoma.
Tong Wang, Hongzan Sun, Yan Guo, Lue Zou.
Mol Imaging, 2019 Jun 15; 18. PMID: 31198089    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.
CT reconstruction algorithms affect histogram and texture analysis: evidence for liver parenchyma, focal solid liver lesions, and renal cysts.
Su Joa Ahn, Jung Hoon Kim, +2 authors, Joon Koo Han.
Eur Radiol, 2018 Nov 21; 29(8). PMID: 30456584
Evaluation of renal dysfunction using texture analysis based on DWI, BOLD, and susceptibility-weighted imaging.
Jiule Ding, Zhaoyu Xing, +7 authors, Wei Xing.
Eur Radiol, 2018 Dec 19; 29(5). PMID: 30560361
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.
Texture analysis on conventional MRI images accurately predicts early malignant transformation of low-grade gliomas.
Shun Zhang, Gloria Chia-Yi Chiang, +7 authors, Ilhami Kovanlikaya.
Eur Radiol, 2019 Jan 09; 29(6). PMID: 30617484
Multi-scale characterizations of colon polyps via computed tomographic colonography.
Weiguo Cao, Marc J Pomeroy, +4 authors, Zhengrong Liang.
Vis Comput Ind Biomed Art, 2020 Apr 03; 2(1). PMID: 32240410    Free PMC article.
Review.
Texture analysis of early cerebral tissue damage in magnetic resonance imaging of patients with lung cancer.
Jiying Xu, Xiaoxiao Cui, +8 authors, Mingyong Han.
Oncol Lett, 2020 Apr 08; 19(4). PMID: 32256809    Free PMC article.
A low-cost texture-based pipeline for predicting myocardial tissue remodeling and fibrosis using cardiac ultrasound.
Nobuyuki Kagiyama, Sirish Shrestha, +5 authors, Partho P Sengupta.
EBioMedicine, 2020 Apr 09; 54. PMID: 32268274    Free PMC article.
Development of a three-dimensional printed heart from computed tomography images of a plastinated specimen for learning anatomy.
Shairah Radzi, Heang Kuan Joel Tan, +4 authors, Sreenivasulu Reddy Mogali.
Anat Cell Biol, 2020 Apr 11; 53(1). PMID: 32274249    Free PMC article.
The feasibility of differentiating colorectal cancer from normal and inflammatory thickening colon wall using CT texture analysis.
Xiao Wang, Mingyuan Yuan, +6 authors, Jiani Hu.
Sci Rep, 2020 Apr 15; 10(1). PMID: 32286352    Free PMC article.
3D Textural, Morphological and Statistical Analysis of Voxel of Interests in 3T MRI Scans for the Detection of Parkinson's Disease Using Artificial Neural Networks.
Sabyasachi Chakraborty, Satyabrata Aich, Hee-Cheol Kim.
Healthcare (Basel), 2020 Feb 13; 8(1). PMID: 32046073    Free PMC article.
Parkinson's Disease Diagnosis Using Neostriatum Radiomic Features Based on T2-Weighted Magnetic Resonance Imaging.
Panshi Liu, Han Wang, +2 authors, Xianglin Zhang.
Front Neurol, 2020 Apr 24; 11. PMID: 32322236    Free PMC article.
Parametric mapping of cellular morphology in plant tissue sections by gray level granulometry.
David Legland, Fabienne Guillon, Marie-Françoise Devaux.
Plant Methods, 2020 May 12; 16. PMID: 32391070    Free PMC article.
Magnetic resonance texture analysis utility in differentiating intraparenchymal neurosarcoidosis from primary central nervous system lymphoma: a preliminary analysis.
Girish Bathla, Neetu Soni, Raymondo Endozo, Balaji Ganeshan.
Neuroradiol J, 2019 Feb 23; 32(3). PMID: 30789057    Free PMC article.
Radiomics of computed tomography and magnetic resonance imaging in renal cell carcinoma-a systematic review and meta-analysis.
Stephan Ursprung, Lucian Beer, +4 authors, Evis Sala.
Eur Radiol, 2020 Feb 16; 30(6). PMID: 32060715    Free PMC article.
Systematic Review.
Early detection of Alzheimer's disease using MRI hippocampal texture.
Lauge Sørensen, Christian Igel, +5 authors, Alzheimer's Disease Neuroimaging Initiative and the Australian Imaging Biomarkers and Lifestyle Flagship Study of Ageing.
Hum Brain Mapp, 2015 Dec 22; 37(3). PMID: 26686837    Free PMC article.
Application of deep learning technique to manage COVID-19 in routine clinical practice using CT images: Results of 10 convolutional neural networks.
Ali Abbasian Ardakani, Alireza Rajabzadeh Kanafi, +2 authors, Afshin Mohammadi.
Comput Biol Med, 2020 Jun 23; 121. PMID: 32568676    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.
Texture analysis of MR images to identify the differentiated degree in hepatocellular carcinoma: a retrospective study.
Mengmeng Feng, Mengchao Zhang, +6 authors, Hui Dai.
BMC Cancer, 2020 Jul 02; 20(1). PMID: 32605628    Free PMC article.
Identification of common and severe COVID-19: the value of CT texture analysis and correlation with clinical characteristics.
Wei Wei, Xiao-Wen Hu, +2 authors, Ya-Qiong Ge.
Eur Radiol, 2020 Jul 03; 30(12). PMID: 32613287    Free PMC article.
Detection of Parkinson's Disease from 3T T1 Weighted MRI Scans Using 3D Convolutional Neural Network.
Sabyasachi Chakraborty, Satyabrata Aich, Hee-Cheol Kim.
Diagnostics (Basel), 2020 Jun 18; 10(6). PMID: 32545609    Free PMC article.
CT Texture Analysis of Cervical Lymph Nodes on Contrast-Enhanced [18F] FDG-PET/CT Images to Differentiate Nodal Metastases from Reactive Lymphadenopathy in HIV-Positive Patients with Head and Neck Squamous Cell Carcinoma.
H Kuno, N Garg, +6 authors, O Sakai.
AJNR Am J Neuroradiol, 2019 Feb 23; 40(3). PMID: 30792253    Free PMC article.
Correlation between Human Papillomavirus Status and Quantitative MR Imaging Parameters including Diffusion-Weighted Imaging and Texture Features in Oropharyngeal Carcinoma.
M Ravanelli, A Grammatica, +8 authors, D Farina.
AJNR Am J Neuroradiol, 2018 Sep 15; 39(10). PMID: 30213805    Free PMC article.
Radiomics in medical imaging-"how-to" guide and critical reflection.
Janita E van Timmeren, Davide Cester, +2 authors, Bettina Baessler.
Insights Imaging, 2020 Aug 14; 11(1). PMID: 32785796    Free PMC article.
Review.
Enhanced CT Textures Derived From Computer Mathematic Distribution Analysis Enables Arterial Enhancement Fraction Being an Imaging Biomarker Option of Hepatocellular Carcinoma.
Xiaonan Mao, Yan Guo, +3 authors, Wei Sun.
Front Oncol, 2020 Aug 28; 10. PMID: 32850426    Free PMC article.
Software comparison to analyze bone radiomics from high resolution CBCT scans of mandibular condyles.
Jonas Bianchi, João Roberto Gonçalves, +7 authors, Lucia Helena Soares Cevidanes.
Dentomaxillofac Radiol, 2019 May 11; 48(6). PMID: 31075043    Free PMC article.
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.
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.
Prognostic value of pre-treatment CT texture analysis in combination with change in size of the primary tumor in response to induction chemotherapy for HPV-positive oropharyngeal squamous cell carcinoma.
Tamari A Miller, Kayla R Robinson, +5 authors, Daniel T Ginat.
Quant Imaging Med Surg, 2019 Apr 30; 9(3). PMID: 31032187    Free PMC article.
Brain White Matter Hyperintensity Lesion Characterization in T2 Fluid-Attenuated Inversion Recovery Magnetic Resonance Images: Shape, Texture, and Potential Growth.
Chih-Ying Gwo, David C Zhu, Rong Zhang.
Front Neurosci, 2019 May 07; 13. PMID: 31057353    Free PMC article.
An evaluation of magnetic resonance imaging with histogram analysis in patients with idiopathic subjective tinnitus.
Murat Baykara, Saime Sagiroglu.
North Clin Istanb, 2019 Jun 11; 6(1). PMID: 31180375    Free PMC article.
Model-based three-dimensional texture analysis of contrast-enhanced magnetic resonance imaging as a potential tool for preoperative prediction of microvascular invasion in hepatocellular carcinoma.
Yong-Jian Zhu, Bing Feng, +4 authors, Xin-Ming Zhao.
Oncol Lett, 2019 Jul 11; 18(1). PMID: 31289547    Free PMC article.
Glioblastoma and Anaplastic Astrocytoma: Differentiation Using MRI Texture Analysis.
Zerong Tian, Chaoyue Chen, +4 authors, Jianguo Xu.
Front Oncol, 2019 Sep 26; 9. PMID: 31552189    Free PMC article.
The application of texture quantification in hepatocellular carcinoma using CT and MRI: a review of perspectives and challenges.
Ismail Bilal Masokano, Wenguang Liu, +3 authors, Wenzheng Li.
Cancer Imaging, 2020 Sep 24; 20(1). PMID: 32962762    Free PMC article.
Review.
Comparison of Radiomics-Based Machine-Learning Classifiers in Diagnosis of Glioblastoma From Primary Central Nervous System Lymphoma.
Chaoyue Chen, Aiping Zheng, +2 authors, Xuelei Ma.
Front Oncol, 2020 Oct 13; 10. PMID: 33042784    Free PMC article.
Photoacoustic Imaging for Assessing Tissue Oxygenation Changes in Rat Hepatic Fibrosis.
Mrigendra B Karmacharya, Laith R Sultan, +3 authors, Chandra M Sehgal.
Diagnostics (Basel), 2020 Sep 23; 10(9). PMID: 32957666    Free PMC article.
Texture Feature-Based Classification on Transrectal Ultrasound Image for Prostatic Cancer Detection.
Xiaofu Huang, Ming Chen, Peizhong Liu, Yongzhao Du.
Comput Math Methods Med, 2020 Oct 22; 2020. PMID: 33082840    Free PMC article.
Texture features from computed tomography correlate with markers of severity in acute alcohol-associated hepatitis.
Michele M Tana, David McCoy, +3 authors, Michael A Ohliger.
Sci Rep, 2020 Oct 23; 10(1). PMID: 33087739    Free PMC article.
Differentiating High-Grade Gliomas from Brain Metastases at Magnetic Resonance: The Role of Texture Analysis of the Peritumoral Zone.
Csaba Csutak, Paul-Andrei Ștefan, +5 authors, Andrei Lebovici.
Brain Sci, 2020 Sep 20; 10(9). PMID: 32947822    Free PMC article.
Radiomic Analysis of MRI Images is Instrumental to the Stratification of Ovarian Cysts.
Roxana-Adelina Lupean, Paul-Andrei Ștefan, +5 authors, Carmen Mihaela Mihu.
J Pers Med, 2020 Sep 18; 10(3). PMID: 32937851    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.
Correlation of texture feature analysis with bone marrow infiltration in initial staging of patients with lymphoma using 18F-fluorodeoxyglucose positron emission tomography combined with computed tomography.
Mahmoud A Kenawy, Magdy M Khalil, Mahmoud H Abdelgawad, H H El-Bahnasawy.
Pol J Radiol, 2020 Nov 19; 85. PMID: 33204373    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.
RADIO-IBAG: RADIOMICS-BASED INTEGRATIVE BAYESIAN ANALYSIS OF MULTIPLATFORM GENOMIC DATA.
Youyi Zhang, Jeffrey S Morris, +2 authors, Veerabhadran Baladandayuthapani.
Ann Appl Stat, 2019 Jan 01; 13(3). PMID: 33224404    Free PMC article.
Discriminating pseudoprogression and true progression in diffuse infiltrating glioma using multi-parametric MRI data through deep learning.
Joonsang Lee, Nicholas Wang, +10 authors, Arvind Rao.
Sci Rep, 2020 Nov 25; 10(1). PMID: 33230285    Free PMC article.
Can Magnetic Resonance Radiomics Analysis Discriminate Parotid Gland Tumors? A Pilot Study.
Michela Gabelloni, Lorenzo Faggioni, +9 authors, Emanuele Neri.
Diagnostics (Basel), 2020 Nov 07; 10(11). PMID: 33153140    Free PMC article.
Machine-learning classification of texture features of portable chest X-ray accurately classifies COVID-19 lung infection.
Lal Hussain, Tony Nguyen, +6 authors, Tim Q Duong.
Biomed Eng Online, 2020 Nov 27; 19(1). PMID: 33239006    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.
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.
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.
Noninvasive Evaluation of the Pathologic Grade of Hepatocellular Carcinoma Using MCF-3DCNN: A Pilot Study.
Da-Wei Yang, Xi-Bin Jia, +3 authors, Zheng-Han Yang.
Biomed Res Int, 2019 Jun 12; 2019. PMID: 31183380    Free PMC article.
Is FDG-PET texture analysis related to intratumor biological heterogeneity in lung cancer?
Manuel Piñeiro-Fiel, Alexis Moscoso, +9 authors, Pablo Aguiar.
Eur Radiol, 2020 Nov 29;. PMID: 33247345
Correlation between Kidney Function and Sonographic Texture Features after Allograft Transplantation with Corresponding to Serum Creatinine: A Long Term Follow-Up Study.
Abbasian Ardakani A, Sattar A R, Abolghasemi J, Mohammadi A.
J Biomed Phys Eng, 2020 Dec 29; 10(6). PMID: 33364209    Free PMC article.
Utility of T2-weighted MRI texture analysis in assessment of peripheral zone prostate cancer aggressiveness: a single-arm, multicenter study.
Gabriel A Nketiah, Mattijs Elschot, +4 authors, PCa-MAP Consortium.
Sci Rep, 2021 Jan 24; 11(1). PMID: 33483545    Free PMC article.
Bone Structure Analysis of the Radius Using Ultrahigh Field (7T) MRI: Relevance of Technical Parameters and Comparison with 3T MRI and Radiography.
Mohamed Jarraya, Rafael Heiss, +8 authors, Frank W Roemer.
Diagnostics (Basel), 2021 Jan 16; 11(1). PMID: 33445536    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.
Value of Intra-Perinodular Textural Transition Features from MRI in Distinguishing Between Benign and Malignant Testicular Lesions.
Peipei Zhang, Xiangde Min, +8 authors, Liang Wang.
Cancer Manag Res, 2021 Feb 05; 13. PMID: 33536790    Free PMC article.
Differentiation of progressive disease from pseudoprogression using MRI histogram analysis in patients with treated glioblastoma.
Mustafa Yildirim, Murat Baykara.
Acta Neurol Belg, 2021 Feb 09;. PMID: 33555560
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
Statistical image processing quantifies the changes in cytoplasmic texture associated with aging in Caenorhabditis elegans oocytes.
Momoko Imakubo, Jun Takayama, Hatsumi Okada, Shuichi Onami.
BMC Bioinformatics, 2021 Feb 19; 22(1). PMID: 33596821    Free PMC article.