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Texture analysis of medical images

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


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.

Image texture characterization using the discrete orthonormal S-transform.
Sylvia Drabycz, Robert G Stockwell, J Ross Mitchell.
J Digit Imaging, 2008 Aug 05; 22(6). PMID: 18677534    Free PMC article.
Electrical stimulation during gait promotes increase of muscle cross-sectional area in quadriplegics: a preliminary study.
Daniela Cristina Carvalho de Abreu, Alberto Cliquet, Jane Maryan Rondina, Fernando Cendes.
Clin Orthop Relat Res, 2008 Sep 16; 467(2). PMID: 18791775    Free PMC article.
The impact of image dynamic range on texture classification of brain white matter.
Doaa Mahmoud-Ghoneim, Mariam K Alkaabi, Jacques D de Certaines, Frank-M Goettsche.
BMC Med Imaging, 2008 Dec 25; 8. PMID: 19105825    Free PMC article.
Parenchymal texture analysis in digital breast tomosynthesis for breast cancer risk estimation: a preliminary study.
Despina Kontos, Predrag R Bakic, +3 authors, Andrew D A Maidment.
Acad Radiol, 2009 Feb 10; 16(3). PMID: 19201357    Free PMC article.
Texture analysis of MR images of patients with mild traumatic brain injury.
Kirsi K Holli, Lara Harrison, +6 authors, Hannu Eskola.
BMC Med Imaging, 2010 May 14; 10. PMID: 20462439    Free PMC article.
Effect of slice thickness on brain magnetic resonance image texture analysis.
Sami J Savio, Lara C V Harrison, +4 authors, Hannu J Eskola.
Biomed Eng Online, 2010 Oct 20; 9. PMID: 20955567    Free PMC article.
Symptomatic vs. asymptomatic plaque classification in carotid ultrasound.
Rajendra U Acharya, Oliver Faust, +5 authors, Jasjit S Suri.
J Med Syst, 2011 Jan 19; 36(3). PMID: 21243411
Comparison of usual interstitial pneumonia and nonspecific interstitial pneumonia: quantification of disease severity and discrimination between two diseases on HRCT using a texture-based automated system.
Sang Ok Park, Joon Beom Seo, +3 authors, Dong Soon Kim.
Korean J Radiol, 2011 May 24; 12(3). PMID: 21603289    Free PMC article.
Optimizing automated characterization of liver fibrosis histological images by investigating color spaces at different resolutions.
Doaa Mahmoud-Ghoneim.
Theor Biol Med Model, 2011 Jul 16; 8. PMID: 21756305    Free PMC article.
Quantitative analysis of colorectal lesions observed on magnified endoscopy images.
Keiichi Onji, Shigeto Yoshida, +8 authors, Kazuaki Chayama.
J Gastroenterol, 2011 Sep 16; 46(12). PMID: 21918927
MRI texture analysis in multiple sclerosis.
Yunyan Zhang.
Int J Biomed Imaging, 2011 Dec 07; 2012. PMID: 22144983    Free PMC article.
Neural network assessment of herbal protection against chemotherapeutic-induced reproductive toxicity.
Amr Amin, Doaa Mahmoud-Ghoneim, Muhammed I Syam, Sayel Daoud.
Theor Biol Med Model, 2012 Jan 26; 9. PMID: 22272939    Free PMC article.
Central gland and peripheral zone prostate tumors have significantly different quantitative imaging signatures on 3 Tesla endorectal, in vivo T2-weighted MR imagery.
Satish E Viswanath, Nicholas B Bloch, +5 authors, Anant Madabhushi.
J Magn Reson Imaging, 2012 Feb 18; 36(1). PMID: 22337003    Free PMC article.
Comparison of heterogeneity quantification algorithms for brain SPECT perfusion images.
Romain Modzelewski, Elise Janvresse, Thierry de la Rue, Pierre Vera.
EJNMMI Res, 2012 Jul 24; 2(1). PMID: 22818866    Free PMC article.
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Virendra Kumar, Yuhua Gu, +13 authors, Robert J Gillies.
Magn Reson Imaging, 2012 Aug 18; 30(9). PMID: 22898692    Free PMC article.
Highly Cited. Review.
Quantitative assessment of change in regional disease patterns on serial HRCT of fibrotic interstitial pneumonia with texture-based automated quantification system.
Ra Gyoung Yoon, Joon Beom Seo, +6 authors, Dong Soon Kim.
Eur Radiol, 2012 Aug 25; 23(3). PMID: 22918563
Computerized segmentation and characterization of breast lesions in dynamic contrast-enhanced MR images using fuzzy c-means clustering and snake algorithm.
Yachun Pang, Li Li, +3 authors, Yuanzhi Shao.
Comput Math Methods Med, 2012 Sep 07; 2012. PMID: 22952558    Free PMC article.
Quantifying tumour heterogeneity in 18F-FDG PET/CT imaging by texture analysis.
Sugama Chicklore, Vicky Goh, +3 authors, Gary J R Cook.
Eur J Nucl Med Mol Imaging, 2012 Oct 16; 40(1). PMID: 23064544
Highly Cited. Review.
Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?
Fergus Davnall, Connie S P Yip, +7 authors, Vicky Goh.
Insights Imaging, 2012 Oct 25; 3(6). PMID: 23093486    Free PMC article.
Highly Cited.
Quantification of heterogeneity observed in medical images.
Frank J Brooks, Perry W Grigsby.
BMC Med Imaging, 2013 Mar 05; 13. PMID: 23453000    Free PMC article.
Quantifying tumour heterogeneity with CT.
Balaji Ganeshan, Kenneth A Miles.
Cancer Imaging, 2013 Apr 03; 13. PMID: 23545171    Free PMC article.
Highly Cited.
3D texture analysis reveals imperceptible MRI textural alterations in the thalamus and putamen in progressive myoclonic epilepsy type 1, EPM1.
Sanna Suoranta, Kirsi Holli-Helenius, +6 authors, Ritva Vanninen.
PLoS One, 2013 Aug 08; 8(7). PMID: 23922849    Free PMC article.
Abnormalities in fronto-striatal connectivity within language networks relate to differences in grey-matter heterogeneity in Asperger syndrome.
Eugenia Radulescu, Ludovico Minati, +6 authors, Hugo D Critchley.
Neuroimage Clin, 2013 Nov 02; 2. PMID: 24179823    Free PMC article.
Texture analysis improves level set segmentation of the anterior abdominal wall.
Zhoubing Xu, Wade M Allen, +2 authors, Bennett A Landman.
Med Phys, 2013 Dec 11; 40(12). PMID: 24320512    Free PMC article.
Volumetric texture features from higher-order images for diagnosis of colon lesions via CT colonography.
Bowen Song, Guopeng Zhang, +4 authors, Zhengrong Liang.
Int J Comput Assist Radiol Surg, 2014 Apr 04; 9(6). PMID: 24696313    Free PMC article.
An improved quantitative analysis method for plant cortical microtubules.
Yi Lu, Chenyang Huang, Jia Wang, Peng Shang.
ScientificWorldJournal, 2014 Apr 20; 2014. PMID: 24744684    Free PMC article.
Exploring Variability in CT Characterization of Tumors: A Preliminary Phantom Study.
Binsheng Zhao, Yongqiang Tan, +2 authors, Lin Lu.
Transl Oncol, 2014 Apr 29; 7(1). PMID: 24772211    Free PMC article.
A texture analysis method for MR images of airway dilator muscles: a feasibility study.
P Kölhi, J Järnstedt, +4 authors, H Eskola.
Dentomaxillofac Radiol, 2014 Apr 30; 43(5). PMID: 24773626    Free PMC article.
Diagnostic assessment by dynamic contrast-enhanced and diffusion-weighted magnetic resonance in differentiation of breast lesions under different imaging protocols.
Hongmin Cai, Lizhi Liu, +2 authors, Li Li.
BMC Cancer, 2014 Jun 03; 14. PMID: 24885156    Free PMC article.
Effect of corneal hydration on the quality of the femtosecond laser anterior lamellar cut.
Ossama Nada, Anca Marian, +5 authors, Isabelle Brunette.
PLoS One, 2014 Jun 10; 9(6). PMID: 24911840    Free PMC article.
Spatial uncertainty modeling of fuzzy information in images for pattern classification.
Tuan D Pham.
PLoS One, 2014 Aug 27; 9(8). PMID: 25157744    Free PMC article.
Comparison of texture features derived from static and respiratory-gated PET images in non-small cell lung cancer.
Stephen Yip, Keisha McCall, +3 authors, Ross Berbeco.
PLoS One, 2014 Dec 18; 9(12). PMID: 25517987    Free PMC article.
A computer-aided diagnosis system for dynamic contrast-enhanced MR images based on level set segmentation and ReliefF feature selection.
Zhiyong Pang, Dongmei Zhu, +2 authors, Yuanzhi Shao.
Comput Math Methods Med, 2015 Jan 30; 2015. PMID: 25628755    Free PMC article.
Nominated texture based cervical cancer classification.
Edwin Jayasingh Mariarputham, Allwin Stephen.
Comput Math Methods Med, 2015 Feb 05; 2015. PMID: 25649913    Free PMC article.
Lung texture in serial thoracic computed tomography scans: correlation of radiomics-based features with radiation therapy dose and radiation pneumonitis development.
Alexandra Cunliffe, Samuel G Armato, +3 authors, Hania A Al-Hallaq.
Int J Radiat Oncol Biol Phys, 2015 Feb 12; 91(5). PMID: 25670540    Free PMC article.
Highly Cited.
Hepatitis C related chronic liver cirrhosis: feasibility of texture analysis of MR images for classification of fibrosis stage and necroinflammatory activity grade.
Zhuo Wu, Osamu Matsui, +7 authors, Toshifumi Gabata.
PLoS One, 2015 Mar 06; 10(3). PMID: 25742285    Free PMC article.
Efficient Data Mining for Local Binary Pattern in Texture Image Analysis.
Jin Tae Kwak, Sheng Xu, Bradford J Wood.
Expert Syst Appl, 2015 Mar 15; 42(9). PMID: 25767332    Free PMC article.
Automated characterisation of ultrasound images of ovarian tumours: the diagnostic accuracy of a support vector machine and image processing with a local binary pattern operator.
S Khazendar, A Sayasneh, +6 authors, T Bourne.
Facts Views Vis Obgyn, 2015 Apr 22; 7(1). PMID: 25897367    Free PMC article.
Application of texture analysis method for classification of benign and malignant thyroid nodules in ultrasound images.
Ali Abbasian Ardakani, Akbar Gharbali, Afshin Mohammadi.
Iran J Cancer Prev, 2015 May 12; 8(2). PMID: 25960851    Free PMC article.
Texture analysis of (125)I-A5B7 anti-CEA antibody SPECT differentiates metastatic colorectal cancer model phenotypes and anti-vascular therapy response.
V Rajkumar, V Goh, +4 authors, G J R Cook.
Br J Cancer, 2015 May 20; 112(12). PMID: 25989271    Free PMC article.
The precision of textural analysis in (18)F-FDG-PET scans of oesophageal cancer.
Georgia Doumou, Musib Siddique, +2 authors, Gary J Cook.
Eur Radiol, 2015 May 23; 25(9). PMID: 25994189
Childhood extracranial neoplasms: the role of imaging in drug development and clinical trials.
Lucy A Fowkes, Dow-Mu Koh, +4 authors, Andrew D J Pearson.
Pediatr Radiol, 2015 Jun 06; 45(11). PMID: 26045035
Magnetic resonance imaging texture analysis classification of primary breast cancer.
S A Waugh, C A Purdie, +4 authors, A M Thompson.
Eur Radiol, 2015 Jun 13; 26(2). PMID: 26065395
Automated Feature Extraction in Brain Tumor by Magnetic Resonance Imaging Using Gaussian Mixture Models.
Ahmad Chaddad.
Int J Biomed Imaging, 2015 Jul 03; 2015. PMID: 26136774    Free PMC article.
Application of Texture Analysis in Diagnosis of Multiple Sclerosis by Magnetic Resonance Imaging.
Ali Abbasian Ardakani, Akbar Gharbali, +2 authors, Surena Nazarbaghi.
Glob J Health Sci, 2015 Jul 15; 7(6). PMID: 26153164    Free PMC article.
Texture analysis on MR images helps predicting non-response to NAC in breast cancer.
N Michoux, S Van den Broeck, +4 authors, I Leconte.
BMC Cancer, 2015 Aug 06; 15. PMID: 26243303    Free PMC article.
Prediction of neoadjuvant radiation chemotherapy response and survival using pretreatment [(18)F]FDG PET/CT scans in locally advanced rectal cancer.
Ji-In Bang, Seunggyun Ha, +6 authors, Sang Eun Kim.
Eur J Nucl Med Mol Imaging, 2015 Sep 05; 43(3). PMID: 26338180
Predicting Response to Neoadjuvant Chemotherapy with PET Imaging Using Convolutional Neural Networks.
Petros-Pavlos Ypsilantis, Musib Siddique, +4 authors, Giovanni Montana.
PLoS One, 2015 Sep 12; 10(9). PMID: 26355298    Free PMC article.
Autoclustering of Non-small Cell Lung Carcinoma Subtypes on (18)F-FDG PET Using Texture Analysis: A Preliminary Result.
Seunggyun Ha, Hongyoon Choi, +4 authors, Dong Soo Lee.
Nucl Med Mol Imaging, 2015 Sep 24; 48(4). PMID: 26396632    Free PMC article.
A method for comparing intra-tumoural radioactivity uptake heterogeneity in preclinical positron emission tomography studies.
Jonas Grafström, Hanna-Stina Ahlzén, Sharon Stone-Elander.
EJNMMI Phys, 2015 Oct 27; 2(1). PMID: 26501820    Free PMC article.
MRI texture analysis of subchondral bone at the tibial plateau.
James W MacKay, Philip J Murray, +3 authors, Andoni P Toms.
Eur Radiol, 2015 Dec 19; 26(9). PMID: 26679180
Texture Feature Extraction and Analysis for Polyp Differentiation via Computed Tomography Colonography.
Yifan Hu, Zhengrong Liang, +7 authors, Chris E Lascarides.
IEEE Trans Med Imaging, 2016 Jan 23; 35(6). PMID: 26800530    Free PMC article.
Assessment of Invasive Breast Cancer Heterogeneity Using Whole-Tumor Magnetic Resonance Imaging Texture Analysis: Correlations With Detailed Pathological Findings.
Eun Sook Ko, Jae-Hun Kim, +3 authors, Seok Jin Nam.
Medicine (Baltimore), 2016 Jan 29; 95(3). PMID: 26817878    Free PMC article.
Prostate cancer: The applicability of textural analysis of MRI for grading.
Frederick Kelcz, David F Jarrard.
Nat Rev Urol, 2016 Feb 18; 13(4). PMID: 26878802
Dynamic fractal signature dissimilarity analysis for therapeutic response assessment using dynamic contrast-enhanced MRI.
Chunhao Wang, Ergys Subashi, Fang-Fang Yin, Zheng Chang.
Med Phys, 2016 Mar 05; 43(3). PMID: 26936718    Free PMC article.
Extracted magnetic resonance texture features discriminate between phenotypes and are associated with overall survival in glioblastoma multiforme patients.
Ahmad Chaddad, Camel Tanougast.
Med Biol Eng Comput, 2016 Oct 21; 54(11). PMID: 26960324
The identification of liver cirrhosis with modified LBP grayscaling and Otsu binarization.
Karan Aggarwal, Manjit Singh Bhamrah, Hardeep Singh Ryait.
Springerplus, 2016 Apr 12; 5. PMID: 27065292    Free PMC article.
CT texture analysis in colorectal liver metastases: A better way than size and volume measurements to assess response to chemotherapy?
Sheng-Xiang Rao, Doenja Mj Lambregts, +11 authors, Regina Gh Beets-Tan.
United European Gastroenterol J, 2016 Apr 19; 4(2). PMID: 27087955    Free PMC article.
Radiomic Texture Analysis Mapping Predicts Areas of True Functional MRI Activity.
Islam Hassan, Aikaterini Kotrotsou, +7 authors, Rivka R Colen.
Sci Rep, 2016 May 07; 6. PMID: 27151623    Free PMC article.
Pulmonary imaging after stereotactic radiotherapy-does RECIST still apply?
Sarah A Mattonen, Aaron D Ward, David A Palma.
Br J Radiol, 2016 Jun 02; 89(1065). PMID: 27245137    Free PMC article.
Tumour heterogeneity in glioblastoma assessed by MRI texture analysis: a potential marker of survival.
David Molina, Julián Pérez-Beteta, +13 authors, Víctor M Pérez-García.
Br J Radiol, 2016 Jun 21; 89(1064). PMID: 27319577    Free PMC article.
The relationship between HbA₁c and ultrasound plaque textures in atherosclerotic patients.
Xiao-Wei Huang, Yan-Ling Zhang, +5 authors, Li-Li Niu.
Cardiovasc Diabetol, 2016 Jul 20; 15. PMID: 27431674    Free PMC article.
Quantitative ultrasound imaging of Achilles tendon integrity in symptomatic and asymptomatic individuals: reliability and minimal detectable change.
Marie-Josée Nadeau, Amélie Desrochers, +2 authors, Dany H Gagnon.
J Foot Ankle Res, 2016 Aug 20; 9. PMID: 27540416    Free PMC article.
Diagnosis of subglottic stenosis in a rabbit model using long-range optical coherence tomography.
Olubunmi Ajose-Popoola, Erica Su, +8 authors, Brian J F Wong.
Laryngoscope, 2016 Aug 26; 127(1). PMID: 27559721    Free PMC article.
Pattern Recognition Approaches for Breast Cancer DCE-MRI Classification: A Systematic Review.
Roberta Fusco, Mario Sansone, +4 authors, Antonella Petrillo.
J Med Biol Eng, 2016 Sep 23; 36(4). PMID: 27656117    Free PMC article.
Collagen fibers mediate MRI-detected water diffusion and anisotropy in breast cancers.
Samata Kakkad, Jiangyang Zhang, +8 authors, Zaver M Bhujwalla.
Neoplasia, 2016 Oct 16; 18(10). PMID: 27742013    Free PMC article.
Radiation injury vs. recurrent brain metastasis: combining textural feature radiomics analysis and standard parameters may increase 18F-FET PET accuracy without dynamic scans.
Philipp Lohmann, Gabriele Stoffels, +9 authors, Norbert Galldiks.
Eur Radiol, 2016 Nov 18; 27(7). PMID: 27853813
Parameter set for computer-assisted texture analysis of fetal brain.
Hugues Gentillon, Ludomir Stefańczyk, Michał Strzelecki, Maria Respondek-Liberska.
BMC Res Notes, 2016 Nov 27; 9(1). PMID: 27887658    Free PMC article.
Texture analysis of intermediate-advanced hepatocellular carcinoma: prognosis and patients' selection of transcatheter arterial chemoembolization and sorafenib.
Sirui Fu, Shuting Chen, +4 authors, Ligong Lu.
Oncotarget, 2016 Dec 03; 8(23). PMID: 27911268    Free PMC article.
T2-weighted MRI-derived textural features reflect prostate cancer aggressiveness: preliminary results.
Gabriel Nketiah, Mattijs Elschot, +4 authors, Kirsten M Selnæs.
Eur Radiol, 2016 Dec 16; 27(7). PMID: 27975146
Mining textural knowledge in biological images: Applications, methods and trends.
Santa Di Cataldo, Elisa Ficarra.
Comput Struct Biotechnol J, 2016 Dec 21; 15. PMID: 27994798    Free PMC article.
Classification and analysis of human ovarian tissue using full field optical coherence tomography.
Sreyankar Nandy, Melinda Sanders, Quing Zhu.
Biomed Opt Express, 2016 Dec 27; 7(12). PMID: 28018734    Free PMC article.
Quantitative Computed Tomography Features for Predicting Tumor Recurrence in Patients with Surgically Resected Adenocarcinoma of the Lung.
Hyun Jung Koo, Yu Sub Sung, +5 authors, Mi Young Kim.
PLoS One, 2017 Jan 10; 12(1). PMID: 28068363    Free PMC article.
Predicting breast cancer response to neoadjuvant chemotherapy using pretreatment diffuse optical spectroscopic texture analysis.
William T Tran, Mehrdad J Gangeh, +12 authors, Gregory J Czarnota.
Br J Cancer, 2017 Apr 19; 116(10). PMID: 28419079    Free PMC article.
Metabolic Radiomics for Pretreatment 18F-FDG PET/CT to Characterize Locally Advanced Breast Cancer: Histopathologic Characteristics, Response to Neoadjuvant Chemotherapy, and Prognosis.
Seunggyun Ha, Sohyun Park, +2 authors, Ho-Young Lee.
Sci Rep, 2017 May 10; 7(1). PMID: 28484211    Free PMC article.
Interim heterogeneity changes measured using entropy texture features on T2-weighted MRI at 3.0 T are associated with pathological response to neoadjuvant chemotherapy in primary breast cancer.
Shelley Henderson, Colin Purdie, +5 authors, Alastair M Thompson.
Eur Radiol, 2017 May 20; 27(11). PMID: 28523352    Free PMC article.
Image texture features predict renal function decline in patients with autosomal dominant polycystic kidney disease.
Timothy L Kline, Panagiotis Korfiatis, +12 authors, CRISP Investigators.
Kidney Int, 2017 May 24; 92(5). PMID: 28532709    Free PMC article.
Lack of robustness of textural measures obtained from 3D brain tumor MRIs impose a need for standardization.
David Molina, Julián Pérez-Beteta, +4 authors, Víctor M Pérez-García.
PLoS One, 2017 Jun 07; 12(6). PMID: 28586353    Free PMC article.
Computer-aided detection of brain metastasis on 3D MR imaging: Observer performance study.
Leonard Sunwoo, Young Jae Kim, +12 authors, Jae Hyoung Kim.
PLoS One, 2017 Jun 09; 12(6). PMID: 28594923    Free PMC article.
Associations between radiologist-defined semantic and automatically computed radiomic features in non-small cell lung cancer.
Stephen S F Yip, Ying Liu, +6 authors, Hugo J W L Aerts.
Sci Rep, 2017 Jun 16; 7(1). PMID: 28615677    Free PMC article.
Can Laws Be a Potential PET Image Texture Analysis Approach for Evaluation of Tumor Heterogeneity and Histopathological Characteristics in NSCLC?
Seyhan Karacavus, Bülent Yılmaz, +4 authors, Oguzhan Ayyıldız.
J Digit Imaging, 2017 Jul 08; 31(2). PMID: 28685320    Free PMC article.
MRI Texture Analysis of Background Parenchymal Enhancement of the Breast.
Yasuo Amano, Jun Woo, +3 authors, Mayumi Tani.
Biomed Res Int, 2017 Aug 16; 2017. PMID: 28812015    Free PMC article.
Test-retest reliability of echo intensity parameters in healthy Achilles tendons using a semi-automatic tracing procedure.
Alessandro Schneebeli, Filippo Del Grande, +2 authors, Marco Barbero.
Skeletal Radiol, 2017 Aug 23; 46(11). PMID: 28828624
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.
Radiomics to predict immunotherapy-induced pneumonitis: proof of concept.
Rivka R Colen, Takeo Fujii, +16 authors, Aung Naing.
Invest New Drugs, 2017 Oct 28; 36(4). PMID: 29075985    Free PMC article.
Cancer Metabolism and Tumor Heterogeneity: Imaging Perspectives Using MR Imaging and Spectroscopy.
Gigin Lin, Kayvan R Keshari, Jae Mo Park.
Contrast Media Mol Imaging, 2017 Nov 09; 2017. PMID: 29114178    Free PMC article.
Assessing treatment response in triple-negative breast cancer from quantitative image analysis in perfusion magnetic resonance imaging.
Imon Banerjee, Sadhika Malladi, +5 authors, Daniel L Rubin.
J Med Imaging (Bellingham), 2017 Nov 15; 5(1). PMID: 29134191    Free PMC article.
Identification of ghost artifact using texture analysis in pediatric spinal cord diffusion tensor images.
Mahdi Alizadeh, Chris J Conklin, +7 authors, Feroze B Mohamed.
Magn Reson Imaging, 2017 Nov 21; 47. PMID: 29154897    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.
MRI texture analysis in differentiating luminal A and luminal B breast cancer molecular subtypes - a feasibility study.
Kirsi Holli-Helenius, Annukka Salminen, +4 authors, Riitta Parkkola.
BMC Med Imaging, 2017 Dec 30; 17(1). PMID: 29284425    Free PMC article.
Spatial habitats from multiparametric MR imaging are associated with signaling pathway activities and survival in glioblastoma.
Katherine Dextraze, Abhijoy Saha, +12 authors, Arvind Rao.
Oncotarget, 2018 Jan 20; 8(68). PMID: 29348883    Free PMC article.
Cytoprotective Mechanisms in Fatty Liver Preservation against Cold Ischemia Injury: A Comparison between IGL-1 and HTK.
Arnau Panisello-Roselló, Eva Verde, +8 authors, Joan Roselló-Catafau.
Int J Mol Sci, 2018 Jan 25; 19(2). PMID: 29364854    Free PMC article.
Investigation of radiomic signatures for local recurrence using primary tumor texture analysis in oropharyngeal head and neck cancer patients.
M. D. Anderson Cancer Center Head and Neck Quantitative Imaging Working Group.
Sci Rep, 2018 Jan 26; 8(1). PMID: 29367653    Free PMC article.
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.
Quantitative Morphometry for Osteochondral Tissues Using Second Harmonic Generation Microscopy and Image Texture Information.
Takashi Saitou, Hiroshi Kiyomatsu, Takeshi Imamura.
Sci Rep, 2018 Feb 13; 8(1). PMID: 29434299    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
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.
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.
ALTEA: A Software Tool for the Evaluation of New Biomarkers for Alzheimer's Disease by Means of Textures Analysis on Magnetic Resonance Images.
Carlos López-Gómez, Rafael Ortiz-Ramón, +2 authors, Alzheimer’s Disease Neuroimaging Initiative.
Diagnostics (Basel), 2018 Jul 22; 8(3). PMID: 30029524    Free PMC article.
Scintigraphic texture analysis for assessment of renal allograft function.
Ali Abbasian Ardakani, Sepideh Hekmat, Jamileh Abolghasemi, Reza Reiazi.
Pol J Radiol, 2018 Jul 25; 83. PMID: 30038672    Free PMC article.
Differentiation between metastatic and tumour-free cervical lymph nodes in patients with papillary thyroid carcinoma by grey-scale sonographic texture analysis.
Ali Abbasian Ardakani, Alireza Rasekhi, +2 authors, Bahareh Khalili Najafabad.
Pol J Radiol, 2018 Jul 25; 83. PMID: 30038677    Free PMC article.
Quantitative Radiomics: Impact of Pulse Sequence Parameter Selection on MRI-Based Textural Features of the Brain.
John Ford, Nesrin Dogan, Lori Young, Fei Yang.
Contrast Media Mol Imaging, 2018 Aug 30; 2018. PMID: 30154684    Free PMC article.
Texture analysis of magnetic resonance T1 mapping with dilated cardiomyopathy: A machine learning approach.
Xiao-Ning Shao, Ying-Jie Sun, +4 authors, Jing-Liang Cheng.
Medicine (Baltimore), 2018 Sep 15; 97(37). PMID: 30212958    Free PMC article.
Texture features and pharmacokinetic parameters in differentiating benign and malignant breast lesions by dynamic contrast enhanced magnetic resonance imaging.
Qingliang Niu, Xiaomei Jiang, +4 authors, Xuexi Zhang.
Oncol Lett, 2018 Sep 15; 16(4). PMID: 30214595    Free PMC article.
Relationship between Extension or Texture Features of Late Gadolinium Enhancement and Ventricular Tachyarrhythmias in Hypertrophic Cardiomyopathy.
Yasuo Amano, Yasuyuki Suzuki, +2 authors, Naoya Matsumoto.
Biomed Res Int, 2018 Oct 03; 2018. PMID: 30271782    Free PMC article.
Radiomic Features of Hippocampal Subregions in Alzheimer's Disease and Amnestic Mild Cognitive Impairment.
Feng Feng, Pan Wang, +10 authors, Yong Liu.
Front Aging Neurosci, 2018 Oct 16; 10. PMID: 30319396    Free PMC article.
CT texture analysis in the differentiation of major renal cell carcinoma subtypes and correlation with Fuhrman grade.
Yu Deng, Erik Soule, +6 authors, Kumaresan Sandrasegaran.
Eur Radiol, 2019 May 28; 29(12). PMID: 31127316
Comparison between fractal analysis and radiopacity evaluation as a tool for studying repair of an osseous defect in an animal model using biomaterials.
Nathália R Gomes, Juliano D S Albergaria, +4 authors, Cláudia Borges Brasileiro.
Dentomaxillofac Radiol, 2019 Jul 12; 48(7). PMID: 31295019    Free PMC article.
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
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.
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.
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
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.
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.
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.
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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.
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.
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.
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.
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.
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.