Cancer Research and Treatment

A multicenter study: predicting KRAS mutation and prognosis in colorectal cancer through a CT-based radiomics nomogram

Manman Li, Yiwen Yuan, Hui Zhou, Feng Feng, Guodong Xu

SG-Transunet: A segmentation-guided Transformer U-Net model for KRAS gene mutation status identification in colorectal cancer

Yulan Ma, Yuzhu Guo, Weigang Cui, Jingyu Liu, Yang Li, Yingsen Wang, Yan Qiang

Computers in Biology and Medicine.2024; 173: 108293. CrossRef

A segmentation-based sequence residual attention model for KRAS gene mutation status prediction in colorectal cancer

Lin Zhao, Kai Song, Yulan Ma, Meiling Cai, Yan Qiang, Jingyu Sun, Juanjuan Zhao

Applied Intelligence.2023; 53(9): 10232. CrossRef

Rectal MRI Interpretation After Neoadjuvant Therapy

Natally Horvat, Maria El Homsi, Joao Miranda, Yousef Mazaheri, Marc J. Gollub, Viktoriya Paroder

Journal of Magnetic Resonance Imaging.2023; 57(2): 353. CrossRef

Association between Dynamic Contrast-Enhanced MRI Parameters and Prognostic Factors in Patients with Primary Rectal Cancer

Virtual biopsy in abdominal pathology: where do we stand?

Arianna Defeudis, Jovana Panic, Giulia Nicoletti, Simone Mazzetti, Valentina Giannini, Daniele Regge

Repeatability of radiomics studies in colorectal cancer: a systematic review

Ying Liu, Xiaoqin Wei, Xu Feng, Yan Liu, Guiling Feng, Yong Du

Joao Miranda, Natally Horvat, Jose A. B. Araujo-Filho, Kamila S. Albuquerque, Charlotte Charbel, Bruno M. C. Trindade, Daniel L. Cardoso, Lucas de Padua Gomes de Farias, Jayasree Chakraborty, Cesar Higa Nomura

Journal of Gastrointestinal Cancer.2023; 54(4): 1158. CrossRef

Radiomics and Radiogenomics in Pelvic Oncology: Current Applications and Future Directions

Construction of prediction model for KRAS mutation status of colorectal cancer based on CT radiomics

Yuntai Cao, Jing Zhang, Lele Huang, Zhiyong Zhao, Guojin Zhang, Jialiang Ren, Hailong Li, Hongqian Zhang, Bin Guo, Zhan Wang, Yue Xing, Junlin Zhou

Japanese Journal of Radiology.2023; 41(11): 1236. CrossRef

Artificial intelligence and radiomics in magnetic resonance imaging of rectal cancer: a review

Giuseppe Di Costanzo, Raffaele Ascione, Andrea Ponsiglione, Anna Giacoma Tucci, Serena Dell’Aversana, Francesca Iasiello, Enrico Cavaglià

Exploration of Targeted Anti-tumor Therapy.2023; : 406. CrossRef

Investigating the Feasibility of Predicting KRAS Status, Tumor Staging, and Extramural Venous Invasion in Colorectal Cancer Using Inter-Platform Magnetic Resonance Imaging Radiomic Features

Mohammed S. Alshuhri, Abdulaziz Alduhyyim, Haitham Al-Mubarak, Ahmad A. Alhulail, Othman I. Alomair, Yahia Madkhali, Rakan A. Alghuraybi, Abdullah M. Alotaibi, Abdullalh G. M. Alqahtani

Radiogenomics: Contemporary Applications in the Management of Rectal Cancer

Niall J. O’Sullivan, Hugo C. Temperley, Michelle T. Horan, Alison Corr, Brian J. Mehigan, John O. Larkin, Paul H. McCormick, Dara O. Kavanagh, James F. M. Meaney, Michael E. Kelly

KRAS status predicted by pretreatment MRI radiomics was associated with lung metastasis in locally advanced rectal cancer patients

Yirong Xiang, Shuai Li, Maxiaowei Song, Hongzhi Wang, Ke Hu, Fengwei Wang, Zhi Wang, Zhiyong Niu, Jin Liu, Yong Cai, Yongheng Li, Xianggao Zhu, Jianhao Geng, Yangzi Zhang, Huajing Teng, Weihu Wang

Segmentation-based multi-scale attention model for KRAS mutation prediction in rectal cancer

Kai Song, Zijuan Zhao, Jiawen Wang, Yan Qiang, Juanjuan Zhao, Muhammad Bilal Zia

International Journal of Machine Learning and Cybernetics.2022; 13(5): 1283. CrossRef

A multitask dual‐stream attention network for the identification of KRAS mutation in colorectal cancer

Kai Song, Zijuan Zhao, Yulan Ma, JiaWen Wang, Wei Wu, Yan Qiang, Juanjuan Zhao, Suman Chaudhary

Multi-Omic Approaches in Colorectal Cancer beyond Genomic Data

Emilia Sardo, Stefania Napolitano, Carminia Maria Della Corte, Davide Ciardiello, Antonio Raucci, Gianluca Arrichiello, Teresa Troiani, Fortunato Ciardiello, Erika Martinelli, Giulia Martini

Journal of Personalized Medicine.2022; 12(2): 128. CrossRef

The application of radiomics in predicting gene mutations in cancer

The prognostic effect of PNN in digestive tract cancers and its correlation with the tumor immune landscape in colon adenocarcinoma

Hui Zhang, Ming Jin, Meng Ye, Yanping Bei, Shaohui Yang, Kaitai Liu

Journal of Clinical Laboratory Analysis.2022;[Epub] CrossRef

18F-FDG-PET/MRI texture analysis in rectal cancer after neoadjuvant chemoradiotherapy

Giulia Capelli, Cristina Campi, Quoc Riccardo Bao, Francesco Morra, Carmelo Lacognata, Pietro Zucchetta, Diego Cecchin, Salvatore Pucciarelli, Gaya Spolverato, Filippo Crimì

Nuclear Medicine Communications.2022; 43(7): 815. CrossRef

Radiomics model based on multi-sequence MR images for predicting preoperative immunoscore in rectal cancer

Kaiming Xue, Lin Liu, Yunxia Liu, Yan Guo, Yuhang Zhu, Mengchao Zhang

La radiologia medica.2022; 127(7): 702. CrossRef

Heteronemin and Tetrac Induce Anti-Proliferation by Blocking EGFR-Mediated Signaling in Colorectal Cancer Cells

Sukanya Unson, Tung-Cheng Chang, Yung-Ning Yang, Shwu-Huey Wang, Chi-Hung Huang, Dana R. Crawford, Haw-Ming Huang, Zi-Lin Li, Hung-Yun Lin, Jacqueline Whang-Peng, Kuan Wang, Paul J. Davis, Wen-Shan Li

Association between Texture Analysis Parameters and Molecular Biologic KRAS Mutation in Non-Mucinous Rectal Cancer

Sung Jae Jo, Seung Ho Kim, Sang Joon Park, Yedaun Lee, Jung Hee Son

Journal of the Korean Society of Radiology.2021; 82(2): 406. CrossRef

Actualización de la recomendación para la determinación de biomarcadores en el carcinoma colorrectal. Consenso Nacional de la Sociedad Española de Oncología Médica y de la Sociedad Española de Anatomía Patológica

Samuel Navarro, Miriam Cuatrecasas, Javier Hernández-Losa, Stefania Landolfi, Eva Musulén, Santiago Ramón y Cajal, Rocío García-Carbonero, Jesús García-Foncillas, Pedro Pérez-Segura, Ramón Salazar, Ruth Vera, Pilar García-Alfonso

Revista Española de Patología.2021; 54(1): 41. CrossRef

Texture analysis using T1-weighted images for muscles in Charcot-Marie-Tooth disease patients and volunteers

Ji Hyun Lee, Young Cheol Yoon, Hyun Su Kim, Jae-Hun Kim, Byung-Ok Choi

Radiomics signature of brain metastasis: prediction of EGFR mutation status

Guangyu Wang, Bomin Wang, Zhou Wang, Wenchao Li, Jianjun Xiu, Zhi Liu, Mingyong Han

Radiomics and Magnetic Resonance Imaging of Rectal Cancer: From Engineering to Clinical Practice

Francesca Coppola, Valentina Giannini, Michela Gabelloni, Jovana Panic, Arianna Defeudis, Silvia Lo Monaco, Arrigo Cattabriga, Maria Adriana Cocozza, Luigi Vincenzo Pastore, Michela Polici, Damiano Caruso, Andrea Laghi, Daniele Regge, Emanuele Neri, Rita

MRI Radiomics Signature as a Potential Biomarker for Predicting KRAS Status in Locally Advanced Rectal Cancer Patients

ZhiYuan Zhang, LiJun Shen, Yan Wang, Jiazhou Wang, Hui Zhang, Fan Xia, JueFeng Wan, Zhen Zhang

Differentiating TP53 Mutation Status in Pancreatic Ductal Adenocarcinoma Using Multiparametric MRI-Derived Radiomics

Jing Gao, Xiahan Chen, Xudong Li, Fei Miao, Weihuan Fang, Biao Li, Xiaohua Qian, Xiaozhu Lin

Radiomic signature of the FOWARC trial predicts pathological response to neoadjuvant treatment in rectal cancer

Zhuokai Zhuang, Zongchao Liu, Juan Li, Xiaolin Wang, Peiyi Xie, Fei Xiong, Jiancong Hu, Xiaochun Meng, Meijin Huang, Yanhong Deng, Ping Lan, Huichuan Yu, Yanxin Luo

Journal of Translational Medicine.2021;[Epub] CrossRef

Systematic Review on the Association of Radiomics with Tumor Biological Endpoints

Agustina La Greca Saint-Esteven, Diem Vuong, Fabienne Tschanz, Janita E. van Timmeren, Riccardo Dal Bello, Verena Waller, Martin Pruschy, Matthias Guckenberger, Stephanie Tanadini-Lang

Emerging applications of radiomics in rectal cancer: State of the art and future perspectives

World Journal of Gastroenterology.2021; 27(25): 3802. CrossRef

Spatial-Frequency dual-branch attention model for determining KRAS mutation status in colorectal cancer with T2-weighted MRI

Yulan Ma, Jiawen Wang, Kai Song, Yan Qiang, Xiong Jiao, Juanjuan Zhao

Computer Methods and Programs in Biomedicine.2021; 209: 106311. CrossRef

Textural differences based on apparent diffusion coefficient maps for discriminating pT3 subclasses of rectal adenocarcinoma

Zhi-Hua Lu, Kai-Jian Xia, Heng Jiang, Jian-Long Jiang, Mei Wu

World Journal of Clinical Cases.2021; 9(24): 6987. CrossRef

Japanese Journal of Radiological Technology.2021; 77(8): 866. CrossRef

Radiomics and machine learning applications in rectal cancer: Current update and future perspectives

Arnaldo Stanzione, Francesco Verde, Valeria Romeo, Francesca Boccadifuoco, Pier Paolo Mainenti, Simone Maurea

World Journal of Gastroenterology.2021; 27(32): 5306. CrossRef

Role of MRI‑based radiomics in locally advanced rectal cancer (Review)

Siyu Zhang, Mingrong Yu, Dan Chen, Peidong Li, Bin Tang, Jie Li

Development and validation of a MRI-based radiomics signature for prediction of KRAS mutation in rectal cancer

Yanfen Cui, Huanhuan Liu, Jialiang Ren, Xiaosong Du, Lei Xin, Dandan Li, Xiaotang Yang, Dengbin Wang

Multi-branch cross attention model for prediction of KRAS mutation in rectal cancer with t2-weighted MRI

JiaWen Wang, YanFen Cui, GuoHua Shi, JuanJuan Zhao, XiaoTang Yang, Yan Qiang, QianQian Du, Yue Ma, Ntikurako Guy-Fernand Kazihise

Applied Intelligence.2020; 50(8): 2352. CrossRef

Development and validation of a radiomics model based on T2WI images for preoperative prediction of microsatellite instability status in rectal cancer

Zixing Huang, Wei Zhang, Du He, Xing Cui, Song Tian, Hongkun Yin, Bin Song

PET/MRI Radiomics in Rectal Cancer: a Pilot Study on the Correlation Between PET- and MRI-Derived Image Features with a Clinical Interpretation

Barbara Juarez Amorim, Angel Torrado-Carvajal, Shadi A Esfahani, Sara S Marcos, Mark Vangel, Dan Stein, David Groshar, Onofrio A Catalano

Molecular Imaging and Biology.2020; 22(5): 1438. CrossRef

MRI T2-weighted sequences-based texture analysis (TA) as a predictor of response to neoadjuvant chemo-radiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC)

Filippo Crimì, Giulia Capelli, Gaya Spolverato, Quoc Riccardo Bao, Anna Florio, Sebastiano Milite Rossi, Diego Cecchin, Laura Albertoni, Cristina Campi, Salvatore Pucciarelli, Roberto Stramare

La radiologia medica.2020; 125(12): 1216. CrossRef

Update of the recommendations for the determination of biomarkers in colorectal carcinoma: National Consensus of the Spanish Society of Medical Oncology and the Spanish Society of Pathology

P. García-Alfonso, R. García-Carbonero, J. García-Foncillas, P. Pérez-Segura, R. Salazar, R. Vera, S. Ramón y Cajal, J. Hernández-Losa, S. Landolfi, E. Musulén, M. Cuatrecasas, S. Navarro

Clinical and Translational Oncology.2020; 22(11): 1976. CrossRef

MRI-Based Texture Features as Potential Prognostic Biomarkers in Anaplastic Astrocytoma Patients Undergoing Surgical Treatment

Yang Zhang, Chaoyue Chen, Yangfan Cheng, Danni Cheng, Fumin Zhao, Jianguo Xu

Contrast Media & Molecular Imaging.2020; 2020: 1. CrossRef

Preoperative prediction of perineural invasion and KRAS mutation in colon cancer using machine learning

Yu Li, Aydin Eresen, Junjie Shangguan, Jia Yang, Al B. Benson, Vahid Yaghmai, Zhuoli Zhang

Journal of Cancer Research and Clinical Oncology.2020; 146(12): 3165. CrossRef

Diffusion-Weighted MRI and Diffusion Kurtosis Imaging to Detect RAS Mutation in Colorectal Liver Metastasis

Vincenza Granata, Roberta Fusco, Chiara Risi, Alessandro Ottaiano, Antonio Avallone, Alfonso De Stefano, Robert Grimm, Roberta Grassi, Luca Brunese, Francesco Izzo, Antonella Petrillo

CT Radiomics in Colorectal Cancer: Detection of KRAS Mutation Using Texture Analysis and Machine Learning

Víctor González-Castro, Eva Cernadas, Emilio Huelga, Manuel Fernández-Delgado, Jacobo Porto, José Ramón Antunez, Miguel Souto-Bayarri

Cancer genotypes prediction and associations analysis from imaging phenotypes: a survey on radiogenomics

Yao Wang, Yan Wang, Chunjie Guo, Xuping Xie, Sen Liang, Ruochi Zhang, Wei Pang, Lan Huang

Biomarkers in Medicine.2020; 14(12): 1151. CrossRef

Diagnostic performance of multiparametric MRI parameters for Gleason score and cellularity metrics of prostate cancer in different zones: a quantitative comparison

J. Gao, Q. Zhang, C. Zhang, M. Chen, D. Li, Y. Fu, X. Lv, B. Zhang, H. Guo

Clinical Radiology.2019; 74(11): 895.e17. CrossRef

Ability of Radiomics in Differentiation of Anaplastic Oligodendroglioma From Atypical Low-Grade Oligodendroglioma Using Machine-Learning Approach

Yang Zhang, Chaoyue Chen, Yangfan Cheng, Yuen Teng, Wen Guo, Hui Xu, Xuejin Ou, Jian Wang, Hui Li, Xuelei Ma, Jianguo Xu

The Diagnostic Value of Radiomics-Based Machine Learning in Predicting the Grade of Meningiomas Using Conventional Magnetic Resonance Imaging: A Preliminary Study

Chaoyue Chen, Xinyi Guo, Jian Wang, Wen Guo, Xuelei Ma, Jianguo Xu