Literature DB >> 35339254

Radiomics: A Primer on Processing Workflow and Analysis.

Emily Avery1, Pina C Sanelli2, Mariam Aboian1, Seyedmehdi Payabvash3.   

Abstract

Quantitative analysis of medical images can provide objective tools for diagnosis, prognostication, and disease monitoring. Radiomics refers to automated extraction of a large number of quantitative features from medical images for characterization of underlying pathologies. In this review, we will discuss the principles of radiomics, image preprocessing, feature extraction workflow, and statistical analysis. We will also address the limitations and future directions of radiomics.
Copyright © 2022 Elsevier Inc. All rights reserved.

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Year:  2022        PMID： 35339254      PMCID： PMC8961004          DOI： 10.1053/j.sult.2022.02.003

Source DB:  PubMed          Journal:  Semin Ultrasound CT MR        ISSN： 0887-2171            Impact factor:   1.641


  32 in total

1.  Affordable image analysis using NIH Image/ImageJ.

Authors:  V Girish; A Vijayalakshmi
Journal:  Indian J Cancer       Date:  2004 Jan-Mar       Impact factor: 1.224

Review 2.  Population imaging as valuable tool for personalized medicine.

Authors:  H Völzke; C O Schmidt; K Hegenscheid; J-P Kühn; F Bamberg; W Lieb; H K Kroemer; N Hosten; R Puls
Journal:  Clin Pharmacol Ther       Date:  2012-08-22       Impact factor: 6.875

3.  Intrinsic dependencies of CT radiomic features on voxel size and number of gray levels.

Authors:  Muhammad Shafiq-Ul-Hassan; Geoffrey G Zhang; Kujtim Latifi; Ghanim Ullah; Dylan C Hunt; Yoganand Balagurunathan; Mahmoud Abrahem Abdalah; Matthew B Schabath; Dmitry G Goldgof; Dennis Mackin; Laurence Edward Court; Robert James Gillies; Eduardo Gerardo Moros
Journal:  Med Phys       Date:  2017-03       Impact factor: 4.071

4.  A radiomics approach to predict lymph node metastasis and clinical outcome of intrahepatic cholangiocarcinoma.

Authors:  Gu-Wei Ji; Fei-Peng Zhu; Yu-Dong Zhang; Xi-Sheng Liu; Fei-Yun Wu; Ke Wang; Yong-Xiang Xia; Yao-Dong Zhang; Wang-Jie Jiang; Xiang-Cheng Li; Xue-Hao Wang
Journal:  Eur Radiol       Date:  2019-03-26       Impact factor: 5.315

5.  Radiomics Signature: A Potential Biomarker for the Prediction of Disease-Free Survival in Early-Stage (I or II) Non-Small Cell Lung Cancer.

Authors:  Yanqi Huang; Zaiyi Liu; Lan He; Xin Chen; Dan Pan; Zelan Ma; Cuishan Liang; Jie Tian; Changhong Liang
Journal:  Radiology       Date:  2016-06-27       Impact factor: 11.105

6.  Development and Validation of a Radiomics Nomogram for Preoperative Prediction of Lymph Node Metastasis in Colorectal Cancer.

Authors:  Yan-Qi Huang; Chang-Hong Liang; Lan He; Jie Tian; Cui-Shan Liang; Xin Chen; Ze-Lan Ma; Zai-Yi Liu
Journal:  J Clin Oncol       Date:  2016-05-02       Impact factor: 44.544

7.  U-Net: deep learning for cell counting, detection, and morphometry.

Authors:  Thorsten Falk; Dominic Mai; Robert Bensch; Özgün Çiçek; Ahmed Abdulkadir; Yassine Marrakchi; Anton Böhm; Jan Deubner; Zoe Jäckel; Katharina Seiwald; Alexander Dovzhenko; Olaf Tietz; Cristina Dal Bosco; Sean Walsh; Deniz Saltukoglu; Tuan Leng Tay; Marco Prinz; Klaus Palme; Matias Simons; Ilka Diester; Thomas Brox; Olaf Ronneberger
Journal:  Nat Methods       Date:  2018-12-17       Impact factor: 28.547

Review 8.  Radiomics: the facts and the challenges of image analysis.

Authors:  Stefania Rizzo; Francesca Botta; Sara Raimondi; Daniela Origgi; Cristiana Fanciullo; Alessio Giuseppe Morganti; Massimo Bellomi
Journal:  Eur Radiol Exp       Date:  2018-11-14

9.  Revisiting the Robustness of PET-Based Textural Features in the Context of Multi-Centric Trials.

Authors:  Clément Bailly; Caroline Bodet-Milin; Solène Couespel; Hatem Necib; Françoise Kraeber-Bodéré; Catherine Ansquer; Thomas Carlier
Journal:  PLoS One       Date:  2016-07-28       Impact factor: 3.240

10.  Non-Small Cell Lung Cancer Radiogenomics Map Identifies Relationships between Molecular and Imaging Phenotypes with Prognostic Implications.

Authors:  Mu Zhou; Ann Leung; Sebastian Echegaray; Andrew Gentles; Joseph B Shrager; Kristin C Jensen; Gerald J Berry; Sylvia K Plevritis; Daniel L Rubin; Sandy Napel; Olivier Gevaert
Journal:  Radiology       Date:  2017-07-20       Impact factor: 11.105
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  2 in total

Review 1.  Radiomics and Its Applications and Progress in Pancreatitis: A Current State of the Art Review.

Authors:  Gaowu Yan; Gaowen Yan; Hongwei Li; Hongwei Liang; Chen Peng; Anup Bhetuwal; Morgan A McClure; Yongmei Li; Guoqing Yang; Yong Li; Linwei Zhao; Xiaoping Fan
Journal:  Front Med (Lausanne)       Date:  2022-06-23

2.  Performance and Robustness of Regional Image Segmentation Driven by Selected Evolutionary and Genetic Algorithms: Study on MR Articular Cartilage Images.

Authors:  Jan Kubicek; Alice Varysova; Martin Cerny; Kristyna Hancarova; David Oczka; Martin Augustynek; Marek Penhaker; Ondrej Prokop; Radomir Scurek
Journal:  Sensors (Basel)       Date:  2022-08-23       Impact factor: 3.847
  2 in total

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