Literature DB >> 30353869

Radiation Therapy Outcomes Models in the Era of Radiomics and Radiogenomics: Uncertainties and Validation.

Issam El Naqa1, Gaurav Pandey2, Hugo Aerts3, Jen-Tzung Chien4, Christian Nicolaj Andreassen5, Andrzej Niemierko6, Randall K Ten Haken7.   

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Year:  2018        PMID: 30353869      PMCID: PMC7405918          DOI: 10.1016/j.ijrobp.2018.08.022

Source DB:  PubMed          Journal:  Int J Radiat Oncol Biol Phys        ISSN: 0360-3016            Impact factor:   7.038


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  17 in total

Review 1.  Clinical and biological data integration for biomarker discovery.

Authors:  Marco D Sorani; Ward A Ortmann; Erik P Bierwagen; Timothy W Behrens
Journal:  Drug Discov Today       Date:  2010-06-15       Impact factor: 7.851

Review 2.  Radiogenomics - current status, challenges and future directions.

Authors:  Christian Nicolaj Andreassen; Line Meinertz Hybel Schack; Louise Vagner Laursen; Jan Alsner
Journal:  Cancer Lett       Date:  2016-01-28       Impact factor: 8.679

3.  Quantitative Analyses of Normal Tissue Effects in the Clinic (QUANTEC): an introduction to the scientific issues.

Authors:  Søren M Bentzen; Louis S Constine; Joseph O Deasy; Avi Eisbruch; Andrew Jackson; Lawrence B Marks; Randall K Ten Haken; Ellen D Yorke
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-03-01       Impact factor: 7.038

4.  Feature selection based on mutual information: criteria of max-dependency, max-relevance, and min-redundancy.

Authors:  Hanchuan Peng; Fuhui Long; Chris Ding
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2005-08       Impact factor: 6.226

5.  Development of a Fully Cross-Validated Bayesian Network Approach for Local Control Prediction in Lung Cancer.

Authors:  Yi Luo; Daniel McShan; Dipankar Ray; Martha Matuszak; Shruti Jolly; Theodore Lawrence; Feng Ming Kong; Randall Ten Haken; Issam El Naqa
Journal:  IEEE Trans Radiat Plasma Med Sci       Date:  2018-05-02

Review 6.  Radiomics: extracting more information from medical images using advanced feature analysis.

Authors:  Philippe Lambin; 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
Journal:  Eur J Cancer       Date:  2012-01-16       Impact factor: 9.162

7.  Distributed learning: Developing a predictive model based on data from multiple hospitals without data leaving the hospital - A real life proof of concept.

Authors:  Arthur Jochems; Timo M Deist; Johan van Soest; Michael Eble; Paul Bulens; Philippe Coucke; Wim Dries; Philippe Lambin; Andre Dekker
Journal:  Radiother Oncol       Date:  2016-10-28       Impact factor: 6.280

8.  An integrative multi-network and multi-classifier approach to predict genetic interactions.

Authors:  Gaurav Pandey; Bin Zhang; Aaron N Chang; Chad L Myers; Jun Zhu; Vipin Kumar; Eric E Schadt
Journal:  PLoS Comput Biol       Date:  2010-09-09       Impact factor: 4.475

Review 9.  Applications and limitations of radiomics.

Authors:  Stephen S F Yip; Hugo J W L Aerts
Journal:  Phys Med Biol       Date:  2016-06-08       Impact factor: 3.609

10.  The extent and consequences of p-hacking in science.

Authors:  Megan L Head; Luke Holman; Rob Lanfear; Andrew T Kahn; Michael D Jennions
Journal:  PLoS Biol       Date:  2015-03-13       Impact factor: 8.029

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  9 in total

1.  Quantitative PET in the 2020s: a roadmap.

Authors:  Steven R Meikle; Vesna Sossi; Emilie Roncali; Simon R Cherry; Richard Banati; David Mankoff; Terry Jones; Michelle James; Julie Sutcliffe; Jinsong Ouyang; Yoann Petibon; Chao Ma; Georges El Fakhri; Suleman Surti; Joel S Karp; Ramsey D Badawi; Taiga Yamaya; Go Akamatsu; Georg Schramm; Ahmadreza Rezaei; Johan Nuyts; Roger Fulton; André Kyme; Cristina Lois; Hasan Sari; Julie Price; Ronald Boellaard; Robert Jeraj; Dale L Bailey; Enid Eslick; Kathy P Willowson; Joyita Dutta
Journal:  Phys Med Biol       Date:  2021-03-12       Impact factor: 4.174

2.  Objective risk stratification of prostate cancer using machine learning and radiomics applied to multiparametric magnetic resonance images.

Authors:  Bino Varghese; Frank Chen; Darryl Hwang; Suzanne L Palmer; Andre Luis De Castro Abreu; Osamu Ukimura; Monish Aron; Manju Aron; Inderbir Gill; Vinay Duddalwar; Gaurav Pandey
Journal:  Sci Rep       Date:  2019-02-07       Impact factor: 4.379

3.  Radiogenomics Consortium Genome-Wide Association Study Meta-Analysis of Late Toxicity After Prostate Cancer Radiotherapy.

Authors:  Sarah L Kerns; Laura Fachal; Leila Dorling; Gillian C Barnett; Andrea Baran; Derick R Peterson; Michelle Hollenberg; Ke Hao; Antonio Di Narzo; Mehmet Eren Ahsen; Gaurav Pandey; Søren M Bentzen; Michelle Janelsins; Rebecca M Elliott; Paul D P Pharoah; Neil G Burnet; David P Dearnaley; Sarah L Gulliford; Emma Hall; Matthew R Sydes; Miguel E Aguado-Barrera; Antonio Gómez-Caamaño; Ana M Carballo; Paula Peleteiro; Ramón Lobato-Busto; Richard Stock; Nelson N Stone; Harry Ostrer; Nawaid Usmani; Sandeep Singhal; Hiroshi Tsuji; Takashi Imai; Shiro Saito; Rosalind Eeles; Kim DeRuyck; Matthew Parliament; Alison M Dunning; Ana Vega; Barry S Rosenstein; Catharine M L West
Journal:  J Natl Cancer Inst       Date:  2020-02-01       Impact factor: 13.506

4.  Three discipline collaborative radiation therapy (3DCRT) special debate: The single most important factor in determining the future of SBRT is immune response.

Authors:  Clemens Grassberger; Kathryn Huber; Naduparambil K Jacob; Michael D Green; Peter Mahler; Joann Prisciandaro; Michael Dominello; Michael C Joiner; Jay Burmeister
Journal:  J Appl Clin Med Phys       Date:  2019-10-01       Impact factor: 2.102

Review 5.  Balancing accuracy and interpretability of machine learning approaches for radiation treatment outcomes modeling.

Authors:  Yi Luo; Huan-Hsin Tseng; Sunan Cui; Lise Wei; Randall K Ten Haken; Issam El Naqa
Journal:  BJR Open       Date:  2019-07-04

Review 6.  Lessons learned in transitioning to AI in the medical imaging of COVID-19.

Authors:  Issam El Naqa; Hui Li; Jordan Fuhrman; Qiyuan Hu; Naveena Gorre; Weijie Chen; Maryellen L Giger
Journal:  J Med Imaging (Bellingham)       Date:  2021-10-01

7.  Glioma consensus contouring recommendations from a MR-Linac International Consortium Research Group and evaluation of a CT-MRI and MRI-only workflow.

Authors:  Chia-Lin Tseng; James Stewart; Gillian Whitfield; Joost J C Verhoeff; Joseph Bovi; Hany Soliman; Caroline Chung; Sten Myrehaug; Mikki Campbell; Eshetu G Atenafu; Chinthaka Heyn; Sunit Das; James Perry; Mark Ruschin; Arjun Sahgal
Journal:  J Neurooncol       Date:  2020-08-29       Impact factor: 4.130

Review 8.  Molecular Biology in Treatment Decision Processes-Neuro-Oncology Edition.

Authors:  Andra V Krauze; Kevin Camphausen
Journal:  Int J Mol Sci       Date:  2021-12-10       Impact factor: 5.923

9.  AI-Driven Image Analysis in Central Nervous System Tumors-Traditional Machine Learning, Deep Learning and Hybrid Models.

Authors:  A V Krauze; Y Zhuge; R Zhao; E Tasci; K Camphausen
Journal:  J Biotechnol Biomed       Date:  2022-01-10
  9 in total

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