Literature DB >> 35906256

CombPDX: a unified statistical framework for evaluating drug synergism in patient-derived xenografts.

Licai Huang1,2, Jing Wang3, Bingliang Fang4, Funda Meric-Bernstam5, Jack A Roth4, Min Jin Ha6.   

Abstract

Anticancer combination therapy has been developed to increase efficacy by enhancing synergy. Patient-derived xenografts (PDXs) have emerged as reliable preclinical models to develop effective treatments in translational cancer research. However, most PDX combination study designs focus on single dose levels, and dose-response surface models are not appropriate for testing synergism. We propose a comprehensive statistical framework to assess joint action of drug combinations from PDX tumor growth curve data. We provide various metrics and robust statistical inference procedures that locally (at a fixed time) and globally (across time) access combination effects under classical drug interaction models. Integrating genomic and pharmacological profiles in non-small-cell lung cancer (NSCLC), we have shown the utilities of combPDX in discovering effective therapeutic combinations and relevant biological mechanisms. We provide an interactive web server, combPDX ( https://licaih.shinyapps.io/CombPDX/ ), to analyze PDX tumor growth curve data and perform power analyses.
© 2022. The Author(s).

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Year:  2022        PMID: 35906256      PMCID: PMC9338066          DOI: 10.1038/s41598-022-16933-6

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.996


  43 in total

1.  A novel somatic FGFR3 mutation in primary lung cancer.

Authors:  Kazuya Shinmura; Hisami Kato; Shun Matsuura; Yusuke Inoue; Hisaki Igarashi; Kiyoko Nagura; Satoki Nakamura; Kyoko Maruyama; Mari Tajima; Kazuhito Funai; Hiroshi Ogawa; Masayuki Tanahashi; Hiroshi Niwa; Haruhiko Sugimura
Journal:  Oncol Rep       Date:  2014-01-20       Impact factor: 3.906

2.  Complex heatmaps reveal patterns and correlations in multidimensional genomic data.

Authors:  Zuguang Gu; Roland Eils; Matthias Schlesner
Journal:  Bioinformatics       Date:  2016-05-20       Impact factor: 6.937

3.  The pediatric preclinical testing program: description of models and early testing results.

Authors:  Peter J Houghton; Christopher L Morton; Chandra Tucker; Debbie Payne; Edward Favours; Claire Cole; Richard Gorlick; E Anders Kolb; Wendong Zhang; Richard Lock; Hernan Carol; Mimi Tajbakhsh; C Patrick Reynolds; John M Maris; Joshua Courtright; Stephen T Keir; Henry S Friedman; Charles Stopford; Joseph Zeidner; Jianrong Wu; Tiebin Liu; Catherine A Billups; Javed Khan; Sherry Ansher; Jian Zhang; Malcolm A Smith
Journal:  Pediatr Blood Cancer       Date:  2007-12       Impact factor: 3.167

4.  Quantitative analysis of dose-effect relationships: the combined effects of multiple drugs or enzyme inhibitors.

Authors:  T C Chou; P Talalay
Journal:  Adv Enzyme Regul       Date:  1984

5.  Gene mutations in primary tumors and corresponding patient-derived xenografts derived from non-small cell lung cancer.

Authors:  Chuncheng Hao; Li Wang; Shaohua Peng; Mengru Cao; Hongyu Li; Jing Hu; Xiao Huang; Wei Liu; Hui Zhang; Shuhong Wu; Apar Pataer; John V Heymach; Agda Karina Eterovic; Qingxiu Zhang; Kenna R Shaw; Ken Chen; Andrew Futreal; Michael Wang; Wayne Hofstetter; Reza Mehran; David Rice; Jack A Roth; Boris Sepesi; Stephen G Swisher; Ara Vaporciyan; Garrett L Walsh; Faye M Johnson; Bingliang Fang
Journal:  Cancer Lett       Date:  2014-11-18       Impact factor: 8.679

6.  Expression and unique functions of four nuclear factor of activated T cells isoforms in non-small cell lung cancer.

Authors:  Zhao-Li Chen; Shou-Hua Zhao; Zhen Wang; Bin Qiu; Bao-Zhong Li; Fang Zhou; Xiao-Gang Tan; Jie He
Journal:  Chin J Cancer       Date:  2011-01

Review 7.  Quantitative phenotypic and pathway profiling guides rational drug combination strategies.

Authors:  John C Dawson; Neil O Carragher
Journal:  Front Pharmacol       Date:  2014-05-28       Impact factor: 5.810

Review 8.  An Introduction to Terminology and Methodology of Chemical Synergy-Perspectives from Across Disciplines.

Authors:  Kyle R Roell; David M Reif; Alison A Motsinger-Reif
Journal:  Front Pharmacol       Date:  2017-04-20       Impact factor: 5.810

9.  PDX Finder: A portal for patient-derived tumor xenograft model discovery.

Authors:  Nathalie Conte; Jeremy C Mason; Csaba Halmagyi; Steven Neuhauser; Abayomi Mosaku; Galabina Yordanova; Aikaterini Chatzipli; Dale A Begley; Debra M Krupke; Helen Parkinson; Terrence F Meehan; Carol C Bult
Journal:  Nucleic Acids Res       Date:  2019-01-08       Impact factor: 16.971

10.  SynergyFinder: a web application for analyzing drug combination dose-response matrix data.

Authors:  Aleksandr Ianevski; Liye He; Tero Aittokallio; Jing Tang
Journal:  Bioinformatics       Date:  2017-08-01       Impact factor: 6.937

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