Literature DB >> 35773542

Systematic pan-cancer analysis of mutation-treatment interactions using large real-world clinicogenomics data.

Shemra Rizzo1, Sarah Waliany2, Marius Rene Garmhausen1, Navdeep Pal1, Ruishan Liu3,4, Zhi Huang4, Nayan Chaudhary1, Lisa Wang1, Chris Harbron5, Joel Neal2, Ryan Copping1, James Zou6,7.   

Abstract

Quantifying the effectiveness of different cancer therapies in patients with specific tumor mutations is critical for improving patient outcomes and advancing precision medicine. Here we perform a large-scale computational analysis of 40,903 US patients with cancer who have detailed mutation profiles, treatment sequences and outcomes derived from electronic health records. We systematically identify 458 mutations that predict the survival of patients on specific immunotherapies, chemotherapy agents or targeted therapies across eight common cancer types. We further characterize mutation-mutation interactions that impact the outcomes of targeted therapies. This work demonstrates how computational analysis of large real-world data generates insights, hypotheses and resources to enable precision oncology.
© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.

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Year:  2022        PMID: 35773542     DOI: 10.1038/s41591-022-01873-5

Source DB:  PubMed          Journal:  Nat Med        ISSN: 1078-8956            Impact factor:   87.241


  48 in total

1.  Association of Patient Characteristics and Tumor Genomics With Clinical Outcomes Among Patients With Non-Small Cell Lung Cancer Using a Clinicogenomic Database.

Authors:  Gaurav Singal; Peter G Miller; Vineeta Agarwala; Gerald Li; Gaurav Kaushik; Daniel Backenroth; Anala Gossai; Garrett M Frampton; Aracelis Z Torres; Erik M Lehnert; David Bourque; Claire O'Connell; Bryan Bowser; Thomas Caron; Ezra Baydur; Kathi Seidl-Rathkopf; Ivan Ivanov; Garrett Alpha-Cobb; Ameet Guria; Jie He; Shannon Frank; Allen C Nunnally; Mark Bailey; Ann Jaskiw; Dana Feuchtbaum; Nathan Nussbaum; Amy P Abernethy; Vincent A Miller
Journal:  JAMA       Date:  2019-04-09       Impact factor: 56.272

2.  Precision oncology: an overview.

Authors:  Levi A Garraway; Jaap Verweij; Karla V Ballman
Journal:  J Clin Oncol       Date:  2013-04-15       Impact factor: 44.544

3.  Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available.

Authors:  Miguel A Hernán; James M Robins
Journal:  Am J Epidemiol       Date:  2016-03-18       Impact factor: 4.897

4.  Precision medicine.

Authors:  Richard Hodson
Journal:  Nature       Date:  2016-09-08       Impact factor: 49.962

5.  Electronic medical records can be used to emulate target trials of sustained treatment strategies.

Authors:  Goodarz Danaei; Luis Alberto García Rodríguez; Oscar Fernández Cantero; Roger W Logan; Miguel A Hernán
Journal:  J Clin Epidemiol       Date:  2018-04       Impact factor: 6.437

Review 6.  KRAS mutations predict response to EGFR inhibitors.

Authors:  Mitch Raponi; Hans Winkler; Nicholas C Dracopoli
Journal:  Curr Opin Pharmacol       Date:  2008-07-19       Impact factor: 5.547

7.  Estimation of the Percentage of US Patients With Cancer Who Benefit From Genome-Driven Oncology.

Authors:  John Marquart; Emerson Y Chen; Vinay Prasad
Journal:  JAMA Oncol       Date:  2018-08-01       Impact factor: 31.777

8.  Association Between KRAS Variant Status and Outcomes With First-line Immune Checkpoint Inhibitor-Based Therapy in Patients With Advanced Non-Small-Cell Lung Cancer.

Authors:  Lova Sun; Miles Hsu; Roger B Cohen; Corey J Langer; Ronac Mamtani; Charu Aggarwal
Journal:  JAMA Oncol       Date:  2021-06-01       Impact factor: 33.006

9.  Evaluating eligibility criteria of oncology trials using real-world data and AI.

Authors:  Ruishan Liu; Shemra Rizzo; Samuel Whipple; Navdeep Pal; Arturo Lopez Pineda; Michael Lu; Brandon Arnieri; Ying Lu; William Capra; Ryan Copping; James Zou
Journal:  Nature       Date:  2021-04-07       Impact factor: 69.504

Review 10.  The Role of Next-Generation Sequencing in Precision Medicine: A Review of Outcomes in Oncology.

Authors:  Margaret Morash; Hannah Mitchell; Himisha Beltran; Olivier Elemento; Jyotishman Pathak
Journal:  J Pers Med       Date:  2018-09-17
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