Journal article
Development and validation of an integrative pan-solid tumor predictor of PD-1/PD-L1 blockade benefit
Communications medicine, Vol.3(1), pp.14-14
02/07/2023
DOI: 10.1038/s43856-023-00243-7
PMCID: PMC9905474
PMID: 36750617
Abstract
Background Anti-PD-1 and PD-L1 (collectively PD-[L]1) therapies are approved for many advanced solid tumors. Biomarkers beyond PD-L1 immunohistochemistry, microsatellite instability, and tumor mutation burden (TMB) may improve benefit prediction.
Methods Using treatment data and genomic and transcriptomic tumor tissue profiling from an observational trial (NCT03061305), we developed Immunotherapy Response Score (IRS), a pan-tumor predictive model of PD-(L)1 benefit. IRS real-world progression free survival (rwPFS) and overall survival (OS) prediction was validated in an independent cohort of trial patients.
Results Here, by Cox modeling, we develop IRS-which combines TMB with CD274, PDCD1, ADAM12 and TOP2A quantitative expression-to predict pembrolizumab rwPFS (648 patients; 26 tumor types; IRS-High or -Low groups). In the 248 patient validation cohort (248 patients; 24 tumor types; non-pembrolizumab PD-[L]1 monotherapy treatment), median rwPFS and OS are significantly longer in IRS-High vs. IRS-Low patients (rwPFS adjusted hazard ratio [aHR] 0.52, p = 0.003; OS aHR 0.49, p = 0.005); TMB alone does not significantly predict PD-(L)1 rwPFS nor OS. In 146 patients treated with systemic therapy prior to pembrolizumab monotherapy, pembrolizumab rwPFS is only significantly longer than immediately preceding therapy rwPFS in IRS-High patients (interaction test p = 0.001). In propensity matched lung cancer patients treated with first-line pembrolizumab monotherapy or pembrolizumab+chemotherapy, monotherapy rwPFS is significantly shorter in IRS-Low patients, but is not significantly different in IRS-High patients. Across 24,463 molecularly-evaluable trial patients, 7.6% of patients outside of monotherapy PD-(L)1 approved tumor types are IRS-High/TMB-Low.
Conclusions The validated, predictive, pan-tumor IRS model can expand PD-(L)1 monotherapy benefit outside currently approved indications.
Details
- Title: Subtitle
- Development and validation of an integrative pan-solid tumor predictor of PD-1/PD-L1 blockade benefit
- Creators
- Scott A. Tomlins - Strata Oncol, Ann Arbor, MI 48103 USANickolay A. Khazanov - Strata Oncol, Ann Arbor, MI 48103 USABenjamin J. Bulen - Strata Oncol, Ann Arbor, MI 48103 USADaniel H. Hovelson - Strata Oncol, Ann Arbor, MI 48103 USAMelissa J. Shreve - Strata Oncol, Ann Arbor, MI 48103 USALaura E. Lamb - Strata Oncol, Ann Arbor, MI 48103 USAMarc R. Matrana - Ochsner Canc Inst, New Orleans, LA USAMark E. Burkard - Univ Wisconsin, Carbone Canc Ctr, Madison, WI USAEddy Shih-Hsin Yang - University of AlabamaWilliam Jeffery Edenfield - PrismaE. Claire Dees - UNC Lineberger Comprehens Canc Ctr, Chapel Hill, NC USAAdedayo A. Onitilo - Marshfield Clin Res Inst, Canc Care & Res Ctr, Marshfield, WI USAMichael Thompson - Advocate Aurora Hlth, Aurora Canc Care, Milwaukee, WI USAGary L. Buchschacher - Kaiser PermanenteAlan M. Miller - SCL Hlth CO, Broomfield, CO USAAlexander Menter - Kaiser PermanenteBenjamin Parsons - Gundersen Hlth Syst, La Crosse, WI USATimothy Wassenaar - Prohlth Care, UW Hlth Canc Ctr, Waukesha, WI USALeon C. Hwang - Kaiser PermanenteJ. Marie Suga - Kaiser PermanenteRobert Siegel - Bon Secours St Francis Canc Ctr, Greenville, SC USAWilliam Irvin - Bon Secours Canc Inst, Midlothian, VA USASuresh Nair - Lehigh Valley Topper Canc Inst, Allentown, PA USAJennifer N. Slim - MultiCare Reg Canc Ctr, Tacoma, WA USAJamal Misleh - US Oncol Network, Newark, DE USAJamil Khatri - ChristianaCare Oncol Hematol, Newark, DE USAGregory Masters - Helen F Graham Canc Ctr & Res Inst, Newark, DE USASachdev Thomas - Kaiser PermanenteMalek Safa - Kettering Hlth, Kettering, OH USADaniel M. Anderson - Metro Minnesota Community Oncol Res Consortium, St Louis Pk, MN USAKat Kwiatkowski - Strata Oncol, Ann Arbor, MI 48103 USAKhalis Mitchell - Strata Oncol, Ann Arbor, MI 48103 USATina Hu-Seliger - Strata Oncol, Ann Arbor, MI 48103 USAStephanie Drewery - Strata Oncol, Ann Arbor, MI 48103 USAAndrew Fischer - Strata Oncol, Ann Arbor, MI 48103 USAKomal Plouffe - Strata Oncol, Ann Arbor, MI 48103 USAEric Czuprenski - Strata Oncol, Ann Arbor, MI 48103 USAJennifer Hipp - Strata Oncol, Ann Arbor, MI 48103 USATravis Reeder - Strata Oncol, Ann Arbor, MI 48103 USAHana Vakil - Strata Oncol, Ann Arbor, MI 48103 USAD. Bryan Johnson - Strata Oncol, Ann Arbor, MI 48103 USADaniel R. Rhodes - Strata Oncol, Ann Arbor, MI 48103 USA
- Resource Type
- Journal article
- Publication Details
- Communications medicine, Vol.3(1), pp.14-14
- DOI
- 10.1038/s43856-023-00243-7
- PMID
- 36750617
- PMCID
- PMC9905474
- NLM abbreviation
- Commun Med (Lond)
- ISSN
- 2730-664X
- eISSN
- 2730-664X
- Publisher
- Springer Nature
- Number of pages
- 14
- Language
- English
- Date published
- 02/07/2023
- Academic Unit
- Internal Medicine
- Record Identifier
- 9984701253902771
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