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An inflammatory biomarker signature of response to CAR-T cell therapy in non-Hodgkin lymphoma

  • Sandeep S. Raj
  • , Teng Fei
  • , Shalev Fried
  • , Andrew Ip
  • , Joshua A. Fein
  • , Lori A. Leslie
  • , Ana Alarcon Tomas
  • , Doris Leithner
  • , Jonathan U. Peled
  • , Magdalena Corona
  • , Parastoo B. Dahi
  • , Ivetta Danylesko
  • , Zachary Epstein-Peterson
  • , Tyler Funnell
  • , Sergio A. Giralt
  • , Elad Jacoby
  • , Meirav Kedmi
  • , Ivan Landego
  • , Richard J. Lin
  • , Allison Parascondola
  • Lauren Pascual, Natali Orozco, Jae H. Park, M. Lia Palomba, Gilles Salles, Amethyst Saldia, Heiko Schöder, Inbal Sdayoor, Gunjan L. Shah, Michael Scordo, Noga Shem-Tov, Avichai Shimoni, John Slingerland, Ronit Yerushalmi, Arnon Nagler, Benjamin D. Greenbaum, Andrew J. Vickers, Hyung C. Suh, Abraham Avigdor, Miguel Angel Perales, Marcel R.M. van den Brink, Roni Shouval*
*Corresponding author for this work
  • Memorial Sloan-Kettering Cancer Center
  • Tel Aviv University
  • Hackensack University Medical Center
  • Cornell University
  • Hospital Universitario Puerta de Hierro Majadahonda
  • Hospital Universitario 12 de Octubre
  • City of Hope National Med Center
  • University of Manitoba

Research output: Contribution to journalArticlepeer-review

22 Scopus citations

Abstract

Disease progression is a substantial challenge in patients with non-Hodgkin lymphoma (NHL) undergoing chimeric antigen receptor T cell (CAR-T) therapy. Here we present InflaMix (INFLAmmation MIXture Model), an unsupervised quantitative model integrating 14 pre-CAR-T infusion laboratory and cytokine measures capturing inflammation and end-organ function. Developed using a cohort of 149 patients with NHL, InflaMix revealed an inflammatory signature associated with a high risk of CAR-T treatment failure, including increased hazard of death or relapse (hazard ratio, 2.98; 95% confidence interval, 1.60–4.91; P < 0.001). Three independent cohorts comprising 688 patients with NHL from diverse treatment centers were used to validate our approach. InflaMix consistently and reproducibly identified patients with a higher likelihood of disease relapse and mortality, and it provided supplementary predictive value beyond established prognostic markers, including tumor burden. Moreover, InflaMix exhibited robust performance in cases with missing data, maintaining accuracy when considering only six readily available laboratory measures. These findings show that InflaMix is a valuable tool for point-of-care clinical decision-making in patients with NHL undergoing CAR-T therapy.

Original languageEnglish
Article number53
Pages (from-to)1183-1194
Number of pages12
JournalNature Medicine
Volume31
Issue number4
DOIs
StatePublished - Apr 2025

Funding

FundersFunder number
Parker Institute for Cancer Immunotherapy
Long Island Sound Chapter
Cycle for Survival
Fundación Alfonso Martín Escudero
National Institutes of Health
Starr Cancer Consortium
Susan and Peter Solomon Family Fund
American Society for Transplantation and Cellular Therapy
Seres Therapeutics
Lymphoma Foundation
NHLBI NIHK08HL143189
National Heart, Lung, and Blood InstituteR01-HL123340, R01-HL147584
Memorial Sloan-Kettering Cancer CenterP30 CA008748
Swim Across AmericaR01-CA228308, R01-CA228358
Clinical and Translational Science Center, Weill Cornell Medicine2UL1-TR-2384
NIH-NCIK08CA282987
National Institute on AgingP01-AG052359
National Cancer InstituteP01-CA023766

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 3 - Good Health and Well-being
      SDG 3 Good Health and Well-being

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