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 language | English |
|---|---|
| Article number | 53 |
| Pages (from-to) | 1183-1194 |
| Number of pages | 12 |
| Journal | Nature Medicine |
| Volume | 31 |
| Issue number | 4 |
| DOIs | |
| State | Published - Apr 2025 |
Funding
| Funders | Funder 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 NIH | K08HL143189 |
| National Heart, Lung, and Blood Institute | R01-HL123340, R01-HL147584 |
| Memorial Sloan-Kettering Cancer Center | P30 CA008748 |
| Swim Across America | R01-CA228308, R01-CA228358 |
| Clinical and Translational Science Center, Weill Cornell Medicine | 2UL1-TR-2384 |
| NIH-NCI | K08CA282987 |
| National Institute on Aging | P01-AG052359 |
| National Cancer Institute | P01-CA023766 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
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