PubMed · 40832222
Novel Predictive Spatial Biomarker in Non-Small Cell Lung Carcinoma: The Diversity of Niches Unlocking Treatment Sensitivity (DONUTS).
Abstract
Probabilistic spatial modelling techniques developed on large-scale tumor-immune Atlases (~35M individually mapped cells; 50,000 high power fields) were used to characterize predictive features of treatment-responsive lung cancer. We identified CD8+FoxP3+ cell density as a robust pre-treatment biomarker for outcomes across disease stages and therapy types. In parallel, single-cell RNAseq studies of CD8+FoxP3+ T-cells revealed an activated, early effector phenotype, substantiating an anti-tumor role, and contrasting with CD4+FoxP3+ T-regulatory cells. A spatial biomarker was developed using an empirical probabilistic model to define the immediate cell neighbors or niche surrounding CD8+FoxP3+ cells and proximity to the tumor-stromal boundary. The resultant 'Diversity of Niches Unlocking Treatment Sensitivity (DONUTS)' are more prevalent than the CD8+FoxP3+ cells themselves, mitigating sampling error in small biopsies. Further, the DONUTS only require four markers, are additive to PD-L1, and associate with tertiary lymphoid structure counts. Taken together, the DONUTS represent a next-generation predictive biomarker poised for clinical implementation.
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Tricia R Cottrell, Jeffrey S Roskes, Michael Fotheringham, Emily Cohen, Boyang Zhang, Logan L Engle, Daphne Wang, Elizabeth Will, Joel C Sunshine, Daniel Jimenez-Sanchez, Zhen Zeng, Justina X Caushi, Jiajia Zhang, Nina M D'Amiano, Julie S Deutsch, Sonali Uttam, Katie Pirie, Darah Vlaminck, Michelle Mataj, Eman Radwan, Alexa Fiorante, Nicole Espinosa, Teodora Popa, Aleksandra Ogurtsova, Sigfredo Soto-Diaz, Margaret Eminizer, Samuel Tabrisky, Andrew Jorquera, Jonathan Skidmore, Dmitry Medvedev, Jamie E Chaft, Julie R Brahmer, Michael Conroy, Joshua E Reuss, Ludmila Danilova, Hongkai Ji, Patrick M Forde, Drew M Pardoll, Kellie N Smith, Benjamin F Green, Alexander S Szalay, Janis M Taube. 2025-09-24. Novel Predictive Spatial Biomarker in Non-Small Cell Lung Carcinoma: The Diversity of Niches Unlocking Treatment Sensitivity (DONUTS).. https://doi.org/10.1101/2025.08.13.665980
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