Cell Reports MedicineCancer BiologyPeer-reviewed journal article
Pan-cancer spatial characterization of key immune biomarkers in the tumor microenvironment
James R. LindsayiD, Jennifer AltreuteriD, Joao V. AlessiiD, Jason L. WeiratheriD, Anita Giobbie‐HurderiD, Ian D. DrygiD, Katharina HoebeliD, Bijaya SharmaiD, Kristen D. FeltiD, F Stephen Hodi, Neal Ian LindemaniD, Lynette Marie SholliD, Ethan G CeramiiD, Jonathan Andrew NowakiD, Mark Magdi AwadiD, Scott J. RodigiD, William E. LotteriD
Abstract
Deciphering the composition and spatial organization of the tumor immune microenvironment (TiME) is key to uncovering the mechanisms driving cancer progression and treatment response. Spatial biology techniques like multiplex immunofluorescence (mIF) offer detailed insights into the TiME but are often limited to retrospective research studies of individual cancer types. Conversely, bulk omics techniques have been studied in pan-cancer settings but fail to capture single-cell spatial information. Here, we provide a pan-cancer spatial characterization of key biomarkers (CD8, FOXP3, PD-1, PD-L1) of the TiME using data from a mIF assay performed prospectively in a clinical setting on 2,019 tumors across 14 major cancer types. By integrating interpretable compositional and spatial metrics, we identified patterns of TiME variation that are conserved across cancer types and stages. We assess associations between these TiME spatial factors and tumor, genomic, and clinical features, where the results both extend prior findings and uncover new links. Altogether, our findings offer pan-cancer insights of the TiME to further the fields of spatial biology and cancer immunology.
- organism: human
- assay: imaging
- research focus: cell type annotation
- research focus: spatial domain detection
- approach: experimental assay
- Citations
- 12
- FWCI
- 4.94
- Field percentile
- top 4%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The spatial structure of the tumor immune microenvironment can explain and predict patient response in high-grade serous carcinoma
L. B. Van Kleunen, M. Ahmadian, … A. Clauset·bioRxiv·Jan 26, 2024
- LOCATOR: feature extraction and spatial analysis of the cancer tissue microenvironment using mass cytometry imaging technologies
Rezvan Ehsani, Inge Jonassen, … Dimitrios Kleftogiannis·Bioinformatics AdvancesPeer-reviewed·Jan 1, 2023
- Spatial Analysis of Malignant-Immune Cell Interactions in the Tumor Microenvironment Using Topological Data Analysis
Seol Ah Park, Davide Gurnari, … Jooyoung Hahn·npj Systems Biology and ApplicationsPeer-reviewed·Jun 13, 2026
- A Single-Cell Tumor Immune Atlas for Precision Oncology
P. Nieto, M. Marc Elosua-Bayes, … H. Heyn·bioRxiv·Oct 26, 2020
- Conserved principles of spatial biology define tumor heterogeneity and response to immunotherapy
Vivek Behera, Alexander Guzzetta, … Arjun Raman·Cell Reports MedicinePeer-reviewed·Aug 28, 2026
- Continuous tissue fields organize immune composition in pancreatic cancer
Weihao Wang, Shayan Sarkar, … Scott Powers·bioRxiv·Aug 24, 2026