ArticleScientific reports2022
Cellular engagement and interaction in the tumor microenvironment predict non-response to PD-1/PD-L1 inhibitors in metastatic non-small cell lung cancer.
Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.
- Soluble immune checkpoints in lung cancer: linking prognostic signatures to immunotherapy response - a meta-analysis.Frontiers in immunology · 2026Pooled it
- Spatial single-cell proteotyping reveals immunotherapy-resistant features within the complex tumor microenvironment of metastatic NSCLC.The Journal of clinical investigation · 2026Article
- T cell adaptation in chronic infections and tumors.Cellular & molecular immunology · 2026Review
- Elevated T Cell Immunoreceptor with Ig and ITIM Domains (TIGIT) Expression and Immune Cell Dysfunction Characterize Complex Proteins Associated With SET1 (COMPASS)-Like Complex Gene-Mutated Pancreatic Ductal Adenocarcinoma (PDAC).Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc · 2026Article
- T-Cell Immunity and Lung Cancer.Respirology (Carlton, Vic.) · 2026Review
- Metabolic characterization of tumor-immune interactions by multiplexed immunofluorescence reveals spatial mechanisms of immunotherapy response in non-small cell lung carcinoma (NSCLC).Nature communications · 2026Article
- Current Insights and Future Directions of Multiomic and Spatial-Omic Analysis in Non-Small Cell Lung Cancer.JCO precision oncology · 2026Review
- Aryl Hydrocarbon Receptor Ligands Drive Pancreatic Cancer Initiation and Progression through Protumorigenic T-cell Polarization.Cancer discovery · 2026Article
- Tumour and microenvironment crosstalk in NSCLC progression and response to therapy.Nature reviews. Clinical oncology · 2025Review
- Defining the optimal setting for transcriptomic analyses on blood samples for response prediction in immunotherapy-treated NSCLC patients.Scientific reports · 2024Article
- The current landscape of spatial biomarkers for prediction of response to immune checkpoint inhibition.NPJ precision oncology · 2024Review
- The key to immunotherapy: how to choose better therapeutic biomarkers for patients with non-small cell lung cancer.Biomarker research · 2022Review
Corrections and comments
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Authors and funding
11 authors at 2 institutions in 1 country.
Funding
Abstract
Immune checkpoint inhibitors (ICI) with anti-PD-1/PD-L1 agents have improved the survival of patients with metastatic non-small cell lung cancer (mNSCLC). Tumor PD-L1 expression is an imperfect biomarker as it does not capture the complex interactions between constituents of the tumor microenvironment (TME). Using multiplex fluorescent immunohistochemistry (mfIHC), we modeled the TME to study the influence of cellular distribution and engagement on response to ICI in mNSCLC. We performed mfIHC on pretreatment tissue from patients with mNSCLC who received ICI. We used primary antibodies against CD3, CD8, CD163, PD-L1, pancytokeratin, and FOXP3; simple and complex phenotyping as well as spatial analyses was performed. We analyzed 68 distinct samples from 52 patients with mNSCLC. Patients were 39-79 years old (median 67); 44% were male and 75% had adenocarcinoma histology. The most used ICI was atezolizumab (48%). The percentage of PD-L1 positive epithelial tumor cells (EC), degree of cytotoxic T lymphocyte (CTL) engagement with EC, and degree of CTL engagement with helper T lymphocytes (HTL) were significantly lower in non-responders versus responders (p = 0.0163, p = 0.0026 and p = 0.0006, respectively). The combination of these 3 characteristics generated the best sensitivity and specificity to predict non-response to ICI and was also associated with shortened overall survival (p = 0.0271). The combination of low CTL engagement with EC and HTL along with low expression of EC PD-L1 represents a state of impaired endogenous immune reactivity. Together, they more precisely identified non-responders to ICI compared to PD-L1 alone and illustrate the importance of cellular interactions in the TME.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.