ArticlePloS one2017
Genome-wide association analysis identifies genetic correlates of immune infiltrates in solid tumors.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 145 papers.
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Who cites it
145 citing papers in PubMed, 207 citations in OpenAlex.
- Effect of prior and first-line immunotherapy on baseline immune biomarkers and modulation of the tumor microenvironment in response to nivolumab and relatlimab combination therapy in patients with melanoma from RELATIVITY-020.Journal for immunotherapy of cancer · 2025Trial
- Association of inflammatory biomarkers with clinical outcomes in nivolumab-treated patients with advanced hepatocellular carcinoma.Journal of hepatology · 2020Trial
- Revisiting tumor immunogenicity through the lens of mutant p53: Implications for cancer immunotherapy.Apoptosis : an international journal on programmed cell death · 2026Review
- PPP4C-related metastasis genes serve as a prognostic signature and potential therapeutic target in renal cell carcinoma.Discover oncology · 2026Article
- The Wnt receptor Frizzled3 (FZD3) drives aggressive phenotypes in small cell lung cancer.Respiratory research · 2026Article
- HOXB2 is a prognostic biomarker and correlated with immune infiltration in colorectal cancer and glioma.Discover oncology · 2026Article
- Genetic landscape of cancer: mechanisms, key genes, and therapeutic implications.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Review
- Comprehensive multi-omics analysis reveals prognostic, immune, and therapeutic signatures of TNFAIP family genes in breast cancer.PloS one · 2026Article
- Unraveling Relatlimab-Specific Biology Using Biomarker Analyses in Patients with Advanced Melanoma in RELATIVITY-047.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025Article
- Interferon Epsilon Loss Is Elusive 9p21 Link to Immune-Cold Tumors, Resistant to Immune Checkpoint Therapy, and Endogenous CXCL9/10 Induction.Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer · 2025Review
- [SLC1A5 overexpression accelerates progression of hepatocellular carcinoma by promoting M2 polarization of macrophages].Nan fang yi ke da xue xue bao = Journal of Southern Medical University · 2025Article
- Pan-cancer analysis identifies tRNA modification enzyme CTU2 as a novel tumor biomarker and its role in immune microenvironment.Frontiers in immunology · 2025Article
- PABPN1 as a pan-cancer biomarker: prognostic significance and association with tumor immune microenvironment.Frontiers in immunology · 2025Article
- GINS1 is a prognostic biomarker and correlated with methylation and immune escape in liver hepatocellular carcinoma.Frontiers in oncology · 2025Article
- Actin like 6A is a prognostic biomarker and associated with immune cell infiltration in cancers.Discover oncology · 2024Article
- KPNA2 promotes the progression of gastric cancer by regulating the alternative splicing of related genes.Scientific reports · 2024Article
- Genomic and T cell repertoire biomarkers associated with malignant mesothelioma survival.Thoracic cancer · 2024Article
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85 more citing papers are in PubMed but not listed here.
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Authors and funding
7 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Therapeutic options for the treatment of an increasing variety of cancers have been expanded by the introduction of a new class of drugs, commonly referred to as checkpoint blocking agents, that target the host immune system to positively modulate anti-tumor immune response. Although efficacy of these agents has been linked to a pre-existing level of tumor immune infiltrate, it remains unclear why some patients exhibit deep and durable responses to these agents while others do not benefit. To examine the influence of tumor genetics on tumor immune state, we interrogated the relationship between somatic mutation and copy number alteration with infiltration levels of 7 immune cell types across 40 tumor cohorts in The Cancer Genome Atlas. Levels of cytotoxic T, regulatory T, total T, natural killer, and B cells, as well as monocytes and M2 macrophages, were estimated using a novel set of transcriptional signatures that were designed to resist interference from the cellular heterogeneity of tumors. Tumor mutational load and estimates of tumor purity were included in our association models to adjust for biases in multi-modal genomic data. Copy number alterations, mutations summarized at the gene level, and position-specific mutations were evaluated for association with tumor immune infiltration. We observed a strong relationship between copy number loss of a large region of chromosome 9p and decreased lymphocyte estimates in melanoma, pancreatic, and head/neck cancers. Mutations in the oncogenes PIK3CA, FGFR3, and RAS/RAF family members, as well as the tumor suppressor TP53, were linked to changes in immune infiltration, usually in restricted tumor types. Associations of specific WNT/beta-catenin pathway genetic changes with immune state were limited, but we noted a link between 9p loss and the expression of the WNT receptor FZD3, suggesting that there are interactions between 9p alteration and WNT pathways. Finally, two different cell death regulators, CASP8 and DIDO1, were often mutated in head/neck tumors that had higher lymphocyte infiltrates. In summary, our study supports the relevance of tumor genetics to questions of efficacy and resistance in checkpoint blockade therapies. It also highlights the need to assess genome-wide influences during exploration of any specific tumor pathway hypothesized to be relevant to therapeutic response. Some of the observed genetic links to immune state, like 9p loss, may influence response to cancer immune therapies. Others, like mutations in cell death pathways, may help guide combination therapeutic approaches.
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