Evidence map›Paper›PMID 41965527›Full record

ArticleMolecular medicine (Cambridge, Mass.)2026

Immune landscape of gingivo-buccal oral cancer indicates high enrichment of immune-related gene sets in tumors of a large proportion of patients.

Debodipta Das, Arindam Maitra, Chinmay K Panda, Sandip Ghose, Bidyut Roy, Rajiv Sarin, Partha P Majumder

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Article in Molecular medicine (Cambridge, Mass.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Debodipta DasCentre for Integrative Omics Data Science (CIODS), Yenepoya (Deemed to be University), Mangalore, Karnataka, 575018, India. debodipta@gmail.com.
Arindam MaitraBRIC-National Institute of Biomedical Genomics (BRIC-NIBMG), Kalyani, West Bengal, India.
Chinmay K PandaDepartment of Oncogene Regulation, Chittaranjan National Cancer Institute, Kolkata, West Bengal, India.
Sandip GhoseDepartment of Oral Pathology, Dr. R Ahmed Dental College and Hospital, Kolkata, West Bengal, India.
Bidyut RoyHuman Genetics Unit, Indian Statistical Institute, Kolkata, West Bengal, India.
Rajiv SarinDepartment of Radiation Oncology, Tata Memorial Centre and Homi Bhabha National Institute, Mumbai, Maharashtra, India.
Partha P MajumderHuman Genetics Unit, Indian Statistical Institute, Kolkata, West Bengal, India. parmaj2023@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundOral squamous cell carcinoma of the gingivo-buccal region (OSCC-GB) is the most common cancer among males in India and the second most prevalent cancer overall. Therefore, there is an urgent need to develop precision therapies based on an evaluation of molecular heterogeneity and molecular subtyping.

methodsWe performed bulk RNA-Seq on tumor and adjacent normal tissue samples from 72 OSCC-GB patients, as well as leukoplakia (precancerous) tissue from 25 patients with concurrent leukoplakia.

resultsAnalysis of our data revealed activation of epithelial-mesenchymal transition, angiogenesis, and cell-cycle pathways. Metabolic analysis revealed enhanced glycolysis and reduced oxidative phosphorylation, consistent with the Warburg effect. Gene set enrichment analysis identified two distinct molecular subtypes, one of which comprises 76.4% of the patients. This subtype is characterized by higher immune cell infiltration, suggesting potential responsiveness to immune checkpoint inhibitors. Additionally, CD226, CD38, and KBTBD8 were identified as potential biomarkers for patient classification (average classification accuracy of 86.1%) and were validated in an independent cohort. The smaller number of patients (23.6%) who comprised the second subtype showed lower enrichment in immune-related gene sets. Pre-malignant leukoplakia tissues showed significantly higher M1 macrophages and CD4 + T-cells compared to normal tissues, indicating an activated host defense mechanism and potential for early intervention. TCGA-HNSC tumors also exhibited molecular heterogeneity; some subtypes were similar to OSCC-GB tumors and revealed shared enrichment of glycolysis and immune-related pathways.

conclusionsOur findings provide critical insights into the molecular and immune landscape of OSCC-GB, paving the way for improved therapeutic strategies and immunotherapy approaches.

Indexed as

Mouth NeoplasmsAgedBiomarkers, TumorCarcinoma, Squamous CellFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedTumor MicroenvironmentBiomarkers, TumorGene markersGingivo-buccal oral cancerImmunotherapyLeukoplakiaTranscriptomics

Identifiers

PMID41965527
PMCPMC13214455

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