ArticleDiscover oncology2026
Multi-omics integration reveals tumor and microenvironmental heterogeneity in malignant pleural mesothelioma.
Article in Discover oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
1 citing paper in PubMed.
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Authors and funding
4 authors.
Funding
Abstract
Malignant pleural mesothelioma (MPM) is a highly aggressive and molecularly heterogeneous malignancy with poor prognosis. Here, we performed an integrative multi-omic analysis combining bulk transcriptomics, copy number variation profiling, and single-cell RNA sequencing to systematically characterize MPM heterogeneity. Using non-negative matrix factorization, we identified three robust molecular subtypes (S-I, S-II, and S-III) with distinct transcriptional programs, genomic alterations, and tumor microenvironment compositions. Subtype S-I exhibited immune-inflamed signatures with abundant cytotoxic T cells and activated dendritic cells, suggesting potential responsiveness to immunotherapy. S-II was characterized by metabolic reprogramming and mTORC1 pathway activation, whereas S-III displayed stromal enrichment, extracellular matrix remodeling, and suppressed apoptotic signaling. Single-cell analysis revealed subtype-specific distributions of malignant and stromal cell subsets, corroborating bulk-level observations and highlighting intratumoral heterogeneity. Collectively, these findings refine the molecular classification of MPM, uncover subtype-specific regulatory programs, and identify potential therapeutic vulnerabilities, providing a framework for precision medicine strategies in this challenging malignancy.
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