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Manoharan, V. T.

Publications and source records attributed to Manoharan, V. T..

2 recordsLinked to original sources

mRNA-LNP vaccination induces microenvironment remodeling and generation of tissue-resident memory T cells in glioblastoma

Glioblastoma remains highly refractory to immunotherapy, in part because of a profoundly immunosuppressive tumour microenvironment that limits effective T-cell responses. Although mRNA vaccines can induce anti-tumour immunity, how they reshape the glioblastoma immune ecosystem to support durable tumour control is not well understood. Here we use an immunocompetent EGFRvIII-driven syngeneic glioblastoma model and antigen-specific mRNA lipid nanoparticle (mRNA-LNP) vaccination to define the cellular and spatial mechanisms underlying therapeutic response. In our model, vaccination induced durable EGFRvIII-specific humoral and cellular immunity, resulting in complete tumour eradication and long-term protection against intracranial rechallenge. Integrative analyses incorporating flow cytometry, tumour interstitial fluid profiling, multiplex immunostaining, spatial transcriptomics and ligand-receptor modelling demonstrated extensive remodelling of the tumour microenvironment following vaccination. Early tumour control was associated with expansion of pro-inflammatory and antigen-presenting myeloid populations, increased cytotoxic CD8 T-cell infiltration and activation, enhanced interferon-responsive signalling, and the formation of immune-supportive spatial niches enriched for antigen presentation and chemokine-mediated cellular communication. Vaccination promoted inflammatory chemokine relay networks centred on the CXCL16-CXCR6 axis, a pathway linked to tissue residency programming in the central nervous system. Functional depletion studies identified CD4 and CD8 T cells as essential mediators of therapeutic efficacy, while durable protection was maintained by tumour-specific brain-resident memory CD8 T cells that persisted despite peripheral lymphocyte depletion. Together, these findings identify T-cell-driven microenvironmental remodelling as a critical mechanism linking mRNA vaccination to the establishment of long-term brain-resident anti-tumour immunity in glioblastoma.

cancer biology↗

spOT-NMF: Optimal Transport-Based Matrix Factorization for Accurate Deconvolution of Spatial Transcriptomics

Spatial transcriptomics technologies advance our understanding of complex biology by directly profiling cellular organization within tissues. However, accurate deconvolution of cell types and functional states remains challenging as most current computational methods either rely on high-quality matched single-cell reference profiles (often lacking for many tissues or disease states), struggle across spatial resolutions and under variable sequencing depths, and face scalability bottlenecks in large datasets. To address these challenges, we developed an optimal transport-based non-negative matrix factorization method (spOT-NMF) that leverages the Wasserstein distance to disentangle mixed gene expression signals in a reference-free manner. Benchmarking against well-established unsupervised deconvolution approaches demonstrates top performance of spOT-NMF in simulated and real spatial transcriptomics data spanning sub-cellular to multi-cellular resolutions, across multiple platforms, in two-species admixture scenarios such as xenografts, and in human cancer. We provide spOT-NMF as a freely available package for spatial data analysis, supporting GPU acceleration for large-scale analyses.

bioinformatics↗