Overweight status drives early tumor microenvironment reprogramming in pancreatic ductal adenocarcinoma: a cell-type-resolved Bayesian hierarchical modeling and interactome analysis

BackgroundObesity significantly increases the risk of prognosis and clinical outcomes in pancreatic ductal adenocarcinoma (PDAC). While research on the interactions between obesity and the tumor microenvironment (TME) is mostly confined to a few interactions at a time, leaving a gap in the comprehensive understanding of obesity-driven PDAC. We set out to develop a cell-type-resolved model of obesity-driven PDAC using bulk transcriptomic data to investigate TME changes. MethodsWe conducted an integrated transcriptomic analysis of PDAC patients from the CPTAC-3 cohort (n=140) stratified by BMI. A custom immune and stromal functional gene signature database covering 65 cell types was constructed, followed by LLM-assisted review, overlap control, and validation. BayesPrism deconvolution using matched single-cell references was used to derive expression profiles for each cell type. Stabl, a machine-learning algorithm, was used to identify BMI-associated signatures. Bayesian hierarchical modeling, using both continuous and categorical BMI change, was applied to estimate effect sizes and assess the statistical credibility of the signature changes using the 95% Highest Density Interval (HDI) excluding zero. Virtual multiplex immunofluorescence was generated from whole-slide H&E images using gigaTIME to assess the spatial manifestation of BMI-associated TME changes in tissue ResultsBulk pathway analysis showed that ECM homeostasis and primary immunodeficiency pathways deteriorated with increasing BMI. However, Bayesian modeling revealed cell-type-specific, non-linear dynamics. Stromal populations in overweight (OW) individuals were altered, with changes in ECM synthesis and inflammatory signaling that stabilized rather than intensified during obesity. Immune compartments also showed diverse trajectories: CD4+ T cells remained functional in OW but collapsed in obesity; CD8+ T cells progressed linearly from activation to chronic exhaustion. NK cells exhibited non-monotonic behavior, and monocyte and B cell lineages became impaired prior to clinical obesity. Cell-cell interaction analysis showed a shift from a T cell and dendritic cell-centric adaptive interactome in normal weight patients to a neutrophil-dominated inflammatory network in OW. Spatial analysis showed stromal-trapped CD8+ T cells were compressed closer to the tumor boundary with rising BMI. ConclusionsOverweight status represents a critical tipping point in tumor microenvironmental reprogramming, challenging linear models of obesity-associated immune modulation and suggesting that early metabolic interventions may prevent PDAC functional deterioration. Model is available at https://obese-pdac-model.streamlit.app/ O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=138 SRC="FIGDIR/small/721695v1_ufig1.gif" ALT="Figure 1"> View larger version (36K): org.highwire.dtl.DTLVardef@b1c8cdorg.highwire.dtl.DTLVardef@1f61b7forg.highwire.dtl.DTLVardef@876c60org.highwire.dtl.DTLVardef@dc32b2_HPS_FORMAT_FIGEXP M_FIG C_FIG