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Updated: Jan 22, 2026

Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
Integrated multi-omics analysis of prognostic model and immune microenvironment in intrahepatic cholangiocarcinoma
Xi Li1, Yixian Wang2, Xiangbao Yin3
1Department of Anesthesiology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang 330006, Jiangxi, China.
Background:
Intrahepatic cholangiocarcinoma (iCCA) is an aggressive malignancy originating from the epithelial lining of second-order bile ducts. Despite advances in immunotherapy, which underscore the pivotal roles of T-cell dynamics and tumor microenvironment (TME) remodeling in anti-tumor immunity, iCCA remains a clinical challenge due to its rapid progression. Consequently, there is a pressing need for integrated multi-omics approaches to elucidate the immune landscape of iCCA and guide effective precision immunotherapy.
Methods:
To comprehensively characterize iCCA, we integrated single-cell RNA-seq data for microenvironment analysis and bulk RNA-seq cohorts for prognostic model construction using machine learning, followed by external validation and functional experimental verification of key genes.
Results:
Integrated single-cell and spatial transcriptomic analysis of iCCA uncovered interacting epithelial-fibroblast subpopulations and guided the machine learning-based derivation of a five-gene prognostic signature. Furthermore, spatial transcriptomics confirmed the physical co-localization between SPP1+ Macrophage and NDRG1+ CAF. Finally, functional experiments established that MT1X, a gene highly expressed in iCCA, drives tumor proliferation, migration, and invasion.
Conclusion:
This study establishes a prognostic model based on five key genes and elucidates their role in the immunosuppressive TME. MT1X was validated as a pro-tumorigenic factor, highlighting its potential as a therapeutic target.
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