Elucidating the multifaceted role of MGAT1 in hepatocellular carcinoma: integrative single-cell and spatial transcriptomics reveal novel therapeutic insights

Front Immunol. 2024 Jul 16:15:1442722. doi: 10.3389/fimmu.2024.1442722. eCollection 2024.

Abstract

Background: Glycosyltransferase-associated genes play a crucial role in hepatocellular carcinoma (HCC) pathogenesis. This study investigates their impact on the tumor microenvironment and molecular mechanisms, offering insights into innovative immunotherapeutic strategies for HCC.

Methods: We utilized cutting-edge single-cell and spatial transcriptomics to examine HCC heterogeneity. Four single-cell scoring techniques were employed to evaluate glycosyltransferase genes. Spatial transcriptomic findings were validated, and bulk RNA-seq analysis was conducted to identify prognostic glycosyltransferase-related genes and potential immunotherapeutic targets. MGAT1's role was further explored through various functional assays.

Results: Our analysis revealed diverse cell subpopulations in HCC with distinct glycosyltransferase gene activities, particularly in macrophages. Key glycosyltransferase genes specific to macrophages were identified. Temporal analysis illustrated macrophage evolution during tumor progression, while spatial transcriptomics highlighted reduced expression of these genes in core tumor macrophages. Integrating scRNA-seq, bulk RNA-seq, and spatial transcriptomics, MGAT1 emerged as a promising therapeutic target, showing significant potential in HCC immunotherapy.

Conclusion: This comprehensive study delves into glycosyltransferase-associated genes in HCC, elucidating their critical roles in cellular dynamics and immune cell interactions. Our findings open new avenues for immunotherapeutic interventions and personalized HCC management, pushing the boundaries of HCC immunotherapy.

Keywords: hepatocellular carcinoma; multi-omics data; novel biomarkers; pathogenesis; single-cell RNA sequencing; spatial transcriptomics; tumor heterogeneity; tumor microenvironment.

MeSH terms

  • Animals
  • Biomarkers, Tumor / genetics
  • Carcinoma, Hepatocellular* / genetics
  • Carcinoma, Hepatocellular* / immunology
  • Carcinoma, Hepatocellular* / therapy
  • Cell Line, Tumor
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic*
  • Glycosyltransferases / genetics
  • Humans
  • Immunotherapy / methods
  • Liver Neoplasms* / genetics
  • Liver Neoplasms* / immunology
  • Liver Neoplasms* / therapy
  • Macrophages / immunology
  • Macrophages / metabolism
  • N-Acetylglucosaminyltransferases* / genetics
  • N-Acetylglucosaminyltransferases* / metabolism
  • Single-Cell Analysis*
  • Transcriptome*
  • Tumor Microenvironment* / genetics
  • Tumor Microenvironment* / immunology

Substances

  • Biomarkers, Tumor
  • Glycosyltransferases
  • MGAT1 protein, human
  • N-Acetylglucosaminyltransferases