Integrating spatial omics and single-cell mass spectrometry imaging reveals tumor–host metabolic interplay in hepatocellular carcinoma

P Panpan Chen (Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)) H Haoyuan Geng B Bangzhen Ma (Shandong Provincial Hospital Affiliated to Shandong First Medical University) Y Yaqi Zhang (Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)) Z Zihan Zhu (Key Laboratory for Applied Technology of Sophisticated Analytical Instruments of Shandong Province, Shandong Analysis and Test Center, Qilu University of Technology (Shandong Academy of Sciences)) M Min Li S Shiping Chen (Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)) X Xiao Wang C Chenglong Sun

Abstract

Metabolic crosstalk among diverse cellular populations contributes to shaping a competitive and symbiotic tumor microenvironment (TME) to influence cancer progression and immune responses, highlighting vulnerabilities that can be exploited for cancer therapy. Using a spatial multiomics platform to study the cell-specific metabolic spectrum in hepatocellular carcinoma (HCC), we map the metabolic interactions between different cells in the HCC TME and identify a unique tumor-immune-cancer-associated fibroblast (CAF) “interface” zone, where cell–cell interactions are enhanced and accompanied by significant upregulation of lactic acid and long-chain polyunsaturated fatty acids. Further combining single-cell mass spectrometry imaging of patient-derived tumor organoids, cocultured CAFs, and macrophages, we demonstrate that CAFs increase glycolysis and secrete lactic acid to the surrounding microenvironment to drive immunosuppressive macrophage M2 polarization. These findings facilitate the understanding of cancer-associated metabolic interactions in complex TME and provide clues for targeted clinical therapies.

Article Details

Volume / Issue Vol. 122, Issue 31
Published August 05, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (9)

P

Panpan Chen

Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)

H

Haoyuan Geng

B

Bangzhen Ma

Shandong Provincial Hospital Affiliated to Shandong First Medical University

Y

Yaqi Zhang

Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)

Z

Zihan Zhu

Key Laboratory for Applied Technology of Sophisticated Analytical Instruments of Shandong Province, Shandong Analysis and Test Center, Qilu University of Technology (Shandong Academy of Sciences)

M

Min Li

S

Shiping Chen

Key Laboratory for Natural Active Pharmaceutical Constituents Research in Universities of Shandong Province, School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences)

X

Xiao Wang

C

Chenglong Sun