Evidence map›Paper›PMID 42438784›Full record

ArticleJournal of hepatocellular carcinoma2026

SPP1+ Macrophages Promote Immunosuppression in Post-TACE Hepatocellular Carcinoma Involving Lactate-Induced Lactylation and Potential SPP1-CD44 Signaling.

Hongyu Wang, Guojun Liang, Ting Liu, Min He, Yang Jiang, Jinwei Li, Yushu Ouyang, Shufang Hao, Wendao Liu, Jiaping Li

Abstract read
In one paragraph

Article in Journal of hepatocellular carcinoma, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Hongyu Wang *Department of Interventional Therapy, Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.ORCID 0000-0002-6643-3891
Guojun Liang *Department of Laboratory Medicine, Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.ORCID 0009-0002-2431-8796
Ting LiuDepartment of Laboratory Medicine, Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.
Min HeDepartment of Laboratory Medicine, Affiliated Foshan Women and Children Hospital, Guangdong Medical University, Foshan, People's Republic of China.
Yang JiangDepartment of Interventional Oncology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, People's Republic of China.
Jinwei LiDepartment of Interventional Therapy, Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.
Yushu OuyangDepartment of Interventional Therapy, Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.
Shufang HaoDepartment of Interventional Therapy, Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.
Wendao LiuDepartment of Interventional Therapy, Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, People's Republic of China.
Jiaping LiDepartment of Interventional Oncology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Transarterial chemoembolization (TACE) treats inoperable liver cancer by inducing tumor ischemia, but subsequent hypoxia can promote an immunosuppressive microenvironment. This study explores how TACE-related hypoxia influences immune cells through lactate metabolism and lactylation. Methods: Single-cell RNA sequencing of TACE-treated and newly diagnosed liver cancer samples was performed. Scores were assigned to lactate-related gene sets, and differentially expressed genes were identified. Bioinformatics analysis integrated scRNA-seq, TCGA, and GEO data. Machine learning derived a consensus gene signature, and a prognostic nomogram was constructed. The study evaluated immune infiltration and drug sensitivity. Key findings were validated via spatial transcriptomics, in vitro experiments, and immunofluorescence. Results: We identified seven distinct single-cell types, noting an increase in macrophage infiltration and a decrease in CD8+ T cells within the TACE group. A six-gene consensus signature related to lactate-comprising SPP1, DNASE1L3, HRG, TPX2, LAPTM4B, and G6PD-was identified and found to be significantly associated with poor prognosis. This consensus gene score and T, N staging constructed a prognostic nomogram validated by calibration curves and decision curves. We also found that SPP1+ macrophages were elevated in the TACE treatment group, with increased lactate-related gene set scores, and were associated with hypoxia, glycolysis, and inflammatory pathways. Cell communication analysis suggested a potential regulatory link between SPP1+ macrophages and CD8+ T cells, highlighting the potential involvement of the SPP1-CD44 axis. Cell experiments showed that hypoxic, lactate-rich environments lead to macrophage lactylation, increasing SPP1+ macrophages and decreasing CD8+ IFN-γ+ T cells. Spatial transcriptomics and immunofluorescence staining revealed co-localization of SPP1+ macrophages with CD8+ T cells. Conclusion: We established a lactate-associated six-gene signature and prognostic nomogram. The immunosuppressive microenvironment following TACE in liver cancer is highly correlated with the activation of lactate-related genes and an increase in SPP1+ macrophages. These macrophages are closely associated with CD8+ T cells dysfunction, with the SPP1-CD44 pathway serving as a candidate narrative for this intercellular crosstalk. These findings suggest that targeting lactate-induced lactylation or the potential SPP1-CD44 interaction may offer promising therapeutic opportunities to counteract immune evasion after TACE therapy.

Indexed as

hepatocellular carcinomalactylationmacrophagesingle-cell RNA sequencingspatial transcriptomicsSPP1transarterial chemoembolization

Identifiers

PMID42438784
PMCPMC13356865

What Socratic holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.