Evidence map›Paper›PMID 42676041›Full record

ArticleBiomolecules & therapeutics2026

Single-Cell Transcriptomics of Pyrimidine Salvage in HBV-Related HCC Reveals Prognostic and Immune Infiltration Features.

Liping Xie, Shaoyang Wang, Taofa Lin

Abstract read
In one paragraph

Article in Biomolecules & therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors.

Liping XieDepartment of Infectious Diseases, 900th Hospital of PLA Joint Logistic Support Force, Fuzhou 350025, China.
Shaoyang WangDepartment of Infectious Diseases, 900th Hospital of PLA Joint Logistic Support Force, Fuzhou 350025, China.
Taofa LinDepartment of Infectious Diseases, 900th Hospital of PLA Joint Logistic Support Force, Fuzhou 350025, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC) is primarily caused by hepatitis B virus (HBV). The pyrimidine-salvage pathway (PSP) is crucial for tumor proliferation, but its prognostic and immunomodulatory roles in HBV-HCC are unclear. By using single-cell transcriptomics, we investigated PSP signatures and their link to clinical outcomes and immune modulation in HBV-HCC. Data from XENA and GEO databases were analyzed. Malignant cell subpopulations were identified, and single-cell PSP activity was quantified. HBV-specific malignant subpopulations were characterized using the Ro/e metric. Cell-cell communication was analyzed. A prognostic model was developed and validated using a training cohort, and a nomogram was constructed. Immune infiltration, drug sensitivity, and the functional role of ferritin light chain (FTL) were examined experimentally. Malignant cells were classified into HBV⁻ and HBV⁺ subpopulations. The HBV⁺ group showed low PSP gene (PSPG) expression. The six-gene prognostic model demonstrated high predictive accuracy for 1-, 3-, and 5-year survival. High-risk patients had shorter survival and increased infiltration of macrophages, Tregs, and activated dendritic cells. Drug sensitivity analysis identified potential agents.

Indexed as

Hepatitis B virusHepatocellular carcinomaImmune microenvironmentPrognostic modelPyrimidine-salvage pathwaySingle-cell transcriptomics

Identifiers

PMID42676041
PMCPMC13534984

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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 OpenQuestion graph.