Evidence map›Paper›PMID 42298533›Full record

ArticleBMC cancer2026

Bioinformatics mining and clinical validation of CD274 as a prognostic indicator in hepatocellular carcinoma.

Hansen Shi, Peijun Zhang, Qiping Wei, Huixiang He, Haiqi Wu, Tianyin Xiao, Tiancai Liu, Tao Zeng

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Article in BMC cancer, 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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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Hansen ShiLaboratory Medicine Center, Affiliated Hospital of Guangdong Medical University, Renmin Rd, Xiashan District, Zhanjiang, 524000, Guangdong, P.R. China.
Peijun ZhangLaboratory Medicine Center, Affiliated Hospital of Guangdong Medical University, Renmin Rd, Xiashan District, Zhanjiang, 524000, Guangdong, P.R. China.
Qiping WeiDepartment of Medical Laboratory, Guangzhou Fosun Chancheng Hospital, Guangzhou, Guangdong, PR China.
Huixiang HeDepartment of Clinical Laboratory, The Fourth Affiliated Hospital of Guangzhou Medical University, Guangzhou, 511300, People's Republic of China.
Haiqi WuLaboratory Medicine Center, Affiliated Hospital of Guangdong Medical University, Renmin Rd, Xiashan District, Zhanjiang, 524000, Guangdong, P.R. China.
Tianyin XiaoKey Laboratory of Antibody Engineering of Guangdong Higher Education Institutes, School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou, 510515, Guangdong, PR China.
Tiancai Liu *Key Laboratory of Antibody Engineering of Guangdong Higher Education Institutes, School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou, 510515, Guangdong, PR China. liutc@smu.edu.cn.
Tao Zeng *Laboratory Medicine Center, Affiliated Hospital of Guangdong Medical University, Renmin Rd, Xiashan District, Zhanjiang, 524000, Guangdong, P.R. China. zengt@smu.edu.cn.

Funding

Discipline construction project of Guangdong Medical University grant No. 4SG21266PGuangdong Basic and Applied Basic Research Foundation grant No. 2023A1515010235 and 2025A1515011140Medical Science and Technology Research Project of Guangdong Province grant No. A2023168 and B2021180National Natural Science Foundation of China Grant No. 82372344Natural Science Foundation of Guangdong Province Grant No. 2023A1515011925, 2024A1515011850Start-up Fund for High-level Talents in Affiliated Hospital of Guangdong Medical University grant No. 51301Z20200007
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) is a malignant tumour with high global incidence and mortality, featuring limited therapeutic options and poor prognosis, which necessitates novel prognostic biomarkers. The immune checkpoint molecule CD274 (Programmed Death-Ligand 1, PD-L1) correlates with poor prognosis in most solid tumours, yet its prognostic value in HCC remains controversial, and circulating levels are unclear. This study aimed to multi-dimensionally investigate CD274's expression patterns and clinical significance in HCC.

methodsBioinformatics analyses were performed on The cancer genome atlas (TCGA) and Genotype-Tissue Expression (GTEx) databases to screen differentially expressed genes, with functional and pathway annotations via Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), Gene Set Enrichment Analysis (GSEA), and Single-Sample Gene Set Enrichment Analysis (ssGSEA). Survival analysis and univariate/multivariate Cox proportional hazards regression models were used to assess the prognostic value of CD274. PD-L1 protein expression was validated by immunohistochemistry (IHC) on HCC tissue microarrays. Serum PD-L1 concentrations were detected by ELISA in treatment-naive HCC patients and healthy controls.

resultsCD274 was lowly expressed in HCC tissues versus normal ones, and its expression correlated with TNF-α/NF-κB, complement, IFN-γ, adipogenesis and oxidative phosphorylation pathways, as well as lymphocyte-mediated immunity, immune globulin complexes and antigen binding. High CD274 expression negatively correlated with Th17 cells but positively with helper T cells, activated dendritic cells (aDCs), Th1 cells, T cells and macrophages via ssGSEA. Patients with high CD274 expression had longer overall survival (OS), disease-specific survival (DSS) and progression-free interval (PFI); multivariate Cox regression confirmed CD274 as an independent protective factor for DSS. PD-L1 protein expression showed no significant difference between HCC and normal liver tissues. Serum PD-L1 median was 349.6 pg/mL in HCC patients, significantly higher than 181.3 pg/mL in healthy controls.

conclusionsThis study first identifies a unique "low tissue expression and elevated peripheral blood level" pattern of CD274 in HCC, with intratumoural high expression correlating with favourable prognosis. CD274 may exert distinct roles in local tumour and systemic immune regulation, and serum CD274 is a promising prognostic biomarker for HCC worthy of further research.

Indexed as

B7-H1 AntigenBiomarkers, TumorCarcinoma, HepatocellularComputational BiologyLiver NeoplasmsData MiningFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedPrognosisB7-H1 AntigenBiomarkers, TumorCD274 protein, humanBioinformatics analysisCD274HCCImmune checkpointPD-L1Prognostic biomarkerTumour microenvironment

Identifiers

PMID42298533
PMCPMC13501823

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