Evidence map›Paper›PMID 40295654›Full record

ArticleScientific reports2025

Integrated spatial and single cell transcriptomics identifies PRKDC as a dual prognostic biomarker and therapeutic target in hepatocellular carcinoma.

Wenpeng Pang, Yunyong Wang, Xiaohang Lu, Minpeng Li, Fuli Long, Songlin Chen, Yuan Yu, Mingfen Li, Hongsheng Lin

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

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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

8 citing papers in PubMed.

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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

9 authors.

Wenpeng PangDepartment of Microbiology, Basic Medical College, Guangxi Medical University, Nanning, Guangxi, China.
Yunyong WangDepartment of Clinical Laboratory, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Xiaohang LuDepartment of Clinical Laboratory, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Minpeng LiDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Fuli LongDepartment of Hepatology, the First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Songlin ChenDepartment of Clinical Laboratory, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Yuan Yu *Department of Hepatobiliary Surgery, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Mingfen Li *Department of Clinical Laboratory, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China.
Hongsheng Lin *Department of Clinical Laboratory, The First Affiliated Hospital of Guangxi University of Chinese Medicine, Nanning, Guangxi, China. linhs@gxtcmu.edu.cn.

Funding

National Natural Science Foundation of China 82160829the Natural Science Foundation of Guangxi 2021GXNSFBA220073Wellcome Trust 202411
6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality, with a pressing need for effective biomarkers and therapeutic targets. Despite the clinical use of alpha-fetoprotein (AFP) as a diagnostic biomarker, its limitations in sensitivity and specificity necessitate the identification of novel markers. In this study, we investigated the role of Protein Kinase, DNA-Activated, Catalytic Subunit (PRKDC) in HCC prognosis and its potential as a therapeutic target. Utilizing spatial transcriptomics and single-cell RNA sequencing (scRNA-seq), we dissected the cellular composition of PRKDC in HCC tissue samples, revealing its high expression in malignant cell subpopulations and its association with the tumor immune microenvironment. Through clinical signature analysis, we observed widespread PRKDC expression in HCC tissues, particularly in immune cells, highlighting its link to immune cell infiltration. Further analyses confirmed high PRKDC expression in malignant cells and its inhibitory effect on immune cell infiltration. Copy number variation (CNV) analysis revealed significant genomic instability, with PRKDC exhibiting both amplifications and deletions across chromosomal regions, underscoring its role in tumorigenesis. Functional overexpression of PRKDC in HCC cell lines enhanced cell proliferation, migration, and altered cell cycle dynamics, with a notable increase in the G2/S phase. Taken together, we first to integrate spatial transcriptomics and single-cell transcriptomics and bulk RNA-seq to reveal that PRKDC is a reliable prognostic biomarker and a potential therapeutic target. High PRKDC expression is associated with shorter survival times and an abnormal tumor microenvironment, highlighting its impact on immune cell infiltration and HCC prognosis. Targeting PRKDC could selectively inhibit its expression in tumor cells, providing new strategies for HCC treatment.

Indexed as

Biomarkers, TumorCarcinoma, HepatocellularDNA-Activated Protein KinaseLiver NeoplasmsTranscriptomeCell Line, TumorCell ProliferationDNA Copy Number VariationsGene Expression ProfilingGene Expression Regulation, NeoplasticHumansPrognosisSingle-Cell AnalysisTumor MicroenvironmentBiomarkers, TumorDNA-Activated Protein KinasePRKDC protein, humanHepatocellular carcinomaMulti-omics analysisPRKDCTherapeutic targetTumor microenvironment

Identifiers

PMID40295654
PMCPMC12037799

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