Evidence map›Paper›PMID 31811111›Full record

ArticleAging2019

A twenty gene-based gene set variation score reflects the pathological progression from cirrhosis to hepatocellular carcinoma.

Yan Lin, Rong Liang, Jiazhou Ye, Qian Li, Ziyu Liu, Xing Gao, Xuemin Piao, Rongyun Mai, Donghua Zou, Lianying Ge

Abstract read
In one paragraph

Article in Aging, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing 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

24 citing papers in PubMed.

  1. Glycolytic reprogramming in host response toExperimental and therapeutic medicine · 2026
    Article
  2. Chaperonin in health and disease.Molecular biomedicine · 2026
    Review
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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

10 authors.

Yan LinDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Rong LiangDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Jiazhou YeDepartment of Hepatobiliary Surgery, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Qian LiDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Ziyu LiuDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Xing GaoDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Xuemin PiaoDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Rongyun MaiDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Donghua ZouThe Fifth Affiliated Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.
Lianying GeDepartment of Medical Oncology, Affiliated Tumor Hospital of Guangxi Medical University, Nanning 530021, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The molecular mechanism of the pathological progression from cirrhosis to hepatocellular carcinoma (HCC) remains elusive. In the present study, tissue samples from normal liver, cirrhosis and HCC were subjected to differentially gene expression analysis, weighted gene correlation network analysis to identify the twenty hub genes (TOP2A, CDC20, PTTG1, CDCA5, CCNB2, PRC1, KIF20A, SF3B4, HSP90AB1, FOXD2, PLOD3, CCT3, SETDB1, VPS45, SPDL1, RACGAP1, MED24, KIAA0101, ZNF282, and USP21) in the pathological progression from cirrhosis to HCC. Each sample was calculated a hub gene set variation analysis (HGSVA) score using Gene Set Variation Analysis, The HGSVA score significantly increased with progression from cirrhosis to HCC, and this result was validated in two independent data sets. Moreover, this score may be used as a blood-based marker for HCC and is an independent prognostic factor of recurrence-free survival (RFS) and overall survival (OS). High expression of the hub genes may be driven by hypomethylation. The twenty gene-based gene set variation score may reflect the pathological progression from cirrhosis to HCC and is an independent prognostic factor for both OS and RFS.

Indexed as

Gene Expression Regulation, NeoplasticMultigene FamilyCarcinoma, HepatocellularComputational BiologyDatabases, FactualGene Expression ProfilingGene Regulatory NetworksHumansLiver CirrhosisLiver Neoplasmsgene setHCChepatocellular carcinomamultistep hepatocarcinogenesis

Identifiers

PMID31811111
PMCPMC6932912

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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.