Evidence map›Paper›PMID 37717019›Full record

ArticleJournal of translational medicine2023

Deep dissection of stemness-related hierarchies in hepatocellular carcinoma.

Rui Liang, Weifeng Hong, Yang Zhang, Di Ma, Jinwei Li, Yisong Shi, Qing Luo, Shisuo Du, Guanbin Song

Open access · goldAbstract read
In one paragraph

Article in Journal of translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
3.6field-weighted citation impact, top 6% of its field
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

16 citing papers in PubMed, 14 citations in OpenAlex.

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  6. CD44British journal of cancer · 2025
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  16. mJournal of hepatocellular carcinoma · 2024
    Article
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 at 5 institutions in 2 countries.

Rui Liang *College of Bioengineering, Chongqing University, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Chongqing, 400030, China.
Weifeng Hong *Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Xuhui District, No. 180, Fenglin Road, Xuhui District, Shanghai, China.
Yang Zhang *General Surgery 1, the First Affiliated Hospital of Dali University, Dali, 671000, China.
Di MaCollege of Bioengineering, Chongqing University, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Chongqing, 400030, China.
Jinwei LiDepartment of Neurosurgery, The Fourth Affiliated Hospital of Guangxi Medical University, Liuzhou, 545000, Guangxi, China.
Yisong ShiCollege of Bioengineering, Chongqing University, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Chongqing, 400030, China.
Qing LuoCollege of Bioengineering, Chongqing University, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Chongqing, 400030, China.
Shisuo DuDepartment of Radiation Oncology, Zhongshan Hospital, Fudan University, Xuhui District, No. 180, Fenglin Road, Xuhui District, Shanghai, China. du.shisuo@zs-hosptial.sh.cn.
Guanbin SongCollege of Bioengineering, Chongqing University, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Chongqing, 400030, China. song@cqu.edu.cn.
Chongqing University · CNZhongshan Hospital · CNDali University · CNFourth Affiliated Hospital of Guangxi Medical University · CNMinistry of Education · TH

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIncreasing evidence suggests that hepatocellular carcinoma (HCC) stem cells (LCSCs) play an essential part in HCC recurrence, metastasis, and chemotherapy and radiotherapy resistance. Multiple studies have demonstrated that stemness-related genes facilitate the progression of tumors. However, the mechanism by which stemness-related genes contribute to HCC is not well understood. Here, we aim to construct a stemness-related score (SRscores) model for deeper analysis of stemness-related genes, assisting with the prognosis and individualized treatment of HCC patients.Further, we found that the gene LPCAT1 was highly expressed in tumor tissues by immunohistochemistry, and sphere-forming assay revealed that knockdown of LPCAT1 inhibited the sphere-forming ability of hepatocellular carcinoma cells.

methodsWe used the TCGA-LIHC dataset to screen stemness-related genes of HCC from the MSigDB database. Prognosis, tumor microenvironment, immunological checkpoints, tumor immune dysfunction, rejection, treatment sensitivity, and putative biological pathways were examined. Random forest created the SRscores model. The anti-PD-1/anti-CTLA4 immunotherapy, tumor mutational burden, medication sensitivity, and cancer stem cell index were compared between the high- and low-risk score groups. We also examined risk scores for different cell types using single-cell RNA sequencing data and correlated transcription factor activity in cancer stem cells with SRscores genes. Finally, we tested core marker expression and biological functions.

resultsPatients can be divided into two subtypes (Cluster1 and Cluster2) based on the TCGA-LIHC dataset's identification of 11 stemness-related genes. Additionally, a SRscores was developed based on subtypes. Cluster2 and the group with the lowest SRscores had superior survival and immunotherapy response than Cluster1 and the group with the highest SRscores. The group with a high SRscores was significantly more enriched in classical tumor pathways than the group with a low SRscores. Multiple transcription factors and SRscores genes are correlated. The core gene LPCAT1 is highly expressed in rat liver cancer tissues and promotes tumor cell sphere formation.

conclusionA SRscores model can be utilized to predict the prognosis of HCC patients as well as their response to immunotherapy.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsAnimalsBiological AssayCell LineImmunotherapyRatsTumor MicroenvironmentHepatocellular carcinomasImmune infiltrationImmunotherapyLPCAT1Molecule subtypesmRNAsiPrognosisscRNA-seqStemnessTumor microenvironment

Identifiers

PMID37717019
PMCPMC10505333
OpenAlexW4386799257

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.