Evidence map›Paper›PMID 35892599›Full record

ArticleCells2022

A Differentiation-Related Gene Prognostic Index Contributes to Prognosis and Immunotherapy Evaluation in Patients with Hepatocellular Carcinoma.

Jingjing Xiao, Tao Liu, Zhenhua Liu, Chuan Xiao, Jun Du, Shi Zuo, Haiyang Li, Huajian Gu

Open access · goldAbstract read
In one paragraph

Article in Cells, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
2.0field-weighted citation impact, top 11% 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

12 citing papers in PubMed, 19 citations in OpenAlex.

  1. Article
  2. Computational analysis of multi-omics data reveals CXCL10Cellular and molecular life sciences : CMLS · 2026
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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

8 authors at 2 institutions in 1 country.

Jingjing XiaoSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Tao LiuSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Zhenhua LiuDepartment of Hepatobiliary Surgery, Guizhou Provincial People's Hospital, Guiyang 550002, China.
Chuan XiaoSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Jun DuSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Shi ZuoSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Haiyang LiSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.
Huajian GuSchool of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.ORCID 0000-0002-9670-7320
Guiyang Medical University · CNGuizhou Provincial People's Hospital · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC) is the most common gastrointestinal tumor with a poor prognosis, which is associated with poor differentiation of tumor cells. However, the potential value of cell differentiation-related molecules in predicting the benefit and prognosis of immune checkpoint inhibitors (ICI) therapy remains unknown. Herein, to investigate the differentiation trajectory of HCC cells and their clinical significance, a differentiation-related gene prognostic index (DRGPI) based on HCC differentiation-related genes (HDRGs) was constructed to elucidate the immune characteristics and therapeutic benefits of ICI in the HCC subgroup defined by DRGPI. Single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data from four HCC samples were integrated for bioinformatics analysis. Then, PON1, ADH4, SQSTM1, HSP90AA1, and STMN1 were screened out to construct a DRGPI. More intriguingly, RT-qPCR validation of the expression of these genes yielded consistent results with the TCGA database. Next, the risk scoring (RS) constructed based on DRGPI suggested that the overall survival (OS) of the DRGPI-high patients was significantly worse than that of the DRGPI-low patients. A nomogram was constructed based on DRGPI-RS and clinical characteristics, which showed strong predictive performance and high accuracy. The comprehensive results indicated that a low DRGPI score was associated with low TP53 mutation rates, high CD8 T cell infiltration, and more benefit from ICI therapy. Homoplastically, the high DRGPI score reflected the opposite results. Taken together, our study highlights the significance of HCC cell differentiation in predicting prognosis, indicating immune characteristics, and understanding the therapeutic benefits of ICI, and suggests that DRGPI is a valuable prognostic biomarker for HCC.

Indexed as

Carcinoma, HepatocellularImmunotherapyLiver NeoplasmsBiomarkers, TumorCell DifferentiationHumansImmunologic FactorsPrognosisBiomarkers, TumorImmunologic Factorsdifferentiation-related gene prognostic indexdifferentiation trajectoryhepatocellular carcinomaimmune checkpoint inhibitorimmune infiltration

Identifiers

PMID35892599
PMCPMC9367442
OpenAlexW4288038363

What OpenQuestion holds

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LicenceCC BY
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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.