Evidence map›Paper›PMID 37662906›Full record

ArticleFrontiers in immunology2023

Identification of molecular subtypes based on PANoptosis-related genes and construction of a signature for predicting the prognosis and response to immunotherapy response in hepatocellular carcinoma.

Jinfeng Zhu, Qian Huang, Xingyu Peng, Chen Luo, Zitao Liu, Dongdong Liu, Huazhao Yuan, Rongfa Yuan, Xuexin Cheng

Open access · goldAbstract read
In one paragraph

Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 1 pooled it
5.4field-weighted citation impact, top 4% 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

21 citing papers in PubMed, 1 synthesis or guideline pooled it, 21 citations in OpenAlex.

  1. Pooled it
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  6. PANoptosis: potential new targets and therapeutic prospects in digestive diseases.Apoptosis : an international journal on programmed cell death · 2025
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  17. [Research progress on the role and mechanism of PANoptosis in liver diseases].Zhonghua gan zang bing za zhi = Zhonghua ganzangbing zazhi = Chinese journal of hepatology · 2024
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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 at 5 institutions in 1 country.

Jinfeng ZhuDepartment of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Qian HuangDepartment of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China.
Xingyu PengDepartment of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Chen LuoDepartment of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, China.
Zitao LiuDepartment of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Dongdong LiuDepartment of General Surgery, Hukou County People's Hospital, Jiujiang, China.
Huazhao YuanDepartment of General Surgery, Jiujiang Traditional Chinese Medicine Hospital, Jiujiang, China.
Rongfa YuanDepartment of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Xuexin ChengBiological Resource Center, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Second Affiliated Hospital of Nanchang University · CNNanchang University · CNFirst Affiliated Hospital of Nanchang University · CNJiujiang First People's Hospital · CNShanghai East Hospital · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Previous studies have demonstrated that PANoptosis is strongly correlated with cancer immunity and progression. This study aimed to develop a PANoptosis-related signature (PANRS) to explore its potential value in predicting the prognosis and immunotherapy response of hepatocellular carcinoma (HCC). Methods: Based on the expression of PANoptosis-related genes, three molecular subtypes were identified. To construct a signature, the differentially expressed genes between different molecular subtypes were subjected to multivariate least absolute shrinkage and selection operator Cox regression analyses. The risk scores of patients in the training set were calculated using the signature. The patients were classified into high-risk and low-risk groups based on the median risk scores. The predictive performance of the signature was evaluated using Kaplan-Meier plotter, receiving operating characteristic curves, nomogram, and calibration curve. The results were validated using external datasets. Additionally, the correlation of the signature with the immune landscape and drug sensitivity was examined. Furthermore, the effect of Results: This study developed a PANRS. The risk score obtained by using the PANRS was an independent risk factor for the prognosis of patients with HCC and exhibited good prognostic predictive performance. The nomogram constructed based on the risk score and clinical information can accurately predicted the survival probability of patients with HCC. Patients with HCC in the high-risk groups have high immune scores and tend to generate an immunosuppressive microenvironment. They also exhibited a favorable response to immunotherapy, as evidenced by high tumor mutational burden, high immune checkpoint gene expression, high human leukocyte antigen gene expression, low tumor immune dysfunction and low exclusion scores. Additionally, the PANRS enabled the identification of 15 chemotherapeutic agents, including sorafenib, for patients with HCC with different risk levels, guiding clinical treatment. The signature gene Conclusion: PANRS can accurately predict the prognosis and immunotherapy response of patients with HCC and consequently guide individualized treatment.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsAcyltransferasesHumansImmunotherapyNomogramsPrognosisTumor MicroenvironmentAcyltransferaseshepatocellular carcinomaimmunotherapy responsemolecular subtypesPANoptosisprognosissignature

Identifiers

PMID37662906
PMCPMC10471990
OpenAlexW4385986426

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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.