Evidence map›Paper›PMID 40860678›Full record

ArticlePeerJ2025

Analysis of novel therapeutic targets and construction of a prognostic model for hepatocellular carcinoma.

Pengyuan Lei, Wenfeng Li, Dafei Xie, Hua Guan, Xin Huang, Bo Huang

Abstract read
In one paragraph

Article in PeerJ, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Cuproptosis: potential new direction in liver-related diseases research and treatment.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Review
  2. 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

6 authors.

Pengyuan Lei *College of Public Health of University of South China, Hengyang, China.
Wenfeng Li *Beijing Key Laboratory for Radiobiology, Department of Radiation Biology, Beijing Institute of Radiation Medicine, Beijing, China.
Dafei XieBeijing Key Laboratory for Radiobiology, Department of Radiation Biology, Beijing Institute of Radiation Medicine, Beijing, China.
Hua GuanCollege of Public Health of University of South China, Hengyang, China.
Xin HuangBeijing Key Laboratory for Radiobiology, Department of Radiation Biology, Beijing Institute of Radiation Medicine, Beijing, China.
Bo HuangCollege of Public Health of University of South China, Hengyang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The prognosis of patients with hepatocellular carcinoma (HCC) remains suboptimal due to limited biomarkers. Although ferroptosis and cuproptosis have emerged as promising therapeutic targets, their prognostic significance in HCC remains unclear. Methods: This study analyzed the expression of ferroptosis- and cuproptosis-related genes associated with survival in HCC, utilizing datasets from The Cancer Genome Atlas and the Gene Expression Omnibus. The impact of clinical factors on patient prognosis was also analyzed. The key findings were validated using the Human Protein Atlas database, quantitative real-time PCR, and Western blot (WB) analyses. Results: Prognostic modeling identified six ferroptosis-related genes (SLC1A5, SLC7A11, CBS, GABARAPL1, FLT3, and MT3) and three cuproptosis-related genes (ADM, CDKN2A, and GLS) significantly associated with HCC prognosis. A robust risk assessment model was developed with strong predictive power. The inflammatory cell apoptotic process is an immune-related pathway that is commonly enriched by ferroptosis and cuproptosis genes. Immune cell profiling using CIBERSORT revealed significant differences in macrophages, naive B cells, mast cells, monocytes, memory CD4+ T cells, and CD8+ T cells. Conclusions: This study, for the first time, integrated multi-omics data and experimental verification to establish a prognostic model of HCC based on the ferroptosis gene. It can be used to dynamically monitor HCC using blood tests and provide a new target for personalized immunotherapy.

Indexed as

Carcinoma, HepatocellularFerroptosisLiver NeoplasmsBiomarkers, TumorFemaleGene Expression Regulation, NeoplasticHumansMalePrognosisBiomarkers, TumorCuproptosisFerroptosisHepatocellular carcinomaTCGA

Identifiers

PMID40860678
PMCPMC12377355

What OpenQuestion holds

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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.