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.
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.
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Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 21 citations in OpenAlex.
- Novel diagnostic and therapeutic strategies based on PANoptosis for hepatocellular carcinoma.Cancer biology & medicine · 2025Pooled it
- PANoptosis in the pathogenesis of myelodysplastic syndromes.Molecular oncology · 2026Review
- Article
- Navigating the Labyrinth of Hepatocellular Carcinoma: Leveraging AI/ML for Precision Oncology.Oncology research · 2026Review
- PANoptosis-based HNSCPAN-index predicts prognosis and reveals DSCAM as a therapeutic target in head and neck squamous cell carcinoma.PloS one · 2026Article
- PANoptosis: potential new targets and therapeutic prospects in digestive diseases.Apoptosis : an international journal on programmed cell death · 2025Review
- PANoptosis in hepatocellular carcinoma: Underlying mechanisms.World journal of hepatology · 2025Review
- PANoptosis-related gene APAF1 may contribute to the progression of sepsis.Irish journal of medical science · 2025Article
- PANoptosis in cancer: bridging molecular mechanisms to therapeutic innovations.Cellular & molecular immunology · 2025Review
- Predicting survival and immune status of breast cancer patients based on prognostic features related to PANoptosis.Discover oncology · 2025Article
- Multiple Machine Learning Models, Molecular Subtyping and Singlecell Analysis Identify PANoptosis-related Core Genes and their Association with Subtypes in Crohn's Disease.Current medicinal chemistry · 2025Article
- Exploring the role of LOX family in glioma progression and immune modulation.Frontiers in immunology · 2025Article
- The Role of PANoptosis-Related Genes in Predicting Breast Cancer Survival and Immune Prospect.BioMed research international · 2025Article
- Integrated multi-optosis model for pan-cancer candidate biomarker and therapy target discovery.Frontiers in bioinformatics · 2025Article
- Comprehensive pancancer analysis reveals that LPCAT1 is a novel predictive biomarker for prognosis and immunotherapy response.Apoptosis : an international journal on programmed cell death · 2024Article
- Identification of PANoptosis-relevant subgroups and predicting signature to evaluate the prognosis and immune landscape of patients with biliary tract cancer.Hepatology international · 2024Article
- [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 · 2024Review
- Characterizing PANoptosis gene signature in prognosis and chemosensitivity of colorectal cancer.Journal of gastrointestinal oncology · 2024Article
- Immunotherapy and pan-apoptotic characterization of the tumor microenvironment in gastric cancer (STAD): a single-cell multidimensional analysis.Discover oncology · 2024Article
- PANoptosis: bridging apoptosis, pyroptosis, and necroptosis in cancer progression and treatment.Cancer gene therapy · 2024Review
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Authors and funding
9 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
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.
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