ArticleFrontiers in immunology2023
PANoptosis-based molecular subtyping and HPAN-index predicts therapeutic response and survival 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 53 papers, 1 of them a synthesis that pooled it.
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Who cites it
53 citing papers in PubMed, 1 synthesis or guideline pooled it, 58 citations in OpenAlex.
- Novel diagnostic and therapeutic strategies based on PANoptosis for hepatocellular carcinoma.Cancer biology & medicine · 2025Pooled it
- Nanoparticle-based strategies targeting disulfidptosis, anoikis, and PANoptosis for enhanced cancer therapy.Journal of nanobiotechnology · 2026Review
- Patient-derived organotypic tumor spheroids as a functional platform for predicting immunotherapeutic responses and guiding precision treatment for hepatocellular carcinoma.Journal for immunotherapy of cancer · 2026Article
- Machine learning-based identification of potential diagnostic signatures in spinal cord injury.Spinal cord · 2026Article
- Prognostic genes in hepatocellular carcinoma and their function: an analysis integrating high-throughput-based spatial transcriptomics and single-cell RNA-sequencing.Journal of gastrointestinal oncology · 2026Article
- Psychological and quality of life outcomes associated with multikinase inhibitors versus immune checkpoint inhibitors in advanced hepatocellular carcinoma.Scientific reports · 2026Article
- H1FX as a novel biomarker linking pan-apoptosis to immune dysregulation in allergic rhinitis.European journal of medical research · 2026Article
- Integrated Transcriptomic Analysis Identifies TAP1 as a Key Regulator of PANoptosis in Diabetic Kidney Disease Tubular Injury.Inflammation · 2026Article
- A Five-Gene PANoptosis Signature Correlates with Immune Infiltration and Secondary Brain Injury in Intracerebral Hemorrhage.International journal of general medicine · 2026Article
- The efferocytosis-related genes of SLC26A6, TYRO3, and PDK4 have been identified as predictors of prognosis in hepatocellular carcinoma and are associated with the immune status.International journal of medical sciences · 2026Article
- TRIM47-facilitated PLK1 stabilization promotes the proliferation of liver cancer cells.Cellular oncology (Dordrecht, Netherlands) · 2025Article
- Unveiling mitochondrial and PANoptosis-related biomarkers for premature ovarian insufficiency.Journal of ovarian research · 2025Article
- Diagnostic PANoptosis-related genes in acute kidney injury: bioinformatics, machine learning, and validation.Annals of medicine · 2025Article
- PANoptosis: potential new targets and therapeutic prospects in digestive diseases.Apoptosis : an international journal on programmed cell death · 2025Review
- Role of PANoptosis in cancer: Molecular mechanisms and therapeutic opportunities.Apoptosis : an international journal on programmed cell death · 2025Review
- PANoptosis in hepatocellular carcinoma: Underlying mechanisms.World journal of hepatology · 2025Review
- Development of a PANoptosis-Related Pathomics Prognostic Model in Ovarian Cancer: A Multi-Omics Study.Journal of cellular and molecular medicine · 2025Article
- The impact of PANoptosis-related genes on immune profiles and subtype classification in ischemic stroke.Scientific reports · 2025Article
- Kuwanon A Targeted YWHAB in Hepatocellular Carcinoma Cells to Inhibit the Raf/MEK/ERK Signaling Pathway.Cells · 2025Article
- PANoptosis in cancer: bridging molecular mechanisms to therapeutic innovations.Cellular & molecular immunology · 2025Review
Corrections and comments
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Authors and funding
9 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Hepatocellular carcinoma (HCC) is a highly prevalent and fatal cancer. The role of PANoptosis, a novel form of programmed cell death, in HCC is yet to be fully understood. This study focuses on identifying and analyzing PANoptosis-associated differentially expressed genes in HCC (HPAN_DEGs), aiming to enhance our understanding of HCC pathogenesis and potential treatment strategies. Methods: We analyzed HCC differentially expressed genes from TCGA and IGCG databases and mapped them to the PANoptosis gene set, identifying 69 HPAN_DEGs. These genes underwent enrichment analyses, and consensus clustering analysis was used to determine three distinct HCC subgroups based on their expression profiles. The immune characteristics and mutation landscape of these subgroups were evaluated, and drug sensitivity was predicted using the HPAN-index and relevant databases. Results: The HPAN_DEGs were mainly enriched in pathways associated with the cell cycle, DNA damage, Drug metabolism, Cytokines, and Immune receptors. We identified three HCC subtypes (Cluster_1, SFN+PDK4-; Cluster_2, SFN-PDK4+; Cluster_3, SFN/PDK4 intermediate expression) based on the expression profiles of the 69 HPAN_DEGs. These subtypes exhibited distinct clinical outcomes, immune characteristics, and mutation landscapes. The HPAN-index, generated by machine learning using the expression levels of 69 HPAN_DEGs, was identified as an independent prognostic factor for HCC. Moreover, the high HPAN-index group exhibited a high response to immunotherapy, while the low HPAN-index group showed sensitivity to small molecule targeted drugs. Notably, we observed that the YWHAB gene plays a significant role in Sorafenib resistance. Conclusion: This study identified 69 HPAN_DEGs crucial to tumor growth, immune infiltration, and drug resistance in HCC. Additionally, we discovered three distinct HCC subtypes and constructed an HPAN-index to predict immunotherapeutic response and drug sensitivity. Our findings underscore the role of YWHAB in Sorafenib resistance, presenting valuable insights for personalized therapeutic strategy development in HCC.
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