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Article: HAMP as a Potential Diagnostic, PD-(L)1 Immunotherapy Sensitivity and Prognostic Biomarker in Hepatocellular Carcinoma

TitleHAMP as a Potential Diagnostic, PD-(L)1 Immunotherapy Sensitivity and Prognostic Biomarker in Hepatocellular Carcinoma
Authors
KeywordsHAMP
hepatocellular carcinoma
immunotherapy
PD-1
prognosis
Issue Date1-Feb-2023
PublisherMDPI
Citation
Biomolecules, 2023, v. 13, n. 2 How to Cite?
Abstract

Hepatocellular carcinoma (HCC) remains a global medical problem. Programmed cell death protein 1 (PD-1) is a powerful weapon against many cancers, but it is not sensitive to some patients with HCC. We obtained datasets from the Gene Expression Omnibus (GEO) database on HCC patients and PD-1 immunotherapy to select seven intersecting DEGs. Through Lasso regression, two intersecting genes were acquired as predictors of HCC and PD-1 treatment prognosis, including HAMP and FOS. Logistic regression was performed to build a prediction model. HAMP had a better ability to diagnose HCC and predict PD1 treatment sensitivity. Further, we adapted the support vector machine (SVM) technique using HAMP to predict triple-classified outcomes after PD1 treatment in HCC patients, which had an excellent classification ability. We also performed external validation using TCGA data, which showed that HAMP was elevated in the early stage of HCC. HAMP was positively correlated with the infiltration of 18 major immune cells and the expression of 2 important immune checkpoints, PDCD1 and CTLA4. We discovered a biomarker that can be used for the early diagnosis, prognosis and PD1 immunotherapy efficacy prediction of HCC for the first time and developed a diagnostic model, prognostic model and prediction model of PD1 treatment sensitivity and treatment outcome for HCC patients accordingly.


Persistent Identifierhttp://hdl.handle.net/10722/340045
ISSN
2021 Impact Factor: 6.064
2020 SCImago Journal Rankings: 1.125
ISI Accession Number ID

 

DC FieldValueLanguage
dc.contributor.authorChen, GM-
dc.contributor.authorZhang, C-
dc.contributor.authorLi, DY-
dc.contributor.authorLuo, DQ-
dc.contributor.authorLiao, H-
dc.contributor.authorHuang, PZ-
dc.contributor.authorWang, N-
dc.contributor.authorFeng, YB-
dc.date.accessioned2024-03-11T10:41:15Z-
dc.date.available2024-03-11T10:41:15Z-
dc.date.issued2023-02-01-
dc.identifier.citationBiomolecules, 2023, v. 13, n. 2-
dc.identifier.issn2218-273X-
dc.identifier.urihttp://hdl.handle.net/10722/340045-
dc.description.abstract<p>Hepatocellular carcinoma (HCC) remains a global medical problem. Programmed cell death protein 1 (PD-1) is a powerful weapon against many cancers, but it is not sensitive to some patients with HCC. We obtained datasets from the Gene Expression Omnibus (GEO) database on HCC patients and PD-1 immunotherapy to select seven intersecting DEGs. Through Lasso regression, two intersecting genes were acquired as predictors of HCC and PD-1 treatment prognosis, including HAMP and FOS. Logistic regression was performed to build a prediction model. HAMP had a better ability to diagnose HCC and predict PD1 treatment sensitivity. Further, we adapted the support vector machine (SVM) technique using HAMP to predict triple-classified outcomes after PD1 treatment in HCC patients, which had an excellent classification ability. We also performed external validation using TCGA data, which showed that HAMP was elevated in the early stage of HCC. HAMP was positively correlated with the infiltration of 18 major immune cells and the expression of 2 important immune checkpoints, PDCD1 and CTLA4. We discovered a biomarker that can be used for the early diagnosis, prognosis and PD1 immunotherapy efficacy prediction of HCC for the first time and developed a diagnostic model, prognostic model and prediction model of PD1 treatment sensitivity and treatment outcome for HCC patients accordingly.</p>-
dc.languageeng-
dc.publisherMDPI-
dc.relation.ispartofBiomolecules-
dc.rightsThis work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.-
dc.subjectHAMP-
dc.subjecthepatocellular carcinoma-
dc.subjectimmunotherapy-
dc.subjectPD-1-
dc.subjectprognosis-
dc.titleHAMP as a Potential Diagnostic, PD-(L)1 Immunotherapy Sensitivity and Prognostic Biomarker in Hepatocellular Carcinoma-
dc.typeArticle-
dc.identifier.doi10.3390/biom13020360-
dc.identifier.pmid36830729-
dc.identifier.scopuseid_2-s2.0-85148944236-
dc.identifier.volume13-
dc.identifier.issue2-
dc.identifier.eissn2218-273X-
dc.identifier.isiWOS:000938966300001-
dc.publisher.placeBASEL-
dc.identifier.issnl2218-273X-

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