Development and validation of four ferroptosis-related gene signatures and their correlations with immune implication in hepatocellular carcinoma
Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to...
Saved in:
Published in | Frontiers in immunology Vol. 13; p. 1028054 |
---|---|
Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Frontiers Media S.A
11.10.2022
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to investigate the prognostic value of ferroptosis-related genes (FRGs) in HCC and their impact on tumor immune function, thereby providing new insights into targeted therapy for HCC. First, 43 differentially expressed FRGs were identified using the TCGA database, and four prognostically relevant methylation-driven FRGs (
G6PD
,
HELLS
,
RRM2
, and
STMN1
) were screened
via
survival and methylation analyses. Gene co-expression, mutation, and clinicopathological characterization indicated that these four pivotal FRGs play essential roles in tumor progression. We also validated these four genes using transcriptomic and proteomic data as well as cohort samples from our patients. Moreover, receiver operator characteristic (ROC) curves confirmed that the signatures of the four FRGs were independent prognostic factors in HCC. Gene set enrichment analysis of the four FRGs showed statistically significant associations with pathways related to HCC proliferation. Finally, the TIMER and TISIDB databases indicated that the four FRGs were statistically significantly correlated with tumor-infiltrating immune cells and immune checkpoint expression. Taken together, this study provides information guiding a novel therapeutic strategy targeting FRGs for HCC treatment. |
---|---|
AbstractList | Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to investigate the prognostic value of ferroptosis-related genes (FRGs) in HCC and their impact on tumor immune function, thereby providing new insights into targeted therapy for HCC. First, 43 differentially expressed FRGs were identified using the TCGA database, and four prognostically relevant methylation-driven FRGs (
G6PD
,
HELLS
,
RRM2
, and
STMN1
) were screened
via
survival and methylation analyses. Gene co-expression, mutation, and clinicopathological characterization indicated that these four pivotal FRGs play essential roles in tumor progression. We also validated these four genes using transcriptomic and proteomic data as well as cohort samples from our patients. Moreover, receiver operator characteristic (ROC) curves confirmed that the signatures of the four FRGs were independent prognostic factors in HCC. Gene set enrichment analysis of the four FRGs showed statistically significant associations with pathways related to HCC proliferation. Finally, the TIMER and TISIDB databases indicated that the four FRGs were statistically significantly correlated with tumor-infiltrating immune cells and immune checkpoint expression. Taken together, this study provides information guiding a novel therapeutic strategy targeting FRGs for HCC treatment. Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to investigate the prognostic value of ferroptosis-related genes (FRGs) in HCC and their impact on tumor immune function, thereby providing new insights into targeted therapy for HCC. First, 43 differentially expressed FRGs were identified using the TCGA database, and four prognostically relevant methylation-driven FRGs (G6PD, HELLS, RRM2, and STMN1) were screened via survival and methylation analyses. Gene co-expression, mutation, and clinicopathological characterization indicated that these four pivotal FRGs play essential roles in tumor progression. We also validated these four genes using transcriptomic and proteomic data as well as cohort samples from our patients. Moreover, receiver operator characteristic (ROC) curves confirmed that the signatures of the four FRGs were independent prognostic factors in HCC. Gene set enrichment analysis of the four FRGs showed statistically significant associations with pathways related to HCC proliferation. Finally, the TIMER and TISIDB databases indicated that the four FRGs were statistically significantly correlated with tumor-infiltrating immune cells and immune checkpoint expression. Taken together, this study provides information guiding a novel therapeutic strategy targeting FRGs for HCC treatment.Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to investigate the prognostic value of ferroptosis-related genes (FRGs) in HCC and their impact on tumor immune function, thereby providing new insights into targeted therapy for HCC. First, 43 differentially expressed FRGs were identified using the TCGA database, and four prognostically relevant methylation-driven FRGs (G6PD, HELLS, RRM2, and STMN1) were screened via survival and methylation analyses. Gene co-expression, mutation, and clinicopathological characterization indicated that these four pivotal FRGs play essential roles in tumor progression. We also validated these four genes using transcriptomic and proteomic data as well as cohort samples from our patients. Moreover, receiver operator characteristic (ROC) curves confirmed that the signatures of the four FRGs were independent prognostic factors in HCC. Gene set enrichment analysis of the four FRGs showed statistically significant associations with pathways related to HCC proliferation. Finally, the TIMER and TISIDB databases indicated that the four FRGs were statistically significantly correlated with tumor-infiltrating immune cells and immune checkpoint expression. Taken together, this study provides information guiding a novel therapeutic strategy targeting FRGs for HCC treatment. Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent recurrence. Ferroptosis is a newly discovered mode of programmed cell death that may play a key role in the progression of HCC. This study aimed to investigate the prognostic value of ferroptosis-related genes (FRGs) in HCC and their impact on tumor immune function, thereby providing new insights into targeted therapy for HCC. First, 43 differentially expressed FRGs were identified using the TCGA database, and four prognostically relevant methylation-driven FRGs (G6PD, HELLS, RRM2, and STMN1) were screened via survival and methylation analyses. Gene co-expression, mutation, and clinicopathological characterization indicated that these four pivotal FRGs play essential roles in tumor progression. We also validated these four genes using transcriptomic and proteomic data as well as cohort samples from our patients. Moreover, receiver operator characteristic (ROC) curves confirmed that the signatures of the four FRGs were independent prognostic factors in HCC. Gene set enrichment analysis of the four FRGs showed statistically significant associations with pathways related to HCC proliferation. Finally, the TIMER and TISIDB databases indicated that the four FRGs were statistically significantly correlated with tumor-infiltrating immune cells and immune checkpoint expression. Taken together, this study provides information guiding a novel therapeutic strategy targeting FRGs for HCC treatment. |
Author | Xu, Haitao Cui, Lina Ren, He Zhang, Chunting Zhang, Ying Li, Haihua Guo, Qingzhi |
AuthorAffiliation | 1 Department of Breast Surgery, Harbin Medical University Cancer Hospital , Harbin , China 3 Department of Nursing, Air Force Medical Center, People’s Liberation Army (PLA) , Beijing , China 2 Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University , Tianjin , China 6 Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Harbin Medical University , Harbin , China 4 Pediatric Nursing Station of Qitaihe Maternal and Child Health Hospital, Qitaihe, Heilongjiang Qitaihe Province , China 5 Department of Renal Sixth, Heilongjiang Academy of Traditional Chinese Medicine, Harbin, Heilongjiang Harbin Province , China |
AuthorAffiliation_xml | – name: 5 Department of Renal Sixth, Heilongjiang Academy of Traditional Chinese Medicine, Harbin, Heilongjiang Harbin Province , China – name: 2 Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University , Tianjin , China – name: 6 Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Harbin Medical University , Harbin , China – name: 3 Department of Nursing, Air Force Medical Center, People’s Liberation Army (PLA) , Beijing , China – name: 1 Department of Breast Surgery, Harbin Medical University Cancer Hospital , Harbin , China – name: 4 Pediatric Nursing Station of Qitaihe Maternal and Child Health Hospital, Qitaihe, Heilongjiang Qitaihe Province , China |
Author_xml | – sequence: 1 givenname: Ying surname: Zhang fullname: Zhang, Ying – sequence: 2 givenname: He surname: Ren fullname: Ren, He – sequence: 3 givenname: Chunting surname: Zhang fullname: Zhang, Chunting – sequence: 4 givenname: Haihua surname: Li fullname: Li, Haihua – sequence: 5 givenname: Qingzhi surname: Guo fullname: Guo, Qingzhi – sequence: 6 givenname: Haitao surname: Xu fullname: Xu, Haitao – sequence: 7 givenname: Lina surname: Cui fullname: Cui, Lina |
BookMark | eNp9kstuHCEQRVuRI8Vx_ANZscxmJg30i02kyHnYkqVskjWqKYoZLBo6QE-Uz_Afp-chK84ibEBQ99RVcV9XFyEGqqq3vF5LOaj31o3jvBa1EGtei6FumxfVJe-6ZiWFaC7-Or-qrnN-qJfVKClle1k9fqI9-TiNFAqDYNgevDNQXAwsWmbjnJillOJUYnZ5lchDIcO2FIhltw1Q5kT5KC07colhTMeihZDZL1d27GBvqXbj5B2e0C6wHU1QIpL3s4dFBgldiCO8qV5a8Jmuz_tV9ePL5-83t6v7b1_vbj7er7Bp2rLqjSFle4UW1GCI-LCRNfC-6RuOIJXgrcG6E51UVm0UIlprOik5WEG2lvKqujtxTYQHPSU3QvqtIzh9vIhpqyEVh550R9L0BmXTttgsUkDeoxUdIXUolFhYH06sad6MZHAZZgL_DPr8Jbid3sa9Vq0SaugWwLszIMWfM-WiR5cPs4FAcc5a9LKWXHTi4FucSjHFnBPZpza81oc86GMe9CEP-pyHRTT8I0JXjl-x2HH-f9I__JvEwg |
CitedBy_id | crossref_primary_10_1186_s12935_023_02907_9 crossref_primary_10_3389_fphar_2022_1108836 crossref_primary_10_1007_s11010_024_05009_w crossref_primary_10_3389_fphar_2023_1325992 crossref_primary_10_1016_j_bbcan_2023_188972 |
Cites_doi | 10.1038/ncomms3612 10.1038/s41598-021-93815-3 10.3322/caac.21708 10.1016/j.bbcan.2019.188314 10.1158/0008-5472.CAN-17-0307 10.2174/0929867324666170804143706 10.1126/scisignal.2004088 10.1093/nar/gkac194 10.1038/s41571-020-00462-0 10.1146/annurev-pathol-042020-042741 10.1016/j.bbrc.2016.08.034 10.1093/ageing/afn242 10.1053/j.gastro.2016.11.048 10.1038/nrc.2016.36 10.1186/s13045-018-0582-8 10.1186/s12943-022-01530-y 10.1002/adma.201904197 10.1016/j.ejmech.2021.113690 10.1016/j.cell.2012.03.042 10.1093/bioinformatics/btz210 10.1056/NEJMra1914900 10.1016/j.cell.2012.06.013 10.1186/s13046-018-0777-4 10.1002/advs.202100881 10.3322/caac.21338 10.1002/cam4.3627 10.1073/pnas.0506580102 10.3390/cells8091055 10.18632/aging.202292 10.1007/s10495-021-01663-3 10.1038/s41392-022-01046-3 10.1093/nar/gkq537 10.1016/j.canlet.2014.11.014 10.1016/j.neo.2022.01.001 10.3389/fonc.2021.697409 |
ContentType | Journal Article |
Copyright | Copyright © 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui. Copyright © 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui |
Copyright_xml | – notice: Copyright © 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui. – notice: Copyright © 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui 2022 Zhang, Ren, Zhang, Li, Guo, Xu and Cui |
DBID | AAYXX CITATION 7X8 5PM DOA |
DOI | 10.3389/fimmu.2022.1028054 |
DatabaseName | CrossRef MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef MEDLINE - Academic |
DatabaseTitleList | CrossRef MEDLINE - Academic |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Open Access Full Text url: https://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Biology |
EISSN | 1664-3224 |
ExternalDocumentID | oai_doaj_org_article_6e3d7dc3455c4033ac17cf26ece6c292 PMC9592986 10_3389_fimmu_2022_1028054 |
GroupedDBID | 53G 5VS 9T4 AAFWJ AAKDD AAYXX ACGFO ACGFS ACXDI ADBBV ADRAZ AENEX AFPKN ALMA_UNASSIGNED_HOLDINGS AOIJS BAWUL BCNDV CITATION DIK EBS EMOBN GROUPED_DOAJ GX1 HYE KQ8 M48 M~E OK1 PGMZT RNS RPM 7X8 5PM |
ID | FETCH-LOGICAL-c445t-7dde9f79cfa98dee18b30a174741ca39215dc062639f9b9cccffd6331af2ef033 |
IEDL.DBID | M48 |
ISSN | 1664-3224 |
IngestDate | Wed Aug 27 01:14:57 EDT 2025 Thu Aug 21 18:38:58 EDT 2025 Fri Jul 11 15:46:56 EDT 2025 Tue Jul 01 02:11:32 EDT 2025 Thu Apr 24 23:01:25 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
License | This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c445t-7dde9f79cfa98dee18b30a174741ca39215dc062639f9b9cccffd6331af2ef033 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Edited by: Vinay Kumar, The Ohio State University, United States Reviewed by: Vishakha Anand Pawar, University of Texas MD Anderson Cancer Center, United States; Ting Wang, Shenyang 242 Hospital, China These authors have contributed equally to this work This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology |
OpenAccessLink | http://journals.scholarsportal.info/openUrl.xqy?doi=10.3389/fimmu.2022.1028054 |
PQID | 2730312623 |
PQPubID | 23479 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_6e3d7dc3455c4033ac17cf26ece6c292 pubmedcentral_primary_oai_pubmedcentral_nih_gov_9592986 proquest_miscellaneous_2730312623 crossref_primary_10_3389_fimmu_2022_1028054 crossref_citationtrail_10_3389_fimmu_2022_1028054 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2022-10-11 |
PublicationDateYYYYMMDD | 2022-10-11 |
PublicationDate_xml | – month: 10 year: 2022 text: 2022-10-11 day: 11 |
PublicationDecade | 2020 |
PublicationTitle | Frontiers in immunology |
PublicationYear | 2022 |
Publisher | Frontiers Media S.A |
Publisher_xml | – name: Frontiers Media S.A |
References | Bagchi (B34) 2021; 16 Gao (B14) 2013; 6 Ru (B18) 2019; 35 Dobre (B25) 2021; 11 Man (B6) 2021; 224 Liang (B23) 2019; 31 Gao (B31) 2022; 7 Li (B16) 2017; 77 Xun (B30) 2021; 11 Subramanian (B19) 2005; 102 Sherman (B12) 2022; 50 Yuan (B11) 2016; 478 Dixon (B7) 2012; 149 Louandre (B10) 2015; 356 Xu (B33) 2018; 37 Li (B32) 2019; 26 Siegel (B1) 2022; 72 Yoshihara (B17) 2013; 4 Yang (B26) 2019; 8 Jin (B29) 2020; 13 Murao (B8) 2021; 26 Xiong (B28) 2021; 8 Warde-Farley (B15) 2010; 38 Hou (B27) 2021; 10 Chandrashekar (B13) 2022; 25 Chen (B9) 2021; 18 Anwanwan (B5) 2020; 1873 Chen (B2) 2016; 66 Frith (B4) 2009; 38 Zhang (B22) 2022; 21 Sia (B21) 2017; 152 Topalian (B20) 2016; 16 Arroyo (B3) 2020; 382 Dawson (B24) 2012; 150 Marin-Acevedo (B35) 2018; 11 |
References_xml | – volume: 4 start-page: 2612 year: 2013 ident: B17 article-title: Inferring tumour purity and stromal and immune cell admixture from expression data publication-title: Nat Commun doi: 10.1038/ncomms3612 – volume: 11 start-page: 14318 year: 2021 ident: B30 article-title: PTEN loss promotes oncogenic function of STMN1 via PI3K/AKT pathway in lung cancer publication-title: Sci Rep doi: 10.1038/s41598-021-93815-3 – volume: 72 start-page: 7 year: 2022 ident: B1 article-title: Cancer statistics, 2022 publication-title: CA Cancer J Clin doi: 10.3322/caac.21708 – volume: 1873 year: 2020 ident: B5 article-title: Challenges in liver cancer and possible treatment approaches publication-title: Biochim Biophys Acta Rev Cancer doi: 10.1016/j.bbcan.2019.188314 – volume: 77 year: 2017 ident: B16 article-title: TIMER: A web server for comprehensive analysis of tumor-infiltrating immune cells publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-17-0307 – volume: 26 year: 2019 ident: B32 article-title: Immune checkpoint inhibitors: Basics and challenges publication-title: Curr med Chem doi: 10.2174/0929867324666170804143706 – volume: 6 start-page: pl1 year: 2013 ident: B14 article-title: Integrative analysis of complex cancer genomics and clinical profiles using the cBioPortal publication-title: Sci Signal doi: 10.1126/scisignal.2004088 – volume: 50 year: 2022 ident: B12 article-title: DAVID: a web server for functional enrichment analysis and functional annotation of gene lists (2021 update) publication-title: Nucleic Acids Res doi: 10.1093/nar/gkac194 – volume: 18 year: 2021 ident: B9 article-title: Broadening horizons: the role of ferroptosis in cancer publication-title: Nat Rev Clin Oncol doi: 10.1038/s41571-020-00462-0 – volume: 16 year: 2021 ident: B34 article-title: Immune checkpoint inhibitors for the treatment of cancer: Clinical impact and mechanisms of response and resistance publication-title: Annu Rev Pathol doi: 10.1146/annurev-pathol-042020-042741 – volume: 478 year: 2016 ident: B11 article-title: CISD1 inhibits ferroptosis by protection against mitochondrial lipid peroxidation publication-title: Biochem Biophys Res Commun doi: 10.1016/j.bbrc.2016.08.034 – volume: 38 year: 2009 ident: B4 article-title: Chronic liver disease in an ageing population publication-title: Age Ageing doi: 10.1093/ageing/afn242 – volume: 152 year: 2017 ident: B21 article-title: Liver cancer cell of origin, molecular class, and effects on patient prognosis publication-title: Gastroenterology doi: 10.1053/j.gastro.2016.11.048 – volume: 16 year: 2016 ident: B20 article-title: Mechanism-driven biomarkers to guide immune checkpoint blockade in cancer therapy publication-title: Nat Rev Cancer doi: 10.1038/nrc.2016.36 – volume: 11 start-page: 39 year: 2018 ident: B35 article-title: Next generation of immune checkpoint therapy in cancer: new developments and challenges publication-title: J Hematol Oncol doi: 10.1186/s13045-018-0582-8 – volume: 21 start-page: 47 year: 2022 ident: B22 article-title: Ferroptosis in cancer therapy: a novel approach to reversing drug resistance publication-title: Mol Cancer doi: 10.1186/s12943-022-01530-y – volume: 31 start-page: e1904197 year: 2019 ident: B23 article-title: Recent progress in ferroptosis inducers for cancer therapy publication-title: Advanced materials (Deerfield Beach Fla) doi: 10.1002/adma.201904197 – volume: 224 year: 2021 ident: B6 article-title: Treatment for liver cancer: From sorafenib to natural products publication-title: Eur J med Chem doi: 10.1016/j.ejmech.2021.113690 – volume: 149 year: 2012 ident: B7 article-title: Ferroptosis: an iron-dependent form of nonapoptotic cell death publication-title: Cell doi: 10.1016/j.cell.2012.03.042 – volume: 35 year: 2019 ident: B18 article-title: TISIDB: an integrated repository portal for tumor-immune system interactions publication-title: Bioinformatics doi: 10.1093/bioinformatics/btz210 – volume: 382 year: 2020 ident: B3 article-title: Acute-on-Chronic liver failure publication-title: New Engl J Med doi: 10.1056/NEJMra1914900 – volume: 150 start-page: 12 year: 2012 ident: B24 article-title: Cancer epigenetics: from mechanism to therapy publication-title: Cell doi: 10.1016/j.cell.2012.06.013 – volume: 37 start-page: 110 year: 2018 ident: B33 article-title: Immune checkpoint therapy in liver cancer publication-title: J Exp Clin Cancer research: CR doi: 10.1186/s13046-018-0777-4 – volume: 8 year: 2021 ident: B28 article-title: RRM2 regulates sensitivity to sunitinib and PD-1 blockade in renal cancer by stabilizing ANXA1 and activating the AKT pathway publication-title: Adv Sci (Weinh) doi: 10.1002/advs.202100881 – volume: 66 year: 2016 ident: B2 article-title: Cancer statistics in China, 2015 publication-title: CA Cancer J Clin doi: 10.3322/caac.21338 – volume: 10 year: 2021 ident: B27 article-title: HELLS, a chromatin remodeler is highly expressed in pancreatic cancer and downregulation of it impairs tumor growth and sensitizes to cisplatin by reexpressing the tumor suppressor TGFBR3 publication-title: Cancer Med doi: 10.1002/cam4.3627 – volume: 102 year: 2005 ident: B19 article-title: Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles publication-title: Proc Natl Acad Sci U.S.A. doi: 10.1073/pnas.0506580102 – volume: 8 start-page: 1055 year: 2019 ident: B26 article-title: The redox role of G6PD in cell growth, cell death, and cancer publication-title: Cells doi: 10.3390/cells8091055 – volume: 13 year: 2020 ident: B29 article-title: High expression of RRM2 as an independent predictive factor of poor prognosis in patients with lung adenocarcinoma publication-title: Aging (Albany NY) doi: 10.18632/aging.202292 – volume: 26 year: 2021 ident: B8 article-title: Release mechanisms of major DAMPs publication-title: Apoptosis: an Int J programmed Cell Death doi: 10.1007/s10495-021-01663-3 – volume: 7 start-page: 196 year: 2022 ident: B31 article-title: Autophagy, ferroptosis, pyroptosis, and necroptosis in tumor immunotherapy publication-title: Signal transduction targeted Ther doi: 10.1038/s41392-022-01046-3 – volume: 38 year: 2010 ident: B15 article-title: The GeneMANIA prediction server: biological network integration for gene prioritization and predicting gene function publication-title: Nucleic Acids Res doi: 10.1093/nar/gkq537 – volume: 356 year: 2015 ident: B10 article-title: The retinoblastoma (Rb) protein regulates ferroptosis induced by sorafenib in human hepatocellular carcinoma cells publication-title: Cancer Lett doi: 10.1016/j.canlet.2014.11.014 – volume: 25 start-page: 18 year: 2022 ident: B13 article-title: UALCAN: An update to the integrated cancer data analysis platform publication-title: Neoplasia doi: 10.1016/j.neo.2022.01.001 – volume: 11 year: 2021 ident: B25 article-title: Crosstalk between DNA methylation and gene mutations in colorectal cancer publication-title: Front Oncol doi: 10.3389/fonc.2021.697409 |
SSID | ssj0000493335 |
Score | 2.381816 |
Snippet | Hepatocellular carcinoma (HCC) is one of the most common malignant tumors. This tumor presents with an insidious onset, rapid progression, and frequent... |
SourceID | doaj pubmedcentral proquest crossref |
SourceType | Open Website Open Access Repository Aggregation Database Enrichment Source Index Database |
StartPage | 1028054 |
SubjectTerms | ferroptosis hepatocellular carcinoma immune checkpoint Immunology prognosis tumor-infiltrating immune cells |
SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Nb9QwELVQJSQuiE-xfMlI3FDUOLaT-AiIquLAiUq9Wc54rAaxSbWbPfRn8I-ZcdKyucCFYxJbSTxjz5vk-Y0Q75HCeKwiFAkRC2NcW4TW5MMypKhUFzLb4lt9fmG-XtrLo1JfzAmb5YHngTutUccmgjbWgim1DqAaSFWNgDVULq--FPOOkqkfM-7VWtt5lwxlYe409dvtgfLBqmK1gra0ZhWJsmD_CmWuOZJHQefskXi4oEX5cX7Kx-IeDk_E_bl-5M1T8euI8iPDECW5TT8XSZJjkom6y4S73Xg9jft-X-SNKxglOQ1KZm5kVc997pr_GEjgYh0LPU7yN1rJL0St-z_Mc9kP8oqi2DTyV3-msUrgikTDuA3PxMXZl--fz4ulxkIBxtipaGh5c6lxkIJrI6JqO10GSlMIaUAg8KRshJIla1xynQOAlGKttQqpwkT2eC5OhnHAF0IanZSuy-B0QGMxhbqJoUu2K7uqRRs2Qt2Ot4dFgJzrYPz0lIiwjXy2kWcb-cVGG_Hhrs_1LL_x19af2Ix3LVk6O58gh_KLQ_l_OdRGvLt1Ak9TjUcyDDge9p6QHi2BFQHGjWhW3rG64_rK0F9l0W5nCYi29cv_8YivxAN-bQ6hSr0WJ9PugG8IG03d2zwNfgN08xWB priority: 102 providerName: Directory of Open Access Journals |
Title | Development and validation of four ferroptosis-related gene signatures and their correlations with immune implication in hepatocellular carcinoma |
URI | https://www.proquest.com/docview/2730312623 https://pubmed.ncbi.nlm.nih.gov/PMC9592986 https://doaj.org/article/6e3d7dc3455c4033ac17cf26ece6c292 |
Volume | 13 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3Pi9UwEA7riuBF_InP1SWCN6k2TdI2BxEV10XQkw_eraTJxO2yr137-sD9M_Y_dibtW7egHrwU2mYoyWQ63yST-Rh7AejGfeZdEgAgUcqUiS1VvE1t8ELUNmZbfM2Pl-rzSq_22I7uaBrAzR9DO-KTWvZnr37-uHiLBv-GIk70t69Ds15vMdTLMipEUCIIucFuomcqyFC_THD_dETDUko9np35i-jMP8Uy_jPsOc-cvOaKju6yOxOG5O9Gpd9je9DeZ7dGVsmLB-zyWiIQt63nOJmakTqJd4EHFOcB-r47H7pNs0nicRbwHKcScMrniLU-N1E07iNwRxQeU9Icp5VbTh3C1s3vfHTetPwEfdvQ0V4AJbdyRzxFbbe2D9ny6OO3D8fJxLyQOKX0kBT40zOhMC5YU3oAUdYytRi8IP5wFiGV0N6lVMjGBFMb51wIPpdS2JBBSKV8xPbbroXHjCsZhMxTa6QFpSHYvPC2DrpO66wEbRdM7Ma7clNZcmLHOKswPCEdVVFHFemomnS0YC-vZM7Hohz_bP2e1HjVkgpqxwdd_72a7LPKQfrCO6m0dgo7YJ0oXMhycJC7zGQL9nw3CSo0QBpJ20K33VSI__DHmCGMXLBiNjtmX5y_aZuTWMrbaISnZf7kvyUP2G3qK3lTIZ6y_aHfwjOESUN9GJcX8PppJQ6jHfwCafAeNQ |
linkProvider | Scholars Portal |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Development+and+validation+of+four+ferroptosis-related+gene+signatures+and+their+correlations+with+immune+implication+in+hepatocellular+carcinoma&rft.jtitle=Frontiers+in+immunology&rft.au=Zhang%2C+Ying&rft.au=Ren%2C+He&rft.au=Zhang%2C+Chunting&rft.au=Li%2C+Haihua&rft.date=2022-10-11&rft.pub=Frontiers+Media+S.A&rft.eissn=1664-3224&rft.volume=13&rft_id=info:doi/10.3389%2Ffimmu.2022.1028054&rft.externalDocID=PMC9592986 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1664-3224&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1664-3224&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1664-3224&client=summon |