Identification of copper metabolism and cuproptosis-related subtypes for predicting prognosis tumor microenvironment and drug candidates in hepatocellular carcinoma
Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used a...
Saved in:
Published in | Frontiers in immunology Vol. 13; p. 996308 |
---|---|
Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
Frontiers Media S.A
06.10.2022
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used as the validation set. We screened out a class of copper metabolism and cuproptosis-related genes (CMCRGs) that could influence hepatic carcinoma prognosis by survival analysis and differential comparison. Based on CMCRGs, patients were divided into two subtypes by cluster analysis. The C2 subtype was defined as the high copper related subtype, while the C1 subtype was defied as the low copper related subtype. At the clinical level, compared with the C1 subtype, the C2 subtype had higher grade pathological features, risk scores, and worse survival. In addition, the immune response and metabolic status also differed between C1 and C2. Specifically, C2 subtype had a higher proportion of immune cell composition and highly expressed immune checkpoint genes. C2 subtype had a higher TIDE score with a higher proportion of tumor immune dysfunction and exclusion. At the molecular level, the C2 subtype had a higher frequency of driver gene mutations (TP53 and OBSCN). Mechanistically, the single nucleotide polymorphisms of C2 subtype had a very strong transcriptional strand bias for C>A mutations. Copy number variations in the C2 subtype were characterized by LOXL3 CNV gain, which also showed high association with PDCD1/CTLA4. Finally, drug sensitivity responsiveness was assessed in both subtypes. C2 subtype had lower IC50 values for targeted and chemotherapeutic agents (sorafenib, imatinib and methotrexate, etc.). Thus, CMCRGs related subtypes showed poor response to immunotherapy and better responsiveness to targeted agents, and the results might provide a reference for precision treatment of hepatic carcinoma. |
---|---|
AbstractList | Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used as the validation set. We screened out a class of copper metabolism and cuproptosis-related genes (CMCRGs) that could influence hepatic carcinoma prognosis by survival analysis and differential comparison. Based on CMCRGs, patients were divided into two subtypes by cluster analysis. The C2 subtype was defined as the high copper related subtype, while the C1 subtype was defied as the low copper related subtype. At the clinical level, compared with the C1 subtype, the C2 subtype had higher grade pathological features, risk scores, and worse survival. In addition, the immune response and metabolic status also differed between C1 and C2. Specifically, C2 subtype had a higher proportion of immune cell composition and highly expressed immune checkpoint genes. C2 subtype had a higher TIDE score with a higher proportion of tumor immune dysfunction and exclusion. At the molecular level, the C2 subtype had a higher frequency of driver gene mutations (TP53 and OBSCN). Mechanistically, the single nucleotide polymorphisms of C2 subtype had a very strong transcriptional strand bias for C>A mutations. Copy number variations in the C2 subtype were characterized by LOXL3 CNV gain, which also showed high association with PDCD1/CTLA4. Finally, drug sensitivity responsiveness was assessed in both subtypes. C2 subtype had lower IC50 values for targeted and chemotherapeutic agents (sorafenib, imatinib and methotrexate, etc.). Thus, CMCRGs related subtypes showed poor response to immunotherapy and better responsiveness to targeted agents, and the results might provide a reference for precision treatment of hepatic carcinoma. |
Author | Yao, Yiyang Sun, Bo Xiong, Jie Lai, Linying Zhang, Xiaoan Liu, Xianglong Jiang, Jie Wang, Xueyuan |
AuthorAffiliation | 5 School of Clinical Medicine, Henan University of Science and Technology , Luoyang , China 1 Department of Radiology, Zhengzhou Central Hospital Affiliated to Zhengzhou University , Zhengzhou , China 4 Department of Radiology, The Third Affiliated Hospital of Zhengzhou University , Zhengzhou , China 3 Department of Gastroenterology, Qidong People’s Hospital , Nantong , China 2 Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine , Shanghai , China 6 National Center for Liver Cancer, Second Military Medical University , Shanghai , China |
AuthorAffiliation_xml | – name: 2 Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine , Shanghai , China – name: 5 School of Clinical Medicine, Henan University of Science and Technology , Luoyang , China – name: 1 Department of Radiology, Zhengzhou Central Hospital Affiliated to Zhengzhou University , Zhengzhou , China – name: 6 National Center for Liver Cancer, Second Military Medical University , Shanghai , China – name: 4 Department of Radiology, The Third Affiliated Hospital of Zhengzhou University , Zhengzhou , China – name: 3 Department of Gastroenterology, Qidong People’s Hospital , Nantong , China |
Author_xml | – sequence: 1 givenname: Xianglong surname: Liu fullname: Liu, Xianglong organization: Department of Radiology, Zhengzhou Central Hospital Affiliated to Zhengzhou University, Zhengzhou, China – sequence: 2 givenname: Bo surname: Sun fullname: Sun, Bo organization: Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine, Shanghai, China – sequence: 3 givenname: Yiyang surname: Yao fullname: Yao, Yiyang organization: Department of Gastroenterology, Qidong People's Hospital, Nantong, China – sequence: 4 givenname: Linying surname: Lai fullname: Lai, Linying organization: Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine, Shanghai, China – sequence: 5 givenname: Xueyuan surname: Wang fullname: Wang, Xueyuan organization: Department of Radiology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China – sequence: 6 givenname: Jie surname: Xiong fullname: Xiong, Jie organization: Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine, Shanghai, China – sequence: 7 givenname: Xiaoan surname: Zhang fullname: Zhang, Xiaoan organization: School of Clinical Medicine, Henan University of Science and Technology, Luoyang, China – sequence: 8 givenname: Jie surname: Jiang fullname: Jiang, Jie organization: National Center for Liver Cancer, Second Military Medical University, Shanghai, China |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36275743$$D View this record in MEDLINE/PubMed |
BookMark | eNpVkt1q3DAQhU1JadI0D9CbohfwVr9e-6ZQQtMuBHKTXouxNN4oWJKR5EDepw9a7W4bEt3oMEfzDZLOx-YsxIBN85nRjRD98HVy3q8bTjnfDEMnaP-uuWBdJ1vBuTx7pc-bq5wfaV1yEEKoD8256PhWbaW4aP7sLIbiJmeguBhInIiJy4KJeCwwxtllTyBYYtYlxaXE7HKbcIaCluR1LM8LZjLFRJaE1pniwr7KuA-Hk6SsvlremRQxPLkUg6_jjkCb1j0xVTlbYZm4QB5wgRINzvM6Q6pmMi5ED5-a9xPMGa_-7ZfN75sf99e_2tu7n7vr77etkZ0q7SCZ5bznILgZJzV2clQWRo6skxPrlOo7pEBBoIWt4VRNrKcjbq0VAApAXDa7E9dGeNRLch7Ss47g9LEQ015DKs7MqKe-RzGq3gITchTdoMQgEAWjxiroaWV9O7GWdfRoTb12gvkN9K0T3IPexyc9qJ4zKSuAnQD17XJOOL30MqoPCdDHBOhDAvQpAbXny-uhLx3__1v8BQDItvM |
CitedBy_id | crossref_primary_10_3389_fimmu_2023_1146693 crossref_primary_10_1002_imt2_190 crossref_primary_10_1093_gastro_goae057 crossref_primary_10_1186_s12935_023_03207_y crossref_primary_10_3389_fphar_2023_1185418 crossref_primary_10_3389_fimmu_2023_1151109 |
Cites_doi | 10.1038/s41575-019-0186-y 10.1002/hep.32182 10.1038/s41423-020-0456-1 10.1038/s41556-022-00949-1 10.1039/c8mt00182k 10.1038/nrgastro.2012.158 10.1186/s13046-022-02422-1 10.1111/jop.13284 10.1038/s41571-018-0073-4 10.1016/j.xcrm.2022.100655 10.1016/j.scitotenv.2022.155691 10.3390/ijms23126489 10.1038/nrdp 10.1039/c6mt00202a 10.1038/s41467-022-31141-6 10.1016/j.bioactmat.2022.02.026 10.1126/science.abo3959 10.1038/cddis.2017.428 10.1002/hep.32658 10.1172/JCI147822 10.1016/j.bbcan.2021.188567 10.1186/s12943-022-01597-7 10.1073/pnas.2111003119 10.1038/s41568-021-00417-2 10.1038/nm.3394 10.1021/acs.jmedchem.1c01248 10.1016/j.neo.2022.100809 10.3322/caac.21492 10.1158/0008-5472.CAN-21-4084 10.15252/embj.2021108791 10.1016/j.phymed.2021.153904 10.1016/j.canlet.2022.215750 10.1002/hep.30811 10.1084/jem.20210693 10.1016/j.jhep.2022.03.039 10.1016/j.ymthe.2022.04.008 10.3233/CBM-190236 10.1080/2162402X.2022.2085432 10.3322/caac.21660 10.1016/j.jhep.2022.01.009 10.1002/hep.27969 10.1186/s40880-019-0365-9 10.1093/jnci/djaa073 10.1073/pnas.1318431110 10.1016/j.jhep.2022.05.043 10.1038/s41388-022-02248-3 10.3390/ijms22042038 |
ContentType | Journal Article |
Copyright | Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang. Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang |
Copyright_xml | – notice: Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang. – notice: Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang |
DBID | CGR CUY CVF ECM EIF NPM AAYXX CITATION 5PM DOA |
DOI | 10.3389/fimmu.2022.996308 |
DatabaseName | Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed CrossRef PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
DatabaseTitle | MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) CrossRef |
DatabaseTitleList | MEDLINE CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Biology |
EISSN | 1664-3224 |
ExternalDocumentID | oai_doaj_org_article_f88e3b58da134b3695393ee310cd5a80 10_3389_fimmu_2022_996308 36275743 |
Genre | Research Support, Non-U.S. Gov't Journal Article |
GroupedDBID | 53G 5VS 9T4 AAFWJ AAKDD ACGFO ACGFS ACXDI ADBBV ADRAZ AENEX AFPKN ALMA_UNASSIGNED_HOLDINGS AOIJS BAWUL BCNDV CGR CUY CVF DIK EBS ECM EIF EMOBN GROUPED_DOAJ GX1 HYE IAO IEA IHR IHW IPNFZ KQ8 M48 M~E NPM OK1 PGMZT RIG RNS RPM AAYXX CITATION 5PM |
ID | FETCH-LOGICAL-c465t-941d2282a32cbf5b64b5dab2e164f165586e0a0a3eda7c205f180be7dd3aa5aa3 |
IEDL.DBID | RPM |
ISSN | 1664-3224 |
IngestDate | Tue Oct 22 15:12:24 EDT 2024 Tue Sep 17 21:31:40 EDT 2024 Thu Sep 26 16:11:55 EDT 2024 Sat Sep 28 08:14:37 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | hepatic carcinoma cuproptosis tumor immune microenvironment copper metabolism prognosis therapy |
Language | English |
License | Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang. 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-c465t-941d2282a32cbf5b64b5dab2e164f165586e0a0a3eda7c205f180be7dd3aa5aa3 |
Notes | Edited by: Xinwei Han, Zhengzhou University, China Reviewed by: Sarun Juengpanich, Sir Run Run Shaw Hospital, China; Yan Yao, Columbia University, United States; Qi Hu, University of Florida, United States These authors have contributed equally to this work and share first authorship This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology |
OpenAccessLink | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9582144/ |
PMID | 36275743 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_f88e3b58da134b3695393ee310cd5a80 pubmedcentral_primary_oai_pubmedcentral_nih_gov_9582144 crossref_primary_10_3389_fimmu_2022_996308 pubmed_primary_36275743 |
PublicationCentury | 2000 |
PublicationDate | 2022-10-06 |
PublicationDateYYYYMMDD | 2022-10-06 |
PublicationDate_xml | – month: 10 year: 2022 text: 2022-10-06 day: 06 |
PublicationDecade | 2020 |
PublicationPlace | Switzerland |
PublicationPlace_xml | – name: Switzerland |
PublicationTitle | Frontiers in immunology |
PublicationTitleAlternate | Front Immunol |
PublicationYear | 2022 |
Publisher | Frontiers Media S.A |
Publisher_xml | – name: Frontiers Media S.A |
References | Chen (B22) 2022; 24 Guardia (B47) 2021; 1876 Xie (B38) 2022; 41 Liu (B31) 2022; 11 Michelakos (B30) 2021; 113 Saporito-Magriñá (B16) 2018; 10 Berger (B34) 2022; 119 Xie (B46) 2022; 51 Wan (B42) 2022; 541 Zeng (B35) 2022; 41 Greco (B12) 2021; 22 Ishida (B15) 2013; 110 Ma (B45) 2020; 27 Nault (B10) 2020; 71 Chen (B39) 2022; 82 Wang (B3) 2017; 8 Chen (B23) 2022; 219 Blockhuys (B13) 2017; 9 Yang (B21) 2022; 76 Shen (B25) 2022; 13 De Martel (B6) 2015; 62 Bian (B19) 2022; 65 Madeddu (B44) 2022; 23 Kahlson (B11) 2022; 375 Ma (B43) 2022; 41 Chuah (B41) 2022; 77 Lou (B24) 2022; 836 Zhang (B37) 2022; 3 Noto (B26) 2022; 132 Ge (B14) 2022; 22 Alvisi (B33) 2022 Wang (B40) 2022; 16 Bray (B1) 2018; 68 Fan (B9) 2012; 9 Shah (B29) 2021; 99 Guo (B36) 2022 Petrelli (B8) 2022; 30 Hu (B27) 2022; 30 Liu (B32) 2022; 76 Llovet (B2) 2018; 15 Fang (B20) 2021; 18 Yang (B5) 2019; 16 Sung (B7) 2021; 71 Quail (B18) 2013; 19 Heidegger (B28) 2022; 21 Llovet (B4) 2016; 2 Wu (B17) 2019; 39 |
References_xml | – volume: 16 start-page: 589 year: 2019 ident: B5 article-title: A global view of hepatocellular carcinoma: Trends, risk, prevention and management publication-title: Nat Rev Gastroenterol Hepatol doi: 10.1038/s41575-019-0186-y contributor: fullname: Yang – volume: 76 start-page: 32 year: 2022 ident: B32 article-title: Microrna-206 enhances antitumor immunity by disrupting the communication between malignant hepatocytes and regulatory T cells in c-myc mice publication-title: Hepatology doi: 10.1002/hep.32182 contributor: fullname: Liu – volume: 18 year: 2021 ident: B20 article-title: Oxidized mitochondrial DNA sensing by sting signaling promotes the antitumor effect of an irradiated immunogenic cancer cell vaccine publication-title: Cell Mol Immunol doi: 10.1038/s41423-020-0456-1 contributor: fullname: Fang – volume: 24 year: 2022 ident: B22 article-title: A P53-phosphoinositide signalosome regulates nuclear akt activation publication-title: Nat Cell Biol doi: 10.1038/s41556-022-00949-1 contributor: fullname: Chen – volume: 10 year: 2018 ident: B16 article-title: Copper-induced cell death and the protective role of glutathione: The implication of impaired protein folding rather than oxidative stress publication-title: Metallomics doi: 10.1039/c8mt00182k contributor: fullname: Saporito-Magriñá – volume: 9 year: 2012 ident: B9 article-title: Hepatocellular carcinoma–resection or transplant publication-title: Nat Rev Gastroenterol Hepatol doi: 10.1038/nrgastro.2012.158 contributor: fullname: Fan – volume: 41 start-page: 216 year: 2022 ident: B43 article-title: Pole/Pold1 mutation and tumor immunotherapy publication-title: J Exp Clin Cancer Res doi: 10.1186/s13046-022-02422-1 contributor: fullname: Ma – volume: 51 start-page: 395 year: 2022 ident: B46 article-title: Whole-exome sequencing of transforming oral lichen planus reveals mutations in DNA damage repair and apoptosis pathway genes publication-title: J Oral Pathol Med doi: 10.1111/jop.13284 contributor: fullname: Xie – volume: 15 start-page: 599 year: 2018 ident: B2 article-title: Molecular therapies and precision medicine for hepatocellular carcinoma publication-title: Nat Rev Clin Oncol doi: 10.1038/s41571-018-0073-4 contributor: fullname: Llovet – volume: 3 year: 2022 ident: B37 article-title: Rnf31 inhibition sensitizes tumors to bystander killing by innate and adaptive immune cells publication-title: Cell Rep Med doi: 10.1016/j.xcrm.2022.100655 contributor: fullname: Zhang – volume: 836 year: 2022 ident: B24 article-title: Arsenic exposure elevated ros promotes energy metabolic reprogramming with enhanced akt-dependent Hk2 expression publication-title: Sci Total Environ doi: 10.1016/j.scitotenv.2022.155691 contributor: fullname: Lou – volume: 23 start-page: 6489 year: 2022 ident: B44 article-title: Egfr-mutated non-small cell lung cancer and resistance to immunotherapy: Role of the tumor microenvironment publication-title: Int J Mol Sci doi: 10.3390/ijms23126489 contributor: fullname: Madeddu – volume: 2 start-page: 16018 year: 2016 ident: B4 article-title: Hepatocellular carcinoma publication-title: Nat Rev Dis Primers doi: 10.1038/nrdp contributor: fullname: Llovet – volume: 9 year: 2017 ident: B13 article-title: Defining the human copper proteome and analysis of its expression variation in cancers publication-title: Metallomics doi: 10.1039/c6mt00202a contributor: fullname: Blockhuys – volume: 13 start-page: 3419 year: 2022 ident: B25 article-title: Ursodeoxycholic acid reduces antitumor immunosuppression by inducing chip-mediated tgf-β degradation publication-title: Nat Commun doi: 10.1038/s41467-022-31141-6 contributor: fullname: Shen – volume: 16 year: 2022 ident: B40 article-title: Targeted delivery of a sting agonist to brain tumors using bioengineered protein nanoparticles for enhanced immunotherapy publication-title: Bioact Mater doi: 10.1016/j.bioactmat.2022.02.026 contributor: fullname: Wang – volume: 375 year: 2022 ident: B11 article-title: Copper-induced cell death publication-title: Science doi: 10.1126/science.abo3959 contributor: fullname: Kahlson – volume: 8 year: 2017 ident: B3 article-title: Cezanne predicts progression and adjuvant tace response in hepatocellular carcinoma publication-title: Cell Death Dis doi: 10.1038/cddis.2017.428 contributor: fullname: Wang – year: 2022 ident: B36 article-title: Nad salvage governs mitochondrial metabolism invigorating nk cell anti-tumor immunity publication-title: Hepatology doi: 10.1002/hep.32658 contributor: fullname: Guo – volume: 132 year: 2022 ident: B26 article-title: Iron deficiency linked to altered bile acid metabolism promotes helicobacter pylori-induced inflammation-driven gastric carcinogenesis publication-title: J Clin Invest doi: 10.1172/JCI147822 contributor: fullname: Noto – volume: 1876 year: 2021 ident: B47 article-title: Obscurin: A multitasking giant in the fight against cancer publication-title: Biochim Biophys Acta Rev Cancer doi: 10.1016/j.bbcan.2021.188567 contributor: fullname: Guardia – volume: 21 start-page: 132 year: 2022 ident: B28 article-title: Comprehensive characterization of the prostate tumor microenvironment identifies Cxcr4/Cxcl12 crosstalk as a novel antiangiogenic therapeutic target in prostate cancer publication-title: Mol Cancer doi: 10.1186/s12943-022-01597-7 contributor: fullname: Heidegger – volume: 119 start-page: e2111003119 year: 2022 ident: B34 article-title: Sting activation promotes robust immune response and nk cell-mediated tumor regression in glioblastoma models publication-title: Proc Natl Acad Sci U.S.A. doi: 10.1073/pnas.2111003119 contributor: fullname: Berger – volume: 22 year: 2022 ident: B14 article-title: Connecting copper and cancer: From transition metal signalling to metalloplasia publication-title: Nat Rev Cancer doi: 10.1038/s41568-021-00417-2 contributor: fullname: Ge – volume: 19 year: 2013 ident: B18 article-title: Microenvironmental regulation of tumor progression and metastasis publication-title: Nat Med doi: 10.1038/nm.3394 contributor: fullname: Quail – volume: 65 year: 2022 ident: B19 article-title: Pt(Ii)-nhc complex induces ros-Ers-Related damp balance to harness immunogenic cell death in hepatocellular carcinoma publication-title: J Med Chem doi: 10.1021/acs.jmedchem.1c01248 contributor: fullname: Bian – volume: 30 year: 2022 ident: B8 article-title: Hepatocellular carcinoma in patients with nonalcoholic fatty liver disease: A systematic review and meta-analysis: HCC and steatosis or steatohepatitis publication-title: Neoplasia doi: 10.1016/j.neo.2022.100809 contributor: fullname: Petrelli – volume: 68 start-page: 394 year: 2018 ident: B1 article-title: Global cancer statistics 2018: Globocan estimates of incidence and mortality worldwide for 36 cancers in 185 countries publication-title: CA Cancer J Clin doi: 10.3322/caac.21492 contributor: fullname: Bray – volume: 82 year: 2022 ident: B39 article-title: Dopamine signaling promotes tissue-resident memory differentiation of Cd8+ T cells and antitumor immunity publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-21-4084 contributor: fullname: Chen – volume: 41 start-page: e108791 year: 2022 ident: B38 article-title: Usp8 promotes cancer progression and extracellular vesicle-mediated Cd8+ T cell exhaustion by deubiquitinating the tgf-β receptor tβrii publication-title: EMBO J doi: 10.15252/embj.2021108791 contributor: fullname: Xie – volume: 99 year: 2021 ident: B29 article-title: Berberine mediates tumor cell death by skewing tumor-associated immunosuppressive macrophages to inflammatory macrophages publication-title: Phytomedicine doi: 10.1016/j.phymed.2021.153904 contributor: fullname: Shah – volume: 541 year: 2022 ident: B42 article-title: Mtdh antisense oligonucleotides reshape the immunosuppressive tumor microenvironment to sensitize hepatocellular carcinoma to immune checkpoint blockade therapy publication-title: Cancer Lett doi: 10.1016/j.canlet.2022.215750 contributor: fullname: Wan – volume: 71 year: 2020 ident: B10 article-title: Clinical impact of genomic diversity from early to advanced hepatocellular carcinoma publication-title: Hepatology doi: 10.1002/hep.30811 contributor: fullname: Nault – volume: 219 year: 2022 ident: B23 article-title: Il-17-Induced Hif1α drives resistance to anti-Pd-L1 Via fibroblast-mediated immune exclusion publication-title: J Exp Med doi: 10.1084/jem.20210693 contributor: fullname: Chen – volume: 77 year: 2022 ident: B41 article-title: Uncoupling immune trajectories of response and adverse events from anti-Pd-1 immunotherapy in hepatocellular carcinoma publication-title: J Hepatol doi: 10.1016/j.jhep.2022.03.039 contributor: fullname: Chuah – volume: 30 year: 2022 ident: B27 article-title: Development of a tnf-α-Mediated Trojan horse for bacteria-based cancer therapy publication-title: Mol Ther doi: 10.1016/j.ymthe.2022.04.008 contributor: fullname: Hu – volume: 27 year: 2020 ident: B45 article-title: Identification of germline and somatic mutations in pancreatic adenosquamous carcinoma using whole exome sequencing publication-title: Cancer Biomark doi: 10.3233/CBM-190236 contributor: fullname: Ma – volume: 11 year: 2022 ident: B31 article-title: Lipid-associated macrophages in the tumor-adipose microenvironment facilitate breast cancer progression publication-title: Oncoimmunology doi: 10.1080/2162402X.2022.2085432 contributor: fullname: Liu – volume: 71 year: 2021 ident: B7 article-title: Global cancer statistics 2020: Globocan estimates of incidence and mortality worldwide for 36 cancers in 185 countries publication-title: CA Cancer J Clin doi: 10.3322/caac.21660 contributor: fullname: Sung – volume: 76 year: 2022 ident: B21 article-title: Commd10 inhibits Hif1α/Cp loop to enhance ferroptosis and radiosensitivity by disrupting Cu-fe balance in hepatocellular carcinoma publication-title: J Hepatol doi: 10.1016/j.jhep.2022.01.009 contributor: fullname: Yang – volume: 62 year: 2015 ident: B6 article-title: World-wide relative contribution of hepatitis b and c viruses in hepatocellular carcinoma publication-title: Hepatology doi: 10.1002/hep.27969 contributor: fullname: De Martel – volume: 39 start-page: 21 year: 2019 ident: B17 article-title: Immune contexture defined by single cell technology for prognosis prediction and immunotherapy guidance in cancer publication-title: Cancer Commun (Lond) doi: 10.1186/s40880-019-0365-9 contributor: fullname: Wu – volume: 113 year: 2021 ident: B30 article-title: Tumor microenvironment immune response in pancreatic ductal adenocarcinoma patients treated with neoadjuvant therapy publication-title: J Natl Cancer Inst doi: 10.1093/jnci/djaa073 contributor: fullname: Michelakos – volume: 110 year: 2013 ident: B15 article-title: Bioavailable copper modulates oxidative phosphorylation and growth of tumors publication-title: Proc Natl Acad Sci U.S.A. doi: 10.1073/pnas.1318431110 contributor: fullname: Ishida – start-page: S0168-8278(22)00370-1 year: 2022 ident: B33 article-title: Multimodal single-cell profiling of intrahepatic cholangiocarcinoma defines hyperactivated tregs as a potential therapeutic target publication-title: J Hepatol doi: 10.1016/j.jhep.2022.05.043 contributor: fullname: Alvisi – volume: 41 year: 2022 ident: B35 article-title: Hao1-mediated oxalate metabolism promotes lung pre-metastatic niche formation by inducing neutrophil extracellular traps publication-title: Oncogene doi: 10.1038/s41388-022-02248-3 contributor: fullname: Zeng – volume: 22 start-page: 2038 year: 2021 ident: B12 article-title: Copper dependent modulation of α-synuclein phosphorylation in differentiated Shsy5y neuroblastoma cells publication-title: Int J Mol Sci doi: 10.3390/ijms22042038 contributor: fullname: Greco |
SSID | ssj0000493335 |
Score | 2.3989217 |
Snippet | Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic... |
SourceID | doaj pubmedcentral crossref pubmed |
SourceType | Open Website Open Access Repository Aggregation Database Index Database |
StartPage | 996308 |
SubjectTerms | Apoptosis Carcinoma, Hepatocellular - drug therapy Carcinoma, Hepatocellular - genetics Copper copper metabolism CTLA-4 Antigen - genetics cuproptosis DNA Copy Number Variations hepatic carcinoma Humans Imatinib Mesylate Immunology Liver Neoplasms - drug therapy Liver Neoplasms - genetics Methotrexate Prognosis Sorafenib therapy tumor immune microenvironment Tumor Microenvironment - genetics |
SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Ja94wEBUlEOildO-XLuiQU8GNbS2Wjk1oCIXm1EBuRmvjUi94OfT_5Id2xvoa_J166dUysuw3eN5Ib2YIOZUhx7y8kAEZthkvVMg0szJzstJeMiC8CvOdv13Lqxv-9Vbcblp9oSYslQdOH-4sKhWYFcqbgnHLpBZMsxCAlTgvjErReq43wdTPxHsZYyIdY0IUps9i07YLxINl-QkoPsN2khtHtNbr3zihQ4HkxuNcPiVP9lSRfk5LfEYehe45OU7NI3-_IPcpxzbuN91oH6nrhyGMtA0zQPurmVpqOk_dAn_JYe6nZsrW1JXg6bRY3HydKHBWOox4WoP6Z4pyrQ7vpPPSwlCLer1NMtw6oR-XH9RhPgxuF0y06egdeLW5x1MAlLXC4Oiarm_NS3Jz-eX7xVW277mQOS7FnGle-BLCMMNKZ6OwklvhjS0DhFWxkEIoQNfkhgVvKlfmIhYqt6HynhkjjGGvyFHXd-ENodpXZfROOKMklx7bYjEdouKxKmUM1Y58_AtAPaTSGjWEJIhWvaJVI1p1QmtHzhGihxuxKvZ6AWyl3ttK_S9b2ZHXCdeHaRgWaQYStSPVAeIHzzkc6Zq7tQq3xhRjzk_-x8Leksf4rqtIUL4jR_O4hPdAdmb7YbXrP6-fA-Q priority: 102 providerName: Directory of Open Access Journals – databaseName: Scholars Portal Journals: Open Access dbid: M48 link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwdV1Jb9UwELaqIlAviJ1XFvnACSkliZc4B4QAUVVIcOJJvUVe26BmIYtE_w8_tDNJXvUilWvsOEo-O_ONPd8MIe-kj1GX5yMgwybiifJRzoyMrMxyJxkQXoV65x8_5dmWfz8X5wdkV95q-YD9na4d1pPadlcnf_9cf4IF_xE9TrC3H0JZVSO4eml6AuydofT3XsrBUcdIvoXt_57JMGNMzGebd995RB4wzNubcbYyVFM-_z0jtQ6g3LNIp4_Iw4VK0s8z9o_Jga-fkPtzccnrp-TfrMENy6YcbQK1Tdv6jlZ-AOivyr6iunbUjvAXbYemL_tokrZ4R_vR4OZsT4HT0rbD0xyMj6YYzlVjTzqMFTRVGM-3J5abBnTdeEEt6mVwO6GnZU0vweoNDZ4SYNgrNHa2rJtKPyPb02-_vp5FS02GyHIphijniUvBTdMstSYII7kRTpvUg9sVEimEAvR1rJl3OrNpLEKiYuMz55jWQmv2nBzWTe1fEpq7LA3OCquV5NJh2SyW-6B4yFIZfLYh73cAFO2ceqMAlwWBKybgCgSumIHbkC8I0W1HzJo9XWi6i2JZhEVQyjMjlNMJ44bJXLCceQ8M1zqhVbwhL2Zcb4fZTYYNyVaIr56zbqnLyylLd44SZM6P_zvmK3KELzBFBsrX5HDoRv8GGM5g3k7z9gaMr_9d priority: 102 providerName: Scholars Portal |
Title | Identification of copper metabolism and cuproptosis-related subtypes for predicting prognosis tumor microenvironment and drug candidates in hepatocellular carcinoma |
URI | https://www.ncbi.nlm.nih.gov/pubmed/36275743 https://pubmed.ncbi.nlm.nih.gov/PMC9582144 https://doaj.org/article/f88e3b58da134b3695393ee310cd5a80 |
Volume | 13 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1La9wwEBZJoNBL6bvbtEGHngreXVsPy8c2NA2FLT00sDejZ-ISP_Dj0P_TH5oZeTfsXnvRwZJlm2-wvhl9MyLkk_RrzMvzCZBhk_BU-aRgRiZW5oWTDAivwnznzU95fcN_bMX2hIh9LkwU7VtTLZv7etlUd1Fb2dV2tdeJrX5tLgvM7uR8dUpOwUAPXPQ_M-VljIl5BxMcsGIVqrqewBXMsiWwe4YnSR6sQbFU_8H6c6yNPFhsrp6TZzuWSL_Mb_OCnPjmJXkynxv59xX5N6fXhl28jbaB2rbrfE9rPwKq99VQU904aif4QXZjO1RDErNWvKPDZDDuOlCgq7TrcaMGpc8UlVoNjqTjVENXjVK9gzy4OKHrp1tqMRUGIwUDrRp6Bwva2OIGACpaobO3VdPW-jW5ufr2-_I62R23kFguxZgUPHUZeGCaZdYEYSQ3wmmTefCoQiqFUACsXmvmnc5tthYhVWvjc-eY1kJr9oacNW3j3xFauDwLzgqrleTS4YlYrPBB8ZBnMvh8QT7vASi7uapGCd4IolVGtEpEq5zRWpCvCNHjQCyIHS-0_W25M4syKOWZEcrplHHDZCFYwbwH8mqd0Gq9IG9nXB-nYVifGfjTguRHiB8957gH7DEW4N7Z3_v_vvOcPMUPjKJA-YGcjf3kPwK5Gc1FDApA-32bQrvh6iKa9wMXRQWn |
link.rule.ids | 230,315,730,783,787,867,888,2109,24330,27936,27937,53804,53806 |
linkProvider | National Library of Medicine |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jb9QwFLZKEaIXduiw-sAJKTNJvCQ5QkU1QKfi0KLeIq9toFmU5QC_hx-Kn5OpMtzgmuc4sfxZ_p79vfcQestNCHF5JnBkWAY0Sk2QEckDxZNMc-IIbwrxzptTvj6nny_YxR5i21gYL9pXslhW1-WyKq68trIp1WqrE1t93RxlEN1J6eoWuu3Wa0hnTvr3kfQSQth4h-lcsGxli7IcnDMYx0vH7wnUkpztQj5Z_2wH2lVHzrab4_vo2_ZHR5XJj-XQy6X69VcOx38eyQN0byKg-P1ofoj2TPUI3RlLUv58jH6Pkbt2OsrDtcWqbhrT4tL0DjDXRVdiUWmsBvdvTV93RRf4gBijcTdIONLtsGPCuGnhDghU1RhEYBW0xP1QOlMJKsBZiJ3vULfDJVYQZQOHEB0uKnzl9sq-hrsFEMs6Y6uKqi7FE3R-_PHsaB1MlRwCRTnrg4xGOnbOnSCxkpZJTiXTQsbGOWs24oylDjMiFMRokag4ZDZKQ2kSrYkQTAjyFO1XdWUOEc50ElutmBIpp1xDsS2SGZtSm8TcmmSB3m1nNm_GhB25c3QABrmHQQ4wyEcYLNAHmPubhpBr2z-o28t8mqfcpqkhkqVaRIRKwjNGMmKM48VKM5GGC_RsBMxNNwRSPztqtkDJDpR2vrNrcQDxub0nQDz_7zffoLvrs81JfvLp9MsLdACD9dpD_hLt9-1gXjkO1cvXfsX8AcaHJN4 |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jb9UwELagCMSFvfBYfeCElLwkXuIcofBUllY9UKniEnltA82iLAf4PfxQPElelcex19hxYvmz5hv7mxmE3nIbQVyeDTwZVgGNhQ0yonigeZoZTjzhFRDvfHTMD0_plzN2tij1NYr2tSrC6rIMq-Ji1FY2pV5vdWLrk6ODDKI7KV03xq1volt-z0Z84aj_nIgvIYRN95jeDcvWrijLwTuESRJ6jk-gnuTCEo0J-xdWaFchuTA5m_vox_ZnJ6XJr3DoVaj__JfH8VqzeYDuzUQUv5-6PEQ3bPUI3Z5KU_5-jP5OEbxuPtLDtcO6bhrb4tL2HjiXRVdiWRmsB_9_TV93RReMgTHW4G5QcLTbYc-IcdPCXRCoqzGIwSroifuh9E0lqAEXoXbjgKYdzrGGaBs4jOhwUeELbzP7Gu4YQDTrG1tdVHUpn6DTzafvB4fBXNEh0JSzPshobBLv5EmSaOWY4lQxI1VivdPmYs6Y8NiRkSTWyFQnEXOxiJRNjSFSMinJPtqr6so-QzgzaeKMZloKTrmBolsks05Qlybc2XSF3m1XN2-mxB25d3gACvkIhRygkE9QWKEPsP5XHSHn9vigbs_zea1yJ4QligkjY0IV4RkjGbHW82NtmBTRCj2dQHM1DIEU0J6irVC6A6ed7-y2eJCMOb5nUDy_9ptv0J2Tj5v82-fjry_QXZjrKEHkL9Fe3w72ladSvXo9bpp_peInXg |
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=Identification+of+copper+metabolism+and+cuproptosis-related+subtypes+for+predicting+prognosis+tumor+microenvironment+and+drug+candidates+in+hepatocellular+carcinoma&rft.jtitle=Frontiers+in+immunology&rft.au=Liu%2C+Xianglong&rft.au=Sun%2C+Bo&rft.au=Yao%2C+Yiyang&rft.au=Lai%2C+Linying&rft.date=2022-10-06&rft.eissn=1664-3224&rft.volume=13&rft.spage=996308&rft_id=info:doi/10.3389%2Ffimmu.2022.996308&rft_id=info%3Apmid%2F36275743&rft.externalDocID=36275743 |
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 |