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MCM4 is a novel prognostic biomarker and promotes cancer cell growth in glioma

BackgroundGliomas account for 75% of all primary malignant brain tumors in adults and result in high mortality. Accumulated evidence has declared the minichromosome maintenance protein complex (MCM) gene family plays a critical role in modulating the cell cycle and DNA replication stress. However, t...

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Published in:Frontiers in oncology 2022-11, Vol.12, p.1004324-1004324
Main Authors: Yang, Shu, Yuan, Yixiao, Ren, Wenjun, Wang, Haiyu, Zhao, Zhong, Zhao, Heng, Zhao, Qizhe, Chen, Xi, Jiang, Xiulin, Zhang, Lei
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creator Yang, Shu
Yuan, Yixiao
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Zhao, Heng
Zhao, Qizhe
Chen, Xi
Jiang, Xiulin
Zhang, Lei
description BackgroundGliomas account for 75% of all primary malignant brain tumors in adults and result in high mortality. Accumulated evidence has declared the minichromosome maintenance protein complex (MCM) gene family plays a critical role in modulating the cell cycle and DNA replication stress. However, the biological function and clinic characterization of nine MCM members in low-grade glioma are not yet clarified. MethodsIn this study, we utilized diverse public databases, including The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), Rembrandt, Human Protein Atlas (HPA), Linkedomics, cbioportal, Tumor and Immune System Interaction Database (TISIDB), single-sample GSEA (ssGSEA), Tumor Immune Estimation Resource (TIMER), Genomics of Drug Sensitivity in Cancer (GDSC) and Cancer Therapeutics Response Portal databases to explore the mRNA and protein expression profiles, gene mutation, clinical features, diagnosis, prognosis, signaling pathway, tumor mutational burden (TMB), immune subtype, immune cell infiltration, immune modulator and drug sensitivity of nine MCMs. Afterward, qRT-PCR was utilized to detect the expression of the MCM family in glioblastoma multiforme (GBM) cell lines. The one-, three-, or five-year survival rate was predicted by utilizing a nomogram established by cox proportional hazard regression. ResultsIn this study, we found that nine MCMs were consistently up-regulated in glioma tissues and glioma cell lines. Elevated nine MCMs expressions were significantly correlated with a higher tumor stage, isocitrate dehydrogenase (IDH) mutates, 1p/19q codeletion, histological type, and primary therapy outcome. Survival analyses showed that higher expression of MCM2-MCM8 (minichromosome maintenance protein2-8) and MCM10 (minichromosome maintenance protein 10) were linked with poor overall survival (OS) and progression-free survival (PFS) in glioma patients. On the other hand, up-regulated MCM2-MCM8 and MCM10 were significantly associated with shorter disease-specific survival (DSS) in glioma patients. Univariate and multivariate analyses revealed that MCM2 (minichromosome maintenance protein2), MCM4 (minichromosome maintenance protein 4), MCM6 (minichromosome maintenance protein 6), MCM7 (minichromosome maintenance protein 7) expression and tumor grade, 1p/19q codeletion, age, and primary therapy outcome were independent factors correlated with the clinical outcome of glioma patients. More importantly, a prognostic MCMs model constructed
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Accumulated evidence has declared the minichromosome maintenance protein complex (MCM) gene family plays a critical role in modulating the cell cycle and DNA replication stress. However, the biological function and clinic characterization of nine MCM members in low-grade glioma are not yet clarified. MethodsIn this study, we utilized diverse public databases, including The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), Rembrandt, Human Protein Atlas (HPA), Linkedomics, cbioportal, Tumor and Immune System Interaction Database (TISIDB), single-sample GSEA (ssGSEA), Tumor Immune Estimation Resource (TIMER), Genomics of Drug Sensitivity in Cancer (GDSC) and Cancer Therapeutics Response Portal databases to explore the mRNA and protein expression profiles, gene mutation, clinical features, diagnosis, prognosis, signaling pathway, tumor mutational burden (TMB), immune subtype, immune cell infiltration, immune modulator and drug sensitivity of nine MCMs. Afterward, qRT-PCR was utilized to detect the expression of the MCM family in glioblastoma multiforme (GBM) cell lines. The one-, three-, or five-year survival rate was predicted by utilizing a nomogram established by cox proportional hazard regression. ResultsIn this study, we found that nine MCMs were consistently up-regulated in glioma tissues and glioma cell lines. Elevated nine MCMs expressions were significantly correlated with a higher tumor stage, isocitrate dehydrogenase (IDH) mutates, 1p/19q codeletion, histological type, and primary therapy outcome. Survival analyses showed that higher expression of MCM2-MCM8 (minichromosome maintenance protein2-8) and MCM10 (minichromosome maintenance protein 10) were linked with poor overall survival (OS) and progression-free survival (PFS) in glioma patients. On the other hand, up-regulated MCM2-MCM8 and MCM10 were significantly associated with shorter disease-specific survival (DSS) in glioma patients. Univariate and multivariate analyses revealed that MCM2 (minichromosome maintenance protein2), MCM4 (minichromosome maintenance protein 4), MCM6 (minichromosome maintenance protein 6), MCM7 (minichromosome maintenance protein 7) expression and tumor grade, 1p/19q codeletion, age, and primary therapy outcome were independent factors correlated with the clinical outcome of glioma patients. More importantly, a prognostic MCMs model constructed using the above five prognostic genes could predict the overall survival of glioma patients with medium-to-high accuracy. Furthermore, functional enrichment analysis indicated that MCMs principal participated in regulating cell cycle and DNA replication. DNA copy number variation (CNV) and DNA methylation significantly affect the expression of MCMs. Finally, we uncover that MCMs expression is highly correlated with immune cell infiltration, immune modulator, TMB, and drug sensitivity. ConclusionsIn summary, this finding confirmed that MCM4 is a potential target of precision therapy for patients with glioma.</description><identifier>ISSN: 2234-943X</identifier><identifier>EISSN: 2234-943X</identifier><identifier>DOI: 10.3389/fonc.2022.1004324</identifier><language>eng</language><publisher>Frontiers Media S.A</publisher><subject>biomarker ; diagnosis ; glioma ; immune infiltration ; MCM family ; Oncology ; prognostic model</subject><ispartof>Frontiers in oncology, 2022-11, Vol.12, p.1004324-1004324</ispartof><rights>Copyright © 2022 Yang, Yuan, Ren, Wang, Zhao, Zhao, Zhao, Chen, Jiang and Zhang 2022 Yang, Yuan, Ren, Wang, Zhao, Zhao, Zhao, Chen, Jiang and Zhang</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c508t-367cd9443d0a69fc97d6de47da5b61ccca7a086f8ba1bc3d9e95a075d4250c73</citedby><cites>FETCH-LOGICAL-c508t-367cd9443d0a69fc97d6de47da5b61ccca7a086f8ba1bc3d9e95a075d4250c73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713251/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713251/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids></links><search><creatorcontrib>Yang, Shu</creatorcontrib><creatorcontrib>Yuan, Yixiao</creatorcontrib><creatorcontrib>Ren, Wenjun</creatorcontrib><creatorcontrib>Wang, Haiyu</creatorcontrib><creatorcontrib>Zhao, Zhong</creatorcontrib><creatorcontrib>Zhao, Heng</creatorcontrib><creatorcontrib>Zhao, Qizhe</creatorcontrib><creatorcontrib>Chen, Xi</creatorcontrib><creatorcontrib>Jiang, Xiulin</creatorcontrib><creatorcontrib>Zhang, Lei</creatorcontrib><title>MCM4 is a novel prognostic biomarker and promotes cancer cell growth in glioma</title><title>Frontiers in oncology</title><description>BackgroundGliomas account for 75% of all primary malignant brain tumors in adults and result in high mortality. Accumulated evidence has declared the minichromosome maintenance protein complex (MCM) gene family plays a critical role in modulating the cell cycle and DNA replication stress. However, the biological function and clinic characterization of nine MCM members in low-grade glioma are not yet clarified. MethodsIn this study, we utilized diverse public databases, including The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), Rembrandt, Human Protein Atlas (HPA), Linkedomics, cbioportal, Tumor and Immune System Interaction Database (TISIDB), single-sample GSEA (ssGSEA), Tumor Immune Estimation Resource (TIMER), Genomics of Drug Sensitivity in Cancer (GDSC) and Cancer Therapeutics Response Portal databases to explore the mRNA and protein expression profiles, gene mutation, clinical features, diagnosis, prognosis, signaling pathway, tumor mutational burden (TMB), immune subtype, immune cell infiltration, immune modulator and drug sensitivity of nine MCMs. Afterward, qRT-PCR was utilized to detect the expression of the MCM family in glioblastoma multiforme (GBM) cell lines. The one-, three-, or five-year survival rate was predicted by utilizing a nomogram established by cox proportional hazard regression. ResultsIn this study, we found that nine MCMs were consistently up-regulated in glioma tissues and glioma cell lines. Elevated nine MCMs expressions were significantly correlated with a higher tumor stage, isocitrate dehydrogenase (IDH) mutates, 1p/19q codeletion, histological type, and primary therapy outcome. Survival analyses showed that higher expression of MCM2-MCM8 (minichromosome maintenance protein2-8) and MCM10 (minichromosome maintenance protein 10) were linked with poor overall survival (OS) and progression-free survival (PFS) in glioma patients. On the other hand, up-regulated MCM2-MCM8 and MCM10 were significantly associated with shorter disease-specific survival (DSS) in glioma patients. Univariate and multivariate analyses revealed that MCM2 (minichromosome maintenance protein2), MCM4 (minichromosome maintenance protein 4), MCM6 (minichromosome maintenance protein 6), MCM7 (minichromosome maintenance protein 7) expression and tumor grade, 1p/19q codeletion, age, and primary therapy outcome were independent factors correlated with the clinical outcome of glioma patients. More importantly, a prognostic MCMs model constructed using the above five prognostic genes could predict the overall survival of glioma patients with medium-to-high accuracy. Furthermore, functional enrichment analysis indicated that MCMs principal participated in regulating cell cycle and DNA replication. DNA copy number variation (CNV) and DNA methylation significantly affect the expression of MCMs. Finally, we uncover that MCMs expression is highly correlated with immune cell infiltration, immune modulator, TMB, and drug sensitivity. ConclusionsIn summary, this finding confirmed that MCM4 is a potential target of precision therapy for patients with glioma.</description><subject>biomarker</subject><subject>diagnosis</subject><subject>glioma</subject><subject>immune infiltration</subject><subject>MCM family</subject><subject>Oncology</subject><subject>prognostic model</subject><issn>2234-943X</issn><issn>2234-943X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVkU1v1DAQhiMEElXpD-DmI5ddxt_xBQmt-KjUwqUHbtZk7KQpWXuxs0X8-ybsClFfbL3z6pkZv03zlsNWyta973OirQAhthxASaFeNBdCSLVxSv54-d_7dXNV6wMsx2jgIC-ab7e7W8XGypCl_Bgndih5SLnOI7FuzHssP2NhmMJa2Oc5VkaYaNEoThMbSv4937MxsWFa3W-aVz1ONV6d78vm7vOnu93Xzc33L9e7jzcb0tDOG2ksBaeUDIDG9eRsMCEqG1B3hhMRWoTW9G2HvCMZXHQaweqghAay8rK5PmFDxgd_KOMy5x-fcfR_hVwGj2VZYYpeWIEhkuGKuGqtxmi0jM44A45sSwvrw4l1OHb7GCimueD0DPq8ksZ7P-RH7yyXQvMF8O4MKPnXMdbZ78e6_g6mmI91mUBZACtAL1Z-slLJtZbY_2vDwa9R-jVKv0bpz1HKJ_A1k0Q</recordid><startdate>20221117</startdate><enddate>20221117</enddate><creator>Yang, Shu</creator><creator>Yuan, Yixiao</creator><creator>Ren, Wenjun</creator><creator>Wang, Haiyu</creator><creator>Zhao, Zhong</creator><creator>Zhao, Heng</creator><creator>Zhao, Qizhe</creator><creator>Chen, Xi</creator><creator>Jiang, Xiulin</creator><creator>Zhang, Lei</creator><general>Frontiers Media S.A</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20221117</creationdate><title>MCM4 is a novel prognostic biomarker and promotes cancer cell growth in glioma</title><author>Yang, Shu ; Yuan, Yixiao ; Ren, Wenjun ; Wang, Haiyu ; Zhao, Zhong ; Zhao, Heng ; Zhao, Qizhe ; Chen, Xi ; Jiang, Xiulin ; Zhang, Lei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c508t-367cd9443d0a69fc97d6de47da5b61ccca7a086f8ba1bc3d9e95a075d4250c73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>biomarker</topic><topic>diagnosis</topic><topic>glioma</topic><topic>immune infiltration</topic><topic>MCM family</topic><topic>Oncology</topic><topic>prognostic model</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Shu</creatorcontrib><creatorcontrib>Yuan, Yixiao</creatorcontrib><creatorcontrib>Ren, Wenjun</creatorcontrib><creatorcontrib>Wang, Haiyu</creatorcontrib><creatorcontrib>Zhao, Zhong</creatorcontrib><creatorcontrib>Zhao, Heng</creatorcontrib><creatorcontrib>Zhao, Qizhe</creatorcontrib><creatorcontrib>Chen, Xi</creatorcontrib><creatorcontrib>Jiang, Xiulin</creatorcontrib><creatorcontrib>Zhang, Lei</creatorcontrib><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Frontiers in oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Shu</au><au>Yuan, Yixiao</au><au>Ren, Wenjun</au><au>Wang, Haiyu</au><au>Zhao, Zhong</au><au>Zhao, Heng</au><au>Zhao, Qizhe</au><au>Chen, Xi</au><au>Jiang, Xiulin</au><au>Zhang, Lei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>MCM4 is a novel prognostic biomarker and promotes cancer cell growth in glioma</atitle><jtitle>Frontiers in oncology</jtitle><date>2022-11-17</date><risdate>2022</risdate><volume>12</volume><spage>1004324</spage><epage>1004324</epage><pages>1004324-1004324</pages><issn>2234-943X</issn><eissn>2234-943X</eissn><abstract>BackgroundGliomas account for 75% of all primary malignant brain tumors in adults and result in high mortality. Accumulated evidence has declared the minichromosome maintenance protein complex (MCM) gene family plays a critical role in modulating the cell cycle and DNA replication stress. However, the biological function and clinic characterization of nine MCM members in low-grade glioma are not yet clarified. MethodsIn this study, we utilized diverse public databases, including The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA), Rembrandt, Human Protein Atlas (HPA), Linkedomics, cbioportal, Tumor and Immune System Interaction Database (TISIDB), single-sample GSEA (ssGSEA), Tumor Immune Estimation Resource (TIMER), Genomics of Drug Sensitivity in Cancer (GDSC) and Cancer Therapeutics Response Portal databases to explore the mRNA and protein expression profiles, gene mutation, clinical features, diagnosis, prognosis, signaling pathway, tumor mutational burden (TMB), immune subtype, immune cell infiltration, immune modulator and drug sensitivity of nine MCMs. Afterward, qRT-PCR was utilized to detect the expression of the MCM family in glioblastoma multiforme (GBM) cell lines. The one-, three-, or five-year survival rate was predicted by utilizing a nomogram established by cox proportional hazard regression. ResultsIn this study, we found that nine MCMs were consistently up-regulated in glioma tissues and glioma cell lines. Elevated nine MCMs expressions were significantly correlated with a higher tumor stage, isocitrate dehydrogenase (IDH) mutates, 1p/19q codeletion, histological type, and primary therapy outcome. Survival analyses showed that higher expression of MCM2-MCM8 (minichromosome maintenance protein2-8) and MCM10 (minichromosome maintenance protein 10) were linked with poor overall survival (OS) and progression-free survival (PFS) in glioma patients. On the other hand, up-regulated MCM2-MCM8 and MCM10 were significantly associated with shorter disease-specific survival (DSS) in glioma patients. Univariate and multivariate analyses revealed that MCM2 (minichromosome maintenance protein2), MCM4 (minichromosome maintenance protein 4), MCM6 (minichromosome maintenance protein 6), MCM7 (minichromosome maintenance protein 7) expression and tumor grade, 1p/19q codeletion, age, and primary therapy outcome were independent factors correlated with the clinical outcome of glioma patients. More importantly, a prognostic MCMs model constructed using the above five prognostic genes could predict the overall survival of glioma patients with medium-to-high accuracy. Furthermore, functional enrichment analysis indicated that MCMs principal participated in regulating cell cycle and DNA replication. DNA copy number variation (CNV) and DNA methylation significantly affect the expression of MCMs. Finally, we uncover that MCMs expression is highly correlated with immune cell infiltration, immune modulator, TMB, and drug sensitivity. ConclusionsIn summary, this finding confirmed that MCM4 is a potential target of precision therapy for patients with glioma.</abstract><pub>Frontiers Media S.A</pub><doi>10.3389/fonc.2022.1004324</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record>
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diagnosis
glioma
immune infiltration
MCM family
Oncology
prognostic model
title MCM4 is a novel prognostic biomarker and promotes cancer cell growth in glioma
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