DNA methylation Modification;
Differentially methylated region (DMR);
Differentially expressed gene (DEG);
Epigenetic regulator;
Multi-omics integration;
Head and neck squamous cell carcinoma (HNSCC);
CANCER STEM-CELLS;
BREAST-CANCER;
DOWN-REGULATION;
EXPRESSION;
INVASION;
GROWTH;
GENES;
PROLIFERATION;
OVEREXPRESSION;
IDENTIFICATION;
D O I:
10.1016/j.compbiomed.2021.104473
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
Head and Neck Squamous Cell Carcinoma (HNSCC) is the sixth most common cancer worldwide, which accounts for approximately 6% of all cases and is responsible for an estimated 2% of all cancer deaths. Despite progress in the treatment of squamous cell carcinomas, survival rates remain low. It is a fact that epigenetic modifications have numerous associations with biological processes and complex diseases such as cancer. Hence, a more systematic approach is needed to provide potential screening targets and have an effective therapy method . This study developed a workflow to analyze HM450 methylation arrays with mRNA expression profiles that identified novel signatures of epigenetic regulators for tumor progression. We identified differentially expressed genes and differentially methylated regions and the correlation between associated genes to identify epigenetic modifications underlying regulation roles. We have taken the differentiation direction of expressions into account during the integration of gene expression and DNA methylation modification to detect epigenetic regulators of core genes of tumor-stage progression. Enrichment analysis of selected key genes provides better insight into their functionality. Thus, we have investigated gene copy number alteration and mutations to filter differentially expressed genes, including some members of the fibroblast growth factor family and cyclindependent kinase inhibitor family with other potential known regulators. Our analysis has revealed the list of 61 commercial methylation probes positively correlated with 31 differentially expressed genes, which can be associated with HNSC metastasis stages. Most of these genes have already reported potential epigenetic regulators, and their role in cancer progression was studied. We suggest these selected probes of DNA methylation as potential targets of the epigenetic regulators in revealed genes that have displayed significant genetic and epigenetic modification behavior during cancer stage progression and tumor metastasis.
机构:
Univ Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Colacino, Justin A.
Dolinoy, Dana C.
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Univ Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Dolinoy, Dana C.
Duffy, Sonia A.
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机构:
Univ Michigan, Sch Nursing, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Duffy, Sonia A.
Sartor, Maureen A.
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机构:
Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Sartor, Maureen A.
Chepeha, Douglas B.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Chepeha, Douglas B.
Bradford, Carol R.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Bradford, Carol R.
McHugh, Jonathan B.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Pathol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
McHugh, Jonathan B.
Patel, Divya A.
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机构:
Yale Univ, Dept Obstet Gynecol & Reprod Sci, New Haven, CT USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Patel, Divya A.
Virani, Shama
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h-index: 0
机构:
Univ Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Virani, Shama
Walline, Heather M.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Walline, Heather M.
Bellile, Emily
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Ctr Comprehens Canc, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Bellile, Emily
Terrell, Jeffrey E.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Terrell, Jeffrey E.
Stoerker, Jay A.
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h-index: 0
机构:
Sequenom Ctr Mol Med, San Diego, CA USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Stoerker, Jay A.
Taylor, Jeremy M. G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Taylor, Jeremy M. G.
Carey, Thomas E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Carey, Thomas E.
Wolf, Gregory T.
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机构:
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Wolf, Gregory T.
Rozek, Laura S.
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机构:
Univ Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Dept Otolaryngol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Environm Hlth Sci, Ann Arbor, MI 48109 USA
机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Lleras, Roberto A.
Smith, Richard V.
论文数: 0引用数: 0
h-index: 0
机构:
Montefiore Med Ctr, Dept Otorhinolaryngol Head & Neck Surg, Bronx, NY 10467 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Smith, Richard V.
Adrien, Leslie R.
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机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Adrien, Leslie R.
Schlecht, Nicolas F.
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h-index: 0
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Schlecht, Nicolas F.
Burk, Robert D.
论文数: 0引用数: 0
h-index: 0
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Albert Einstein Coll Med, Dept Pediat Microbiol & Immunol, Bronx, NY 10461 USA
Albert Einstein Coll Med, Dept Obstet Gynecol & Womens Hlth, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Burk, Robert D.
Harris, Thomas M.
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h-index: 0
机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Harris, Thomas M.
Childs, Geoffrey
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机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Childs, Geoffrey
Prystowsky, Michael B.
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h-index: 0
机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA
Prystowsky, Michael B.
Belbin, Thomas J.
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机构:
Albert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Pathol, Bronx, NY 10461 USA