{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:39:54Z","timestamp":1747190394385,"version":"3.40.5"},"reference-count":34,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,11,26]],"date-time":"2021-11-26T00:00:00Z","timestamp":1637884800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational and Mathematical Methods in Medicine"],"published-print":{"date-parts":[[2021,11,26]]},"abstract":"<jats:p>Purpose. Heart failure (HF) is a clinical syndrome caused by ventricular insufficiency. In order to further explore the biomarkers related to HF, we apply the high-throughput database. Materials and Methods. The GSE21610 was applied for the differentially expressed gene (DEG) analysis. The Database for Annotation, Visualization, and Integrated Discovery (DAVID) was performed to assess Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. The Gene Set Enrichment Analysis (GSEA) was used for gene expression profile GSE21610. The Protein-Protein Interaction (PPI) network and modules were also constructed for research. These hub gene function pathways were estimated in HF progression. Result. We have identified 434 DEGs in total, including 304 downregulated DEGs and 130 upregulated DEGs. GO and KEGG illustrated that DEGs in HF were significantly enriched in G protein-coupled receptor binding, peroxisome, and cAMP signaling pathway. GSEA results showed gene set GSE21610 was gathered in lipid digestion, defense response to fungus, and intestinal lipid absorption. Finally, through analyzing the PPI network, we screened hub genes CDH1, TFRC, CCL2, BUB1B, and CD19 by the Cytoscape software. Conclusion. This study uses a series of bioinformatics technologies to obtain hug genes and key pathways related to HF. These analysis results provide us with new ideas for finding biomarkers and treatment methods for HF.<\/jats:p>","DOI":"10.1155\/2021\/3859338","type":"journal-article","created":{"date-parts":[[2021,11,26]],"date-time":"2021-11-26T21:05:32Z","timestamp":1637960732000},"page":"1-10","source":"Crossref","is-referenced-by-count":1,"title":["The Identification of Key Genes and Biological Pathways in Heart Failure by Integrated Bioinformatics Analysis"],"prefix":"10.1155","volume":"2021","author":[{"given":"Qianhong","family":"Yang","sequence":"first","affiliation":[{"name":"Department of Geriatrics, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai 201199, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaolu","family":"Bai","sequence":"additional","affiliation":[{"name":"Department of Cardiology, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai 201199, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4122-0654","authenticated-orcid":true,"given":"Xiang","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Critical Care Medicine, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai 201199, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4160-6597","authenticated-orcid":true,"given":"Wei","family":"Hu","sequence":"additional","affiliation":[{"name":"Department of Cardiology, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai 201199, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.4103\/jfmpc.jfmpc_904_20"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2020.10262"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1097\/CM9.0000000000000330"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1007\/s12079-009-0070-6"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-33-6009-9_26"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsha.2013.09.002"},{"volume-title":"Classification with Prediction Analysis for Microarrays (PAM) of 49 Independent Gene Chips Validates HPCDA Significant Gene Lists of 30 Synovial Tissue Chips of RA, OA and ND","year":"2020","author":"J. 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