Bioinformatics and system biology approach to identify potential common pathogenesis for COVID-19 infection and sarcopenia

被引:2
|
作者
Zhong, Jun [1 ]
Yuan, Hui [1 ]
Yang, Jinghong [1 ]
Du, Yimin [1 ]
Li, Zheng [2 ]
Liu, Xu [1 ]
Yang, Haibo [1 ]
Wang, Zhaojun [1 ]
Wang, Zi [1 ]
Jiang, Lujun [1 ]
Ren, Zhiqiang [1 ]
Li, Hongliang [1 ]
Li, Zhong [2 ]
Liu, Yanshi [2 ]
机构
[1] Southwest Med Univ, Sch Clin Med, Luzhou, Sichuan, Peoples R China
[2] Affiliated Hosp Southwest Med Univ, Dept Orthoped, Luzhou, Sichuan, Peoples R China
关键词
sarcopenia; COVID-19; bioinformatics; pathogenesis; biomarkers; SET ENRICHMENT ANALYSIS; HUMAN SKELETAL-MUSCLE; ASIAN WORKING GROUP; EXPRESSION; DATABASE; TARGET; GENES; CELLS;
D O I
10.3389/fmed.2024.1378846
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Sarcopenia is a condition characterized by age-related loss of muscle mass and strength. Increasing evidence suggests that patients with sarcopenia have higher rates of coronavirus 2019 (COVID-19) infection and poorer post-infection outcomes. However, the exact mechanism and connections between the two is unknown. In this study, we used high-throughput data from the GEO database for sarcopenia (GSE111016) and COVID-19 (GSE171110) to identify common differentially expressed genes (DEGs). We conducted GO and KEGG pathway analyses, as well as PPI network analysis on these DEGs. Using seven algorithms from the Cytoscape plug-in cytoHubba, we identified 15 common hub genes. Further analyses included enrichment, PPI interaction, TF-gene and miRNA-gene regulatory networks, gene-disease associations, and drug prediction. Additionally, we evaluated immune cell infiltration with CIBERSORT and assessed the diagnostic accuracy of hub genes for sarcopenia and COVID-19 using ROC curves. In total, we identified 66 DEGs (34 up-regulated and 32 down-regulated) and 15 hub genes associated with sarcopenia and COVID-19. GO and KEGG analyses revealed functions and pathways between the two diseases. TF-genes and TF-miRNA regulatory network suggest that FOXOC1 and hsa-mir-155-5p may be identified as key regulators, while gene-disease analysis showed strong correlations with hub genes in schizophrenia and bipolar disorder. Immune infiltration showed a correlation between the degree of immune infiltration and the level of infiltration of different immune cell subpopulations of hub genes in different datasets. The ROC curves for ALDH1L2 and KLF5 genes demonstrated their potential as diagnostic markers for both sarcopenia and COVID-19. This study suggests that sarcopenia and COVID-19 may share pathogenic pathways, and these pathways and hub genes offer new targets and strategies for early diagnosis, effective treatment, and tailored therapies for sarcopenia patients with COVID-19.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] The renin-angiotensin-aldosterone system: Role in pathogenesis and potential therapeutic target in COVID-19
    Braga, Cassia L.
    Silva-Aguiar, Rodrigo P.
    Battaglini, Denise
    Peruchetti, Diogo B.
    Robba, Chiara
    Pelosi, Paolo
    Rocco, Patricia R. M.
    Caruso-Neves, Celso
    Silva, Pedro L.
    PHARMACOLOGY RESEARCH & PERSPECTIVES, 2020, 8 (04):
  • [42] Bioinformatics and system biology analysis revealed the crosstalk between COVID-19 and osteoarthritis
    Lai, Bowen
    Jiang, Heng
    Liao, Taotao
    Gao, Yuan
    Zhou, Xuhui
    IMMUNITY INFLAMMATION AND DISEASE, 2023, 11 (12)
  • [43] Decrypting the role of predicted SARS-CoV-2 miRNAs in COVID-19 pathogenesis: A bioinformatics approach
    Rahaman, Motiur
    Komanapalli, Jaikrishna
    Mukherjee, Mandrita
    Byram, Prasanna Kumar
    Sahoo, Sunanda
    Chakravorty, Nishant
    COMPUTERS IN BIOLOGY AND MEDICINE, 2021, 136
  • [44] Potential neurological effects of severe COVID-19 infection
    Nuzzo, Domenico
    Picone, Pasquale
    NEUROSCIENCE RESEARCH, 2020, 158 : 1 - 5
  • [45] Exploration of the link between COVID-19 and gastric cancer from the perspective of bioinformatics and systems biology
    Ma, Xiao
    Huang, Tengda
    Li, Xiaoquan
    Zhou, Xinyi
    Pan, Hongyuan
    Du, Ao
    Zeng, Yong
    Yuan, Kefei
    Wang, Zhen
    FRONTIERS IN MEDICINE, 2024, 11
  • [46] Platelet and Haemostasis are the Main Targets in Severe Cases of COVID-19 Infection; a System Bioinformatics Study
    Zamanian-Azodi, Mona
    Arjmand, Babak
    Razzaghi, Mohammadreza
    Tavirani, Mostafa Rezaei
    Ahmadzadeh, Alireza
    Rostaminejad, Mohammad
    ARCHIVES OF ACADEMIC EMERGENCY MEDICINE, 2021, 9 (01)
  • [47] Bioinformatics analysis of potential pathogenesis and risk genes of immunoinflammation-promoted renal injury in severe COVID-19
    Chen, Zhimin
    Chen, Caiming
    Chen, Fengbin
    Lan, Ruilong
    Lin, Guo
    Xu, Yanfang
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [48] Bioinformatics and molecular biology tools for diagnosis, prevention, treatment and prognosis of COVID-19
    Meira, Debora Dummer
    Zetum, Alexia Stefani Siqueira
    Casotti, Matheus Correia
    da Silva, Danielle Ribeiro Campos
    de Araujo, Bruno Cancian
    Vicente, Creuza Rachel
    Duque, Daniel de Almeida
    Campanharo, Bianca Paulino
    Garcia, Fernanda Mariano
    Campanharo, Camilly Victoria
    Aguiar, Carla Carvalho
    Lapa, Carolina de Aquino
    Alvarenga, Flavio dos Santos
    Rosa, Henrique Perini
    Merigueti, Luiza Poppe
    Sant Ana, Marllon Cindra
    Koh, Clara W. T.
    Braga, Raquel Furlani Rocon
    Coutinho da Cruz, Rahna Goncalves
    Salazar, Rhana Evangelista
    Ventorim, Vinicius do Prado
    Santana, Gabriel Mendonca
    Louro, Thomas Erik Santos
    Louro, Luana Santos
    Errera, Flavia Imbroisi Valle
    de Paula, Flavia
    Castro Altoe, Lorena Souza
    Alves, Lyvia Neves Rebello
    Trabach, Raquel Silva dos Reis
    Wolfgramm dos Santos, Eldamaria de Vargas
    de Carvalho, Elizeu Fagundes
    Chan, Kuan Rong
    Louro, Iuri Drumond
    HELIYON, 2024, 10 (14)
  • [49] Understanding the role of ACE-2 receptor in pathogenesis of COVID-19 disease: a potential approach for therapeutic intervention
    Shirbhate, Ekta
    Pandey, Jaiprakash
    Patel, Vijay K.
    Kamal, Mehnaz
    Jawaid, Talha
    Gorain, Bapi
    Kesharwani, Prashant
    Rajak, Harish
    PHARMACOLOGICAL REPORTS, 2021, 73 (06) : 1539 - 1550
  • [50] Exploring Key Biomarkers and Common Pathogenesis of Seven Digestive System Cancers and Their Correlation with COVID-19
    Xiong, Zuming
    Yang, Yongjun
    Li, Wenxin
    Lin, Yirong
    Huang, Wei
    Zhang, Sen
    CURRENT ISSUES IN MOLECULAR BIOLOGY, 2023, 45 (07) : 5515 - 5533