Bioinformatics and system biology analysis revealed the crosstalk between COVID-19 and osteoarthritis

被引:0
作者
Lai, Bowen [1 ]
Jiang, Heng [1 ]
Liao, Taotao [1 ]
Gao, Yuan [1 ]
Zhou, Xuhui [1 ]
机构
[1] Second Mil Med Univ, Changzheng Hosp, Dept Orthoped, Shanghai, Peoples R China
关键词
bioinformatics; coronavirus disease 2019; drug therapy; hub genes; immune infiltration; osteoarthritis; MAST-CELLS; HUMAN CHONDROCYTES; ACTIVATION; INFLAMMATION; DEFICIENCY; PATHWAYS; RECEPTOR; FLUID; MMP-9;
D O I
10.1002/iid3.1123
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: The global coronavirus disease 2019 (COVID-19) outbreak has significantly impacted public health. Moreover, there has been an association between the incidence and severity of osteoarthritis (OA) and the onset of COVID-19. However, the optimal diagnosis and treatment strategies for patients with both diseases remain uncertain. Bioinformatics is a novel approach that may help find the common pathology between COVID-19 and OA.Methods: Differentially expressed genes (DEGs) were screened by R package "limma." Functional enrichment analyses were performed to find key biological functions. Protein-protein interaction (PPI) network was constructed by STRING database and then Cytoscape was used to select hub genes. External data sets and OA mouse model validated and identified the hub genes in both mRNA and protein levels. Related transcriptional factors (TF) and microRNAs (miRNAs) were predicted with miRTarBase and JASPR database. Candidate drugs were obtained from Drug Signatures database. The immune infiltration levels of COVID-19 and OA were evaluated by CIBERSORT and scRNA-seq.Results: A total of 74 common DEGs were identified between COVID-19 and OA. Receiver operating characteristic curves validated the effective diagnostic values (area under curve > 0.7) of four hub genes (matrix metalloproteinases 9, ATF3, CCL4, and RELA) in both the training and validation data sets of COVID-19 and OA. Quantitative polymerase chain reaction and Western Blot showed significantly higher hub gene expression in OA mice than in healthy controls. A total of 84 miRNAs and 28 TFs were identified to regulate the process of hub gene expression. The top 10 potential drugs were screened including "Simvastatin," "Hydrocortisone," and "Troglitazone" which have been proven by Food and Drug Administration. Correlated with hub gene expression, Macrophage M0 was highly expressed while Natural killer cells and Mast cells were low in both COVID-19 and OA.Conclusion: Four hub genes, disease-related miRNAs, TFs, drugs, and immune infiltration help to understand the pathogenesis and perform further studies, providing a potential therapy target for COVID-19 and OA.
引用
收藏
页数:26
相关论文
共 88 条
  • [1] An immune-based biomarker signature is associated with mortality in COVID-19 patients
    Abers, Michael S.
    Delmonte, Ottavia M.
    Ricotta, Emily E.
    Fintzi, Jonathan
    Fink, Danielle L.
    de Jesus, Adriana A. Almeida
    Zarember, Kol A.
    Alehashemi, Sara
    Oikonomou, Vasileios
    Desai, Jigar, V
    Canna, Scott W.
    Shakoory, Bita
    Dobbs, Kerry
    Imberti, Luisa
    Sottini, Alessandra
    Quiros-Roldan, Eugenia
    Castelli, Francesco
    Rossi, Camillo
    Brugnoni, Duilio
    Biondi, Andrea
    Bettini, Laura Rachele
    D'Angio', Mariella
    Bonfanti, Paolo
    Castagnoli, Riccardo
    Montagna, Daniela
    Licari, Amelia
    Marseglia, Gian Luigi
    Gliniewicz, Emily F.
    Shaw, Elana
    Kahle, Dana E.
    Rastegar, Andre T.
    Stack, Michael
    Myint-Hpu, Katherine
    Levinson, Susan L.
    DiNubile, Mark J.
    Chertow, Daniel W.
    Burbelo, Peter D.
    Cohen, Jeffrey, I
    Calvo, Katherine R.
    Tsang, John S.
    Su, Helen C.
    Gallin, John, I
    Kuhns, Douglas B.
    Goldbach-Mansky, Raphaela
    Lionakis, Michail S.
    Notarangelo, Luigi D.
    [J]. JCI INSIGHT, 2021, 6 (01)
  • [2] Covid-19 hyperinflammation and post-Covid-19 illness may be rooted in mast cell activation syndrome
    Afrin, Lawrence B.
    Weinstock, Leonard B.
    Molderings, Gerhard J.
    [J]. INTERNATIONAL JOURNAL OF INFECTIOUS DISEASES, 2020, 100 : 327 - 332
  • [3] Ahmed ML., Cyber Security and Computer Science: Second EAI International Conference, ICONCS 2020, Dhaka, Bangladesh, February 1516, 2020, Proceedings 2, P671
  • [4] Endothelin-1 induces chondrocyte senescence and cartilage damage via endothelin receptor type B in a post-traumatic osteoarthritis mouse model
    Au, M.
    Liu, Z.
    Rong, L.
    Zheng, Y.
    Wen, C.
    [J]. OSTEOARTHRITIS AND CARTILAGE, 2020, 28 (12) : 1559 - 1571
  • [5] Cytokine storm-based mechanisms for extrapulmonary manifestations of SARS-CoV-2 infection
    Avila, Maria Del Nogal
    Das, Ranjan
    Kharlyngdoh, Joubert
    Molina-Jijon, Eduardo
    Blazquez, Hector Donoro
    Gambut, Stephanie
    Crowley, Michael
    Crossman, David K.
    Gbadagesin, Rasheed A.
    Chugh, Sunveer S.
    Chugh, Sunjeet S.
    Avila-Casado, Carmen
    Mace, Camille
    Clement, Lionel C.
    Chugh, Sumant S.
    [J]. JCI INSIGHT, 2023, 8 (10)
  • [6] jvenn: an interactive Venn diagram viewer
    Bardou, Philippe
    Mariette, Jerome
    Escudie, Frederic
    Djemiel, Christophe
    Klopp, Christophe
    [J]. BMC BIOINFORMATICS, 2014, 15
  • [7] Basar M A., 2023, Inform Med Unlocked, V37
  • [8] MMP-9 mediated Syndecan-4 shedding correlates with osteoarthritis severity
    Bollmann, M.
    Pinno, K.
    Ehnold, L. I.
    Martens, N.
    Maertson, A.
    Pap, T.
    Staerke, C.
    Lohmann, C. H.
    Bertrand, J.
    [J]. OSTEOARTHRITIS AND CARTILAGE, 2021, 29 (02) : 280 - 289
  • [9] A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
    Bolstad, BM
    Irizarry, RA
    Åstrand, M
    Speed, TP
    [J]. BIOINFORMATICS, 2003, 19 (02) : 185 - 193
  • [10] Cytokine-induced MMP13 Expression in Human Chondrocytes Is Dependent on Activating Transcription Factor 3 (ATF3) Regulation
    Chan, Chun Ming
    Macdonald, Christopher D.
    Litherland, Gary J.
    Wilkinson, David J.
    Skelton, Andrew
    Europe-Finner, G. Nicholas
    Rowan, Andrew D.
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2017, 292 (05) : 1625 - 1636