Exploring the potential common denominator pathogenesis of system lupus erythematosus with COVID-19 based on comprehensive bioinformatics analysis

被引:3
作者
Zeng, Huiqiong [1 ]
Zhuang, Yu [2 ]
Li, Xiaojuan [3 ]
Yin, Zhihua [1 ]
Huang, Xia [4 ]
Peng, Haiyan [1 ]
机构
[1] Shenzhen Futian Hosp Rheumat Dis, Dept Rheumatol, Shenzhen, Guangdong, Peoples R China
[2] Huizhou Cent Peoples Hosp, Dept Rheumatol & Immunol, Huizhou, Guangdong, Peoples R China
[3] Southern Med Univ, Dept Publ Hlth, Shenzhen Hosp, Shenzhen, Peoples R China
[4] Sun Yat Sen Univ, Affiliated Hosp 8, Dept Xi Yuan Community Hlth Serv Ctr, Shenzhen, Guangdong, Peoples R China
关键词
bioinformatics; system lupus erythematosus; COVID-19; diagnostic biomarkers; immune cells infiltration; B-CELLS; NEUTROPHILS; ACTIVATION;
D O I
10.3389/fimmu.2023.1179664
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
ObjectiveEvidences show that there may be a link between SLE and COVID-19. The purpose of this study is to screen out the diagnostic biomarkers of systemic lupus erythematosus (SLE) with COVID-19 and explore the possible related mechanisms by the bioinformatics approach. MethodsSLE and COVID-19 datasets were extracted separately from the NCBI Gene Expression Omnibus (GEO) database. The limma package in R was used to obtain the differential genes (DEGs). The protein interaction network information (PPI) and core functional modules were constructed in the STRING database using Cytoscape software. The hub genes were identified by the Cytohubba plugin, and TF-gene together with TF-miRNA regulatory networks were constructed via utilizing the Networkanalyst platform. Subsequently, we generated subject operating characteristic curves (ROC) to verify the diagnostic capabilities of these hub genes to predict the risk of SLE with COVID-19 infection. Finally, a single-sample gene set enrichment (ssGSEA) algorithm was used to analyze immune cell infiltration. ResultsA total of 6 common hub genes (CDC6, PLCG1, KIF15, LCK, CDC25C, and RASGRP1) were identified with high diagnostic validity. These gene functional enrichments were mainly involved in cell cycle, and inflammation-related pathways. Compared to the healthy controls, abnormal infiltration of immune cells was found in SLE and COVID-19, and the proportion of immune cells linked to the 6 hub genes. ConclusionOur research logically identified 6 candidate hub genes that could predict SLE complicated with COVID-19. This work provides a foothold for further study of potential pathogenesis in SLE and COVID-19.
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页数:14
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共 72 条
[1]   The triumvirate of NF-ΚB, inflammation and cytokine storm in COVID-19 [J].
Attiq, Ali ;
Yao, Lui Jin ;
Afzal, Sheryar ;
Khan, Mansoor Ali .
INTERNATIONAL IMMUNOPHARMACOLOGY, 2021, 101
[2]   Autoantibodies against type I IFNs in patients with life-threatening COVID-19 [J].
Bastard, Paul ;
Rosen, Lindsey B. ;
Zhang, Qian ;
Michailidis, Eleftherios ;
Hoffmann, Hans-Heinrich ;
Zhang, Yu ;
Dorgham, Karim ;
Philippot, Quentin ;
Rosain, Jeremie ;
Beziat, Vivien ;
Manry, Jeremy ;
Shaw, Elana ;
Haljasmagi, Liis ;
Peterson, Part ;
Lorenzo, Lazaro ;
Bizien, Lucy ;
Trouillet-Assant, Sophie ;
Dobbs, Kerry ;
de Jesus, Adriana Almeida ;
Belot, Alexandre ;
Kallaste, Anne ;
Catherinot, Emilie ;
Tandjaoui-Lambiotte, Yacine ;
Le Pen, Jeremie ;
Kerner, Gaspard ;
Bigio, Benedetta ;
Seeleuthner, Yoann ;
Yang, Rui ;
Bolze, Alexandre ;
Spaan, Andras N. ;
Delmonte, Ottavia M. ;
Abers, Michael S. ;
Aiuti, Alessandro ;
Casari, Giorgio ;
Lampasona, Vito ;
Piemonti, Lorenzo ;
Ciceri, Fabio ;
Bilguvar, Kaya ;
Lifton, Richard P. ;
Vasse, Marc ;
Smadja, David M. ;
Migaud, Melanie ;
Hadjadj, Jerome ;
Terrier, Benjamin ;
Duffy, Darragh ;
Quintana-Murci, Lluis ;
van de Beek, Diederik ;
Roussel, Lucie ;
Vinh, Donald C. ;
Tangye, Stuart G. .
SCIENCE, 2020, 370 (6515) :423-+
[3]   An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis [J].
Berry, Matthew P. R. ;
Graham, Christine M. ;
McNab, Finlay W. ;
Xu, Zhaohui ;
Bloch, Susannah A. A. ;
Oni, Tolu ;
Wilkinson, Katalin A. ;
Banchereau, Romain ;
Skinner, Jason ;
Wilkinson, Robert J. ;
Quinn, Charles ;
Blankenship, Derek ;
Dhawan, Ranju ;
Cush, John J. ;
Mejias, Asuncion ;
Ramilo, Octavio ;
Kon, Onn M. ;
Pascual, Virginia ;
Banchereau, Jacques ;
Chaussabel, Damien ;
O'Garra, Anne .
NATURE, 2010, 466 (7309) :973-U98
[4]   Role of the PD-1 and PD-L1 axis in COVID-19 [J].
Bonam, Srinivasa R. ;
Hu, Haitao ;
Bayry, Jagadeesh .
FUTURE MICROBIOLOGY, 2022, 17 (13) :985-988
[5]   T cell receptor signalling networks: branched, diversified and bounded [J].
Brownlie, Rebecca J. ;
Zamoyska, Rose .
NATURE REVIEWS IMMUNOLOGY, 2013, 13 (04) :257-269
[6]   B Cells in Systemic Lupus Erythematosus From Disease Mechanisms to Targeted Therapies [J].
Canny, Susan P. ;
Jackson, Shaun W. .
RHEUMATIC DISEASE CLINICS OF NORTH AMERICA, 2021, 47 (03) :395-413
[7]   Could Sars-coronavirus-2 trigger autoimmune and/or autoinflammatory mechanisms in genetically predisposed subjects? [J].
Caso, Francesco ;
Costa, Luisa ;
Ruscitti, Piero ;
Navarini, Luca ;
Del Puente, Antonio ;
Giacomelli, Roberto ;
Scarpa, Raffaele .
AUTOIMMUNITY REVIEWS, 2020, 19 (05)
[8]   Targeting interferons and their pathways in systemic lupus erythematosus [J].
Chasset, Francois ;
Arnaud, Laurent .
AUTOIMMUNITY REVIEWS, 2018, 17 (01) :44-52
[9]   The Plight of Patients with Lupus Nephritis during the Outbreak of COVID-19 in Wuhan, China [J].
Chen, Cheng ;
Yao, Biqing ;
Yan, Miao ;
Su, Ke ;
Wang, Huiming ;
Xu, Chuanhui .
JOURNAL OF RHEUMATOLOGY, 2020, 47 (09)
[10]   Cell-impermeable staurosporine analog targets extracellular kinases to inhibit HSV and SARS-CoV-2 [J].
Cheshenko, Natalia ;
Bonanno, Jeffrey B. ;
Hoffmann, Hans-Heinrich ;
Jangra, Rohit K. ;
Chandran, Kartik ;
Rice, Charles M. ;
Almo, Steven C. ;
Herold, Betsy C. .
COMMUNICATIONS BIOLOGY, 2022, 5 (01)