BackgroundMolecular biomarkers are widely used for disease diagnosis and exploration of pathogenesis. Pulmonary arterial hypertension (PAH) is a rapidly progressive cardiopulmonary disease with delayed diagnosis. Studies were limited regarding molecular biomarkers correlated with PAH from a broad perspective. MethodsTwo independent microarray cohorts comprising 73 PAH samples and 36 normal samples were enrolled in this study. The weighted gene co-expression network analysis (WGCNA) was performed to identify the key modules associated with PAH. The LASSO algorithm was employed to fit a diagnostic model. The latent biology mechanisms and immune landscape were further revealed via bioinformatics tools. ResultsThe WGCNA approach ultimately identified two key modules significantly associated with PAH. For genes within the two models, differential expression analysis between PAH and normal samples further determined nine key genes. With the expression profiles of these nine genes, we initially developed a PAH diagnostic signature (PDS) consisting of LRRN4, PI15, BICC1, PDE1A, TSHZ2, HMCN1, COL14A1, CCDC80, and ABCB1 in GSE117261 and then validated this signature in GSE113439. The ROC analysis demonstrated outstanding AUCs with 0.948 and 0.945 in two cohorts, respectively. Besides, patients with high PDS scores enriched plenty of Th17 cells and neutrophils, while patients with low PDS scores were dramatically related to mast cells and B cells. ConclusionOur study established a robust and promising signature PDS for diagnosing PAH, with key genes, novel pathways, and immune landscape offering new perspectives for exploring the molecular mechanisms and potential therapeutic targets of PAH.
机构:
Brigham & Womens Hosp, Div Cardiovasc Med, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USA
Boston VA Healthcare Syst, Dept Cardiol, Boston, MA 02130 USABrigham & Womens Hosp, Div Cardiovasc Med, 75 Francis St, Boston, MA 02115 USA
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Univ Sydney, Sydney Med Sch, Sydney, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Khou, Victor
Anderson, James J.
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Sunshine Coast Univ Hosp, Resp Dept, Sunshine Coast Region, Qld, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Anderson, James J.
Strange, Geoff
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Univ Notre Dame, Sch Med, Perth, WA, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Strange, Geoff
Corrigan, Carolyn
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St Vincents Hosp, Heart & Lung Transplant Unit, Sydney, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Corrigan, Carolyn
Collins, Nicholas
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John Hunter Hosp, Cardiovasc Dept, Newcastle, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Collins, Nicholas
Celermajer, David S.
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Univ Sydney, Sydney Med Sch, Sydney, NSW, Australia
Royal Prince Alfred Hosp, Dept Cardiol, Sydney, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Celermajer, David S.
Dwyer, Nathan
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Royal Hobart Hosp, Dept Cardiol, Hobart, Tas, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Dwyer, Nathan
Feenstra, John
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Prince Charles Hosp, Dept Thorac Med, Brisbane, Qld, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Feenstra, John
Horrigan, Mark
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Austin Hlth, Dept Cardiol, Austin, Vic, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Horrigan, Mark
Keating, Dominic
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Monash Univ, Dept Med, Melbourne, Vic, Australia
Alfred Hosp, Dept Allergy Immunol & Resp Med, Melbourne, Vic, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Keating, Dominic
Kotlyar, Eugene
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St Vincents Hosp, Heart & Lung Transplant Unit, Sydney, NSW, Australia
Univ New South Wales, Med, Sydney, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Kotlyar, Eugene
Lavender, Melanie
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Fiona Stanley Hosp, Adv Lung Dis Unit, Perth, WA, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Lavender, Melanie
McWilliams, Tanya J.
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Auckland City Hosp, Greenlane Resp Serv, Auckland, New ZealandUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
McWilliams, Tanya J.
Steele, Peter
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Royal Adelaide Hosp, Dept Cardiol, Adelaide, SA, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Steele, Peter
Weintraub, Robert
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Royal Childrens Hosp, Dept Cardiol, Melbourne, Vic, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Weintraub, Robert
Whitford, Helen
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Monash Univ, Dept Med, Melbourne, Vic, Australia
Alfred Hosp, Dept Allergy Immunol & Resp Med, Melbourne, Vic, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Whitford, Helen
Whyte, Ken
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Auckland City Hosp, Greenlane Resp Serv, Auckland, New ZealandUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Whyte, Ken
Williams, Trevor J.
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机构:
Monash Univ, Dept Med, Melbourne, Vic, Australia
Alfred Hosp, Dept Allergy Immunol & Resp Med, Melbourne, Vic, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Williams, Trevor J.
Wrobel, Jeremy P.
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Univ Notre Dame, Sch Med, Perth, WA, Australia
Fiona Stanley Hosp, Adv Lung Dis Unit, Perth, WA, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Wrobel, Jeremy P.
Keogh, Anne
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St Vincents Hosp, Heart & Lung Transplant Unit, Sydney, NSW, Australia
Univ New South Wales, Med, Sydney, NSW, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
Keogh, Anne
Lau, Edmund M.
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Univ Sydney, Sydney Med Sch, Sydney, NSW, Australia
Royal Prince Alfred Hosp, Dept Resp Med, Missenden Rd, Sydney, NSW 2050, AustraliaUniv Sydney, Sydney Med Sch, Sydney, NSW, Australia
机构:
Xinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R ChinaXinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R China
Wang, Jie
Uddin, Md. Nazim
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Bangladesh Council Sci & Ind Res BCSIR, Inst Food Sci & Technol, Dhaka, BangladeshXinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R China
Uddin, Md. Nazim
Wang, Rui
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Xinjiang Med Univ, Dept Gen Med, Affiliated Hosp 1, Urumqi, Peoples R ChinaXinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R China
Wang, Rui
Gong, Yue-hong
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Xinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R ChinaXinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R China
Gong, Yue-hong
Wu, Yun
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Xinjiang Med Univ, Dept Gen Med, Affiliated Hosp 1, Urumqi, Peoples R ChinaXinjiang Med Univ, Dept Pharm, Affiliated Hosp 1, Urumqi, Peoples R China
机构:
Columbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USAColumbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USA
Rosenzweig, E. B.
Feinstein, J. A.
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Columbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USAColumbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USA
Feinstein, J. A.
Humpl, T.
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Columbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USAColumbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USA
Humpl, T.
Ivy, D. D.
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Columbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USAColumbia Univ, Coll Phys & Surg, 3959 Broadway,BH-2 North, New York, NY 10032 USA