Background: Immunoglobulin A nephropathy (IgAN) and lupus nephritis (LN) are the most prevalent primary and secondary glomerular diseases, respectively, with several similarities in clinical presentations. Common pathogenic mechanisms in IgAN and LN have been well investigated by previous studies. However, the manifestation mechanism of these two independent diseases carrying distinct immunofluorescent pathological features is still unknown considering the similarities between them. Therefore, differences in pathogenic mechanisms between IgAN and LN were compared in this study. Methods: R packages were used for processing the glomerular gene expression datasets acquired from the Gene Expression Omnibus (GEO) database. Least Absolute Selection and Shrinkage Operator (LASSO) and multivariate logistic regression analysis were used to construct models predicting IgAN and LN. Cibersort was used to process the immune cell infiltration analysis. Immunochemistry was used to validate the findings by bioinformatics analysis. Results: In the predicting models based on differentially expressed genes (DEG) and weighted correlation network analysis (WGCNA), retinoic acid receptor gamma (RARG) and prolactin releasing hormone (PRLH) were independent risk factors for IgAN, and HECT domain and RCC1-like domain-containing protein 5 (HERC5) and interferon stimulated exonuclease gene 20 (ISG20) were independent risk factors for LN. Gene Ontology (GO) analysis revealed that DEGs mostly correlated to IgAN were enriched in ligandreceptor activity-induced cellular growth and development, while DEGs mostly correlated to LN were enriched in nucleic acid/ nucleotide binding-induced type I interferon-related activity and response to virus infection. Immune infiltration analysis showed CD4+ T-cells and M2 macrophage abundance in the glomerular compartment in IgAN and LN, respectively. Immunochemistry validated the predicting models for IgAN and LN and revealed different expression patterns of RARG, PRLH, HERC5, and ISG20. Conclusion: We investigated key differences in the pathogenesis between IgAN and LN and provided validated predicting models to distinguish IgAN and LN. RARG and PRLH, HERC5 and ISG20 might play an essential role in the formation of IgAN and LN, respectively.
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Endo, Nobuhide
Tsuboi, Naotake
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Tsuboi, Naotake
Furuhashi, Kazuhiro
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Columbia Univ, Coll Phys & Surg, Columbia Ctr Translat Immunol, Dept Med Surg & Microbiol Immunol, New York, NY USANagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Furuhashi, Kazuhiro
Shi, Yiqin
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Shi, Yiqin
Du, Qiuna
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Du, Qiuna
Abe, Tomoko
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Abe, Tomoko
Hori, Mayuko
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Hori, Mayuko
Imaizumi, Takahiro
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Imaizumi, Takahiro
Kim, Hangsoo
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Kim, Hangsoo
Katsuno, Takayuki
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Katsuno, Takayuki
Ozaki, Takenori
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Banbuntane Hotokukai Hosp, Dept Nephrol, Nakagawa Ku, Nagoya, Aichi, Japan
Fujita Hlth Univ, Nakagawa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Ozaki, Takenori
Kosugi, Tomoki
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Kosugi, Tomoki
Matsuo, Seiichi
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
Matsuo, Seiichi
Maruyama, Shoichi
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Nagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, JapanNagoya Univ, Grad Sch Med, Dept Nephrol, Internal Med,Showa Ku, Nagoya, Aichi, Japan
机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Sato, N.
Ohsawa, I.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Ohsawa, I.
Nagamachi, S.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Nagamachi, S.
Ishii, M.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Ishii, M.
Kusaba, G.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Kusaba, G.
Inoshita, H.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Inoshita, H.
Toki, A.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Toki, A.
Horikoshi, S.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Horikoshi, S.
Ohi, H.
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机构:Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Ohi, H.
Matsushita, M.
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Tokai Univ, Dept Appl Biochem, Hiratsuka, Kanagawa 25912, JapanJuntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
Matsushita, M.
Tomino, Y.
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Juntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, JapanJuntendo Univ, Fac Med, Dept Internal Med, Div Nephrol,Bunkyo Ku, Tokyo 1138421, Japan
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
Dang Wanyu
Hou Linyi
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
Hou Linyi
Yan Huimin
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
Yan Huimin
Yan Xiaoming
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
Yan Xiaoming
Zhen Xiaofang
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
Zhen Xiaofang
Hao Jing
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Capital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R ChinaCapital Med Univ, Beijing Childrens Hosp, Natl Ctr Childrens Hlth, Dept Tradit Chinese Med, Beijing 100045, Peoples R China
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Saitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, JapanSaitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Inoue, Tsutomu
Luo, Yankun
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Saitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Shanxi Prov Peoples Hosp, Dept Nephrol, Taiyuan, Shanxi, Peoples R ChinaSaitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Luo, Yankun
Seto, Takeru
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Saitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, JapanSaitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Seto, Takeru
Suzuk, Hiromichi
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Saitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Musashino Tokusyukai Hosp, Tokyo, JapanSaitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan
Suzuk, Hiromichi
Okada, Hirokazu
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Saitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, JapanSaitama Med Univ, Fac Med, Dept Nephrol, 38 Morohongo, Moroyama, Saitama 3500495, Japan