Characterization of key genes and immune cell infiltration associated with endometriosis through integrating bioinformatics and experimental analyses

被引:0
作者
Peng, Ying [1 ]
She, Xiangdong [1 ]
Peng, Ying [1 ]
机构
[1] Univ Sci & Technol China, Affiliated Hosp USTC 1, Dept Obstet & Gynecol, Div Life Sci & Med, Hefei, Anhui, Peoples R China
来源
HEREDITAS | 2025年 / 162卷 / 01期
关键词
EM; Machine learning; Immune cell infiltration; Molecular markers; Potential drugs; RECEPTOR; THAPSIGARGIN; PATHOGENESIS; INDOPROFEN; EXPRESSION; PROTEIN;
D O I
10.1186/s41065-025-00417-4
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
BackgroundsEndometriosis (EM) is the most common gynecological disease in women of childbearing age. This study aims to identify key genes and screen drugs that may contribute to EM treatment.MethodsThe differentially expressed genes (DEGs) were identified using limma analysis in the GSE11691 dataset. The protein-protein network (PPI) was constructed. Four machine learning methods, including LASSO, SVM-RFE, random forest, and Boruta, were applied to identify the key genes associated with EM. Flow cytometry, wound healing, and migration assays were applied to assess the cell functions of APLNR on hEM15A. The immune cell infiltration of each sample in EM was calculated using a single-sample gene set enrichment analysis (ssGSEA) algorithm. The potential drugs were screened using the Connectivity Map (CMAP) database, based on the DEGs. Finally, the expression levels of the three genes were further validated in the GSE23339 dataset.ResultsOne hundred thirty-seven down-regulated genes and 304 up-regulated genes were identified. We identified three key genes associated with EM: APLNR, HLA-DPA1, and AP1S2. The ssGSEA analysis results indicated that these genes play an important role in the development of EM. Moreover, EM immune cell infiltration was tightly associated with these three genes. Finally, several molecular compounds targeting EM were screened with the connectivity map (CMAP) database. ShAPLNR decreased the cell viability of hEM15A, increased the number of apoptotic cells, and significantly decreased the proportion of callus through APLNR in vitro studies.DiscussionThree genes (APLNR, HLA-DPA1, and AP1S2) may serve as novel therapeutic targets for diagnosing and treating patients with EM.
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页数:14
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共 59 条
[1]   Thapsigargin-From Thapsia L. to Mipsagargin [J].
Andersen, Trine Bundgaard ;
Lopez, Carmen Quinonero ;
Manczak, Tom ;
Martinez, Karen ;
Simonsen, Henrik Toft .
MOLECULES, 2015, 20 (04) :6113-6127
[2]   Deletion of the AP1S2 gene in a child with psychomotor delay and hypotonia [J].
Ballarati, Lucia ;
Cereda, Anna ;
Caselli, Rossella ;
Maitz, Silvia ;
Russo, Silvia ;
Selicorni, Angelo ;
Larizza, Lidia ;
Giardino, Daniela .
EUROPEAN JOURNAL OF MEDICAL GENETICS, 2012, 55 (02) :124-127
[3]   Phase 2 study of PVAG (prednisone, vinblastine, doxorubicin, gemcitabine) in elderly patients with early unfavorable or advanced stage Hodgkin lymphoma [J].
Boell, Boris ;
Bredenfeld, Henning ;
Goergen, Helen ;
Halbsguth, Teresa ;
Eich, Hans T. ;
Soekler, Martin ;
Markova, Jana ;
Keller, Ulrich ;
Graeven, Ullrich ;
Kremers, Stephan ;
Geissler, Michael ;
Trenn, Guido ;
Fuchs, Michael ;
von Tresckow, Bastian ;
Eichenauer, Dennis A. ;
Borchmann, Peter ;
Engert, Andreas .
BLOOD, 2011, 118 (24) :6292-6298
[4]   Chemokines in the pathogenesis of endometriosis and infertility [J].
Borrelli, G. M. ;
Carvalho, K. I. ;
Kallas, E. G. ;
Mechsner, S. ;
Baracat, E. C. ;
Abrao, M. S. .
JOURNAL OF REPRODUCTIVE IMMUNOLOGY, 2013, 98 (1-2) :1-9
[5]   ADVERSE REACTIONS TO INDOPROFEN - A SURVEY BASED ON A TOTAL OF 6764 PATIENTS [J].
BRUNI, G ;
LAVEZZARI, M ;
PERBELLINI, A ;
BATTAGLIA, A ;
EMANUELI, A .
JOURNAL OF INTERNATIONAL MEDICAL RESEARCH, 1982, 10 (05) :306-324
[6]   Mechanisms of Disease Endometriosis [J].
Bulun, Serdar E. .
NEW ENGLAND JOURNAL OF MEDICINE, 2009, 360 (03) :268-279
[7]   Thapsigargin, a selective inhibitor of sarco-endoplasmic reticulum Ca2+-ATPases, modulates nitric oxide production and cell death of primary rat hepatocytes in culture [J].
Canova, N. Kutinova ;
Kmonickova, E. ;
Martinek, J. ;
Zidek, Z. ;
Farghali, H. .
CELL BIOLOGY AND TOXICOLOGY, 2007, 23 (05) :337-354
[8]   Antibiotic therapy with metronidazole reduces endometriosis disease progression in mice: a potential role for gut microbiota [J].
Chadchan, Sangappa B. ;
Cheng, Meng ;
Parnell, Lindsay A. ;
Yin, Yin ;
Schriefer, Andrew ;
Mysorekar, Indira U. ;
Kommagani, Ramakrishna .
HUMAN REPRODUCTION, 2019, 34 (06) :1106-1116
[9]   Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade [J].
Charoentong, Pornpimol ;
Finotello, Francesca ;
Angelova, Mihaela ;
Mayer, Clemens ;
Efremova, Mirjana ;
Rieder, Dietmar ;
Hackl, Hubert ;
Trajanoski, Zlatko .
CELL REPORTS, 2017, 18 (01) :248-262
[10]   The endoplasmic reticulum stress inducer thapsigargin enhances the toxicity of ZnO nanoparticles to macrophages and macrophage-endothelial co-culture [J].
Chen, Gui ;
Shen, Yuexin ;
Li, Xiyue ;
Jiang, Qin ;
Cheng, Shanshan ;
Gu, Yuxiu ;
Liu, Liangliang ;
Cao, Yi .
ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY, 2017, 50 :103-110