Integrative analysis of the immune-related ceRNA network in fetal growth restriction based on weighted gene co-expression network analysis

被引:2
作者
Li, Pingping [1 ]
Zhao, Yuebin [2 ]
机构
[1] Childrens Hosp Shanxi, Women Hlth Ctr Shanxi, Dept Obstet & Gynecol, Taiyuan 030013, Shanxi, Peoples R China
[2] Taiyuan Cent Hosp, Endocrinol & Metab Ctr, Taiyuan, Shanxi, Peoples R China
关键词
Fetal growth restriction; Immune infiltration; Competing endogenous RNA; Weighted gene co-expression network analysis; MODELS;
D O I
10.1007/s00404-022-06805-9
中图分类号
R71 [妇产科学];
学科分类号
100211 ;
摘要
Purpose Immune disorders lead to placental dysfunction and fetal growth restriction (FGR), but current research on the immune regulation mechanisms of FGR and the involvement of competing for endogenous RNA (ceRNA) is insufficient. Therefore, this study aimed to construct an immune-related ceRNA network to predict FGR onset risk. Methods Microarray data from the GEO database was used for gene expression and immune infiltration analyses. Weighted gene co-expression network analysis (WGCNA) was used to screen immune-related module genes with differential expression (DE) in FGR. A ceRNA network was constructed by integrating long non-coding RNA (lncRNA)-mRNA, lncRNA-microRNA (miRNA), and miRNA-mRNA relations. The diagnostic values of key genes in the network and their relationships with immune cell were confirmed in a validation cohort. Results By comparing FGR and normal samples, DE mRNAs, miRNAs, lncRNAs, and four types of immune cells with different infiltration levels were obtained. WGCNA then revealed 236 immune-related DE mRNAs that were involved in hormone secretion and immune cell differentiation. Based on co-expression analysis and miRNA prediction, we initially constructed a ceRNA network to screen several immune-related genes as potential diagnostic biomarkers of FGR, whose superior predictive performances were further confirmed by receiver operating characteristic curves. Among them, NEURL1 and ODF3B were found to positively correlate with M1 macrophages and may participate in the immunoregulation of FGR. Conclusion From the perspective of ceRNA mechanism, we constructed an immune-related regulatory network for the first time wherein key genes are initially proposed as potential diagnostic biomarkers of FGR to involve in M1 macrophage-mediated immunoregulation.
引用
收藏
页码:1217 / 1228
页数:12
相关论文
共 37 条
  • [1] Gene Ontology: tool for the unification of biology
    Ashburner, M
    Ball, CA
    Blake, JA
    Botstein, D
    Butler, H
    Cherry, JM
    Davis, AP
    Dolinski, K
    Dwight, SS
    Eppig, JT
    Harris, MA
    Hill, DP
    Issel-Tarver, L
    Kasarskis, A
    Lewis, S
    Matese, JC
    Richardson, JE
    Ringwald, M
    Rubin, GM
    Sherlock, G
    [J]. NATURE GENETICS, 2000, 25 (01) : 25 - 29
  • [2] Barrett T, 2005, NUCLEIC ACIDS RES, V33, pD562
  • [3] Editorial: Causes and Consequences of Intrauterine Growth Restriction
    Bendix, Ivo
    Miller, Suzanne L.
    Winterhager, Elke
    [J]. FRONTIERS IN ENDOCRINOLOGY, 2020, 11
  • [4] Berezhna Varvara A, 2021, Wiad Lek, V74, P213
  • [5] Consensus Definition of Fetal Growth Restriction in Intrauterine Fetal Death A Delphi Procedure
    Beune, Irene Maria
    Damhuis, Stefanie Elisabeth
    Ganzevoort, Wessel
    Hutchinson, John Ciaran
    Khong, Teck Yee
    Mooney, Eoghan E.
    Sebire, Neil James
    Gordijn, Sanne Jehanne
    [J]. ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE, 2021, 145 (04) : 428 - 436
  • [6] Altered Levels of Decidual Immune Cell Subsets in Fetal Growth Restriction, Stillbirth, and Placental Pathology
    Bezemer, Romy E.
    Schoots, Mirthe H.
    Timmer, Albertus
    Scherjon, Sicco A.
    Erwich, Jan Jaap H. M.
    van Goor, Harry
    Gordijn, Sanne J.
    Prins, Jelmer R.
    [J]. FRONTIERS IN IMMUNOLOGY, 2020, 11
  • [7] A hierarchical analysis of transcriptome alterations in intrauterine growth restriction (lUGR) reveals common pathophysiological pathways in mammals
    Buffat, C.
    Mondon, F.
    Rigourd, V.
    Boubred, F.
    Bessieres, B.
    Fayol, L.
    Feuerstein, J-M
    Gamerre, M.
    Jammes, H.
    Rebourcet, R.
    Miralles, F.
    Courbieres, B.
    Basire, A.
    Dignat-Georges, F.
    Carbonne, B.
    Simeoni, U.
    Vaiman, D.
    [J]. JOURNAL OF PATHOLOGY, 2007, 213 (03) : 337 - 346
  • [8] Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade
    Charoentong, Pornpimol
    Finotello, Francesca
    Angelova, Mihaela
    Mayer, Clemens
    Efremova, Mirjana
    Rieder, Dietmar
    Hackl, Hubert
    Trajanoski, Zlatko
    [J]. CELL REPORTS, 2017, 18 (01): : 248 - 262
  • [9] Immunoreactivity of MAPK Signaling in a Rat Model of Intrauterine Growth Retardation Induced by Uterine Artery Ligation
    Choi, Min Seon
    Chung, Yoon Young
    Kim, Dong-Joon
    Kim, Seong Taeck
    Jun, Yong Hyun
    [J]. IN VIVO, 2020, 34 (02): : 649 - 657
  • [10] Conte F, 2021, METHODS MOL BIOL, V2324, P149, DOI 10.1007/978-1-0716-1503-4_10