Literature DB >> 33510225

Construction of a TF-miRNA-gene feed-forward loop network predicts biomarkers and potential drugs for myasthenia gravis.

Chunrui Bo1, Huixue Zhang1, Yuze Cao1,2, Xiaoyu Lu1, Cong Zhang3, Shuang Li1, Xiaotong Kong1, Xiaoming Zhang1, Ming Bai1, Kuo Tian1, Aigul Saitgareeva1, Gaysina Lyaysan1,4, Jianjian Wang5, Shangwei Ning6, Lihua Wang7.   

Abstract

Myasthenia gravis (MG) is an autoimmune disease and the most common type of neuromuscular disease. Genes and miRNAs associated with MG have been widely studied; however, the molecular mechanisms of transcription factors (TFs) and the relationship among them remain unclear. A TF-miRNA-gene network (TMGN) of MG was constructed by extracting six regulatory pairs (TF-miRNA, miRNA-gene, TF-gene, miRNA-TF, gene-gene and miRNA-miRNA). Then, 3/4/5-node regulatory motifs were detected in the TMGN. Then, the motifs with the highest Z-score, occurring as 3/4/5-node composite feed-forward loops (FFLs), were selected as statistically significant motifs. By merging these motifs together, we constructed a 3/4/5-node composite FFL motif-specific subnetwork (CFMSN). Then, pathway and GO enrichment analyses were performed to further elucidate the mechanism of MG. In addition, the genes, TFs and miRNAs in the CFMSN were also utilized to identify potential drugs. Five related genes, 3 TFs and 13 miRNAs, were extracted from the CFMSN. As the most important TF in the CFMSN, MYC was inferred to play a critical role in MG. Pathway enrichment analysis showed that the genes and miRNAs in the CFMSN were mainly enriched in pathways related to cancer and infections. Furthermore, 21 drugs were identified through the CFMSN, of which estradiol, estramustine, raloxifene and tamoxifen have the potential to be novel drugs to treat MG. The present study provides MG-related TFs by constructing the CFMSN for further experimental studies and provides a novel perspective for new biomarkers and potential drugs for MG.

Entities:  

Year:  2021        PMID: 33510225     DOI: 10.1038/s41598-021-81962-6

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  59 in total

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Journal:  Proc Natl Acad Sci U S A       Date:  2003-10-06       Impact factor: 11.205

2.  Gene regulation by transcription factors and microRNAs.

Authors:  Oliver Hobert
Journal:  Science       Date:  2008-03-28       Impact factor: 47.728

Review 3.  Myasthenia Gravis.

Authors:  Nils E Gilhus
Journal:  N Engl J Med       Date:  2016-12-29       Impact factor: 91.245

4.  A Novel Five-Node Feed-Forward Loop Unravels miRNA-Gene-TF Regulatory Relationships in Ischemic Stroke.

Authors:  Sreekala S Nampoothiri; S M Fayaz; G K Rajanikant
Journal:  Mol Neurobiol       Date:  2018-03-09       Impact factor: 5.590

5.  The overexpression of Fra1 disorders the inflammatory cytokine secretion by mTEC of myasthenia gravis thymus.

Authors:  Q-R Li; W-P Ni; N-J Lei; J-Y Yang; X-Y Xuan; P-P Liu; G-M Gong; F Yan; Y-S Feng; R Zhao; Y Du
Journal:  Scand J Immunol       Date:  2018-07       Impact factor: 3.487

6.  Altered expression of transcription factors IRF4 and IRF8 in peripheral blood B cells is associated with clinical severity and circulating plasma cells frequency in patients with myasthenia gravis.

Authors:  Yong Zhang; Xiao Jia; Yan Xia; Hao Li; Fei Chen; Jie Zhu; Xiuying Zhang; Yanyan Zhang; YuZhong Wang; Yanan Xu; Meng Pan; Xiaoyu Huang; Tingyan Yu; Linlin Fu; Chenghua Xiao; Deqin Geng
Journal:  Autoimmunity       Date:  2018-03-23       Impact factor: 2.815

7.  MicroRNA-mediated feedback and feedforward loops are recurrent network motifs in mammals.

Authors:  John Tsang; Jun Zhu; Alexander van Oudenaarden
Journal:  Mol Cell       Date:  2007-06-08       Impact factor: 17.970

8.  MiR-15a contributes abnormal immune response in myasthenia gravis by targeting CXCL10.

Authors:  Xiao-Fang Liu; Run-Qi Wang; Bo Hu; Meng-Chuan Luo; Qiu-Ming Zeng; Hao Zhou; Kun Huang; Xiao-Hua Dong; Yue-Bei Luo; Zhao-Hui Luo; Huan Yang
Journal:  Clin Immunol       Date:  2016-02-01       Impact factor: 3.969

9.  Uncovering MicroRNA and Transcription Factor Mediated Regulatory Networks in Glioblastoma.

Authors:  Jingchun Sun; Xue Gong; Benjamin Purow; Zhongming Zhao
Journal:  PLoS Comput Biol       Date:  2012-07-19       Impact factor: 4.475

10.  MicroRNA and mRNA expression associated with ectopic germinal centers in thymus of myasthenia gravis.

Authors:  Manjistha Sengupta; Bi-Dar Wang; Norman H Lee; Alexander Marx; Linda L Kusner; Henry J Kaminski
Journal:  PLoS One       Date:  2018-10-11       Impact factor: 3.240

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  8 in total

1.  Evolution of miRNA-Binding Sites and Regulatory Networks in Cichlids.

Authors:  Tarang K Mehta; Luca Penso-Dolfin; Will Nash; Sushmita Roy; Federica Di-Palma; Wilfried Haerty
Journal:  Mol Biol Evol       Date:  2022-07-02       Impact factor: 8.800

2.  Potential Small Molecules for Therapy of Lupus Nephritis Based on Genetic Effect and Immune Infiltration.

Authors:  Jianbo Qing; Wenzhu Song; Lingling Tian; Sonia Biju Samuel; Yafeng Li
Journal:  Biomed Res Int       Date:  2022-04-23       Impact factor: 3.246

3.  Esrrb Regulates Specific Feed-Forward Loops to Transit From Pluripotency Into Early Stages of Differentiation.

Authors:  Amin R Mazloom; Huilei Xu; Jaume Reig-Palou; Ana Vasileva; Angel-Carlos Román; Sonia Mulero-Navarro; Ihor R Lemischka; Ana Sevilla
Journal:  Front Cell Dev Biol       Date:  2022-05-16

Review 4.  A Review on the Role of Non-Coding RNAs in the Pathogenesis of Myasthenia Gravis.

Authors:  Soudeh Ghafouri-Fard; Tahereh Azimi; Bashdar Mahmud Hussen; Mohammad Taheri; Reza Jalili Khoshnoud
Journal:  Int J Mol Sci       Date:  2021-11-30       Impact factor: 5.923

5.  Identification of the regulatory role of lncRNA HCG18 in myasthenia gravis by integrated bioinformatics and experimental analyses.

Authors:  Shuang Li; Xu Wang; Tianfeng Wang; Huixue Zhang; Xiaoyu Lu; Li Liu; Lifang Li; Chunrui Bo; Xiaotong Kong; Si Xu; Shangwei Ning; Jianjian Wang; Lihua Wang
Journal:  J Transl Med       Date:  2021-11-18       Impact factor: 5.531

6.  Identification of the hub genes and transcription factor-miRNA axes involved in Helicobacter pylori-associated gastric cancer.

Authors:  Peng Zhao; Xianxiong Ma; Jiancheng Cheng; Hengyu Chen; Lei Li
Journal:  Oncol Lett       Date:  2022-01-21       Impact factor: 2.967

7.  Construction Immune Related Feed-Forward Loop Network Reveals Angiotensin II Receptor Blocker as Potential Neuroprotective Drug for Ischemic Stroke.

Authors:  Chunrui Bo; Yuze Cao; Shuang Li; Huixue Zhang; Xiaoyu Lu; Xiaotong Kong; Shuai Zhang; Hongyu Gao; Jianjian Wang; Lihua Wang
Journal:  Front Genet       Date:  2022-03-28       Impact factor: 4.599

8.  Identification of functional TF-miRNA-hub gene regulatory network associated with ovarian endometriosis.

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Journal:  Front Genet       Date:  2022-09-20       Impact factor: 4.772

  8 in total

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