Home LiteratureArticle Details
该文献已被撤稿(Retracted Publication),引用前请核实。
PMID: 35693262 Published · epublish English Journal Article Retracted Publication

Decoding the Mechanism behind the Pathogenesis of the Focal Segmental Glomerulosclerosis.

Computational and mathematical methods in medicine ·Vol. 2022 ·2022-00-00 ·Pages 1941038

Zhu X, Tang L, Mao J, Hameed Y, Zhang J, Li N, Wu D, Huang Y, Li C

Abstract

Focal segmental glomerulosclerosis (FSGS) is a chronic glomerular disease associated with podocyte injury which is named after the pathologic features of the kidney. The aim of this study is to decode the key changes in gene expression and regulatory network involved in the formation of FSGS. Integrated network analysis included Gene Expression Omnibus (GEO) datasets to identify differentially expressed genes (DEGs) between FSGS patients and healthy donors. Bioinformatics analysis was used to identify the roles of the DEGs and included the development of protein-protein interaction (PPI) networks, Gene Ontology (GO), and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses, and the key modules were assured. The expression levels of DEGs were validated using the additional dataset. Eventually, transcription factors and ceRNA networks were established to illuminate the regulatory relationships in the formation of FSGS. 1130 DEGs including 475 upregulated genes and 655 downregulated genes with functional enrichment analysis were determined. Further analysis uncovered that the validated hub genes were defined as candidate genes, including Complement C3a Receptor 1 (C3AR1), C-C Motif Chemokine Receptor 1(CCR1), C-X3-C Motif Chemokine Ligand 1 (CX3CL1), Melatonin Receptor 1A (MTNR1A), and Purinergic Receptor P2Y13 (P2RY13). More importantly, we identified transcription factors and mRNA-miRNA-lncRNA regulatory networks associated with the candidate genes. The candidate genes and regulatory networks discovered in this study can help to comprehend the molecular mechanism of FSGS and supply potential targets for the diagnosis and therapy of FSGS.

MeSH Terms
Computational Biology Gene Expression Profiling Gene Expression Regulation, Neoplastic Gene Regulatory Networks Glomerulosclerosis, Focal Segmental/genetics Humans Protein Interaction Maps/genetics Transcription Factors/genetics
Chemicals
Transcription Factors
Authors & Affiliations
9 authors, click to expand affiliations / ORCID
Zhu Xiao
School of Laboratory Medicine, Hangzhou Medical College, Hangzhou 310053, China.
Tang Liping
The Eighth Medical Center, Chinese PLA General Hospital, Beijing 100091, China.
Mao Jingxin ORCID
College of Pharmaceutical Sciences, Southwest University, Chongqing 400715, China.
Hameed Yasir
Department of Biochemistry and Biotechnology, The Islamia University of Bahawalpur, Bahawalpur 63100, Pakistan.
Zhang Jingyu ORCID
Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Guangdong Medical University, Zhanjiang 524024, China.
Li Ning
Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Guangdong Medical University, Zhanjiang 524024, China.
Wu Danny
Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Guangdong Medical University, Zhanjiang 524024, China.
Huang Yongmei ORCID
Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Guangdong Medical University, Zhanjiang 524024, China.
Li Chen ORCID
Department of Biology, Chemistry, Pharmacy, Free University of Berlin, Berlin 14195, Germany.
Conflict of Interest

The authors declare no conflict of interest.

References (75)
75 references, click to expand
  1. Transcription Factors as Therapeutic Targets in Chronic Kidney Disease.
    Molecules. 2018 May 09;23(5): PMID: 29747407
  2. miR-150 inhibitor ameliorates adriamycin-induced focal segmental glomerulosclerosis.
    Biochem Biophys Res Commun. 2020 Feb 12;522(3):618-625 PMID: 31787235
  3. Extracorporeal Therapies in the Treatment of Focal Segmental Glomerulosclerosis.
    Blood Purif. 2020;49(5):513-523 PMID: 32074606
  4. Integration of Genetic Testing and Pathology for the Diagnosis of Adults with FSGS.
    Clin J Am Soc Nephrol. 2019 Feb 7;14(2):213-223 PMID: 30647093
  5. Differentiating Primary, Genetic, and Secondary FSGS in Adults: A Clinicopathologic Approach.
    J Am Soc Nephrol. 2018 Mar;29(3):759-774 PMID: 29321142
  6. Endothelial Epas1 Deficiency Is Sufficient To Promote Parietal Epithelial Cell Activation and FSGS in Experimental Hypertension.
    J Am Soc Nephrol. 2017 Dec;28(12):3563-3578 PMID: 28928136
  7. Altered glycosylation of IgG4 promotes lectin complement pathway activation in anti-PLA2R1-associated membranous nephropathy.
    J Clin Invest. 2021 Mar 1;131(5): PMID: 33351779
  8. CCR1 blockade reduces interstitial inflammation and fibrosis in mice with glomerulosclerosis and nephrotic syndrome.
    Kidney Int. 2004 Dec;66(6):2264-78 PMID: 15569315
  9. Plasma microRNA-186 and proteinuria in focal segmental glomerulosclerosis.
    Am J Kidney Dis. 2015 Feb;65(2):223-32 PMID: 25218681
  10. Focal segmental glomerulosclerosis: molecular genetics and targeted therapies.
    BMC Nephrol. 2015 Jul 09;16:101 PMID: 26156092
  11. Predicting effective microRNA target sites in mammalian mRNAs.
    Elife. 2015 Aug 12;4: PMID: 26267216
  12. Early B-cell factor 1 is an essential transcription factor for postnatal glomerular maturation.
    Kidney Int. 2014 May;85(5):1091-102 PMID: 24172684
  13. MicroRNAs as Master Regulators of Glomerular Function in Health and Disease.
    J Am Soc Nephrol. 2017 Jun;28(6):1686-1696 PMID: 28232619
  14. cytoHubba: identifying hub objects and sub-networks from complex interactome.
    BMC Syst Biol. 2014;8 Suppl 4:S11 PMID: 25521941
  15. Targeting non-coding RNA for the therapy of renal disease.
    Curr Opin Pharmacol. 2016 Apr;27:70-7 PMID: 26921871
  16. Causes and pathogenesis of focal segmental glomerulosclerosis.
    Nat Rev Nephrol. 2015 Feb;11(2):76-87 PMID: 25447132
  17. ECM Characterization Reveals a Massive Activation of Acute Phase Response during FSGS.
    Int J Mol Sci. 2020 Mar 18;21(6): PMID: 32197499
  18. Challenges in primary focal segmental glomerulosclerosis diagnosis: from the diagnostic algorithm to novel biomarkers.
    Clin Kidney J. 2020 Aug 11;14(2):482-491 PMID: 33623672
  19. The multilayered complexity of ceRNA crosstalk and competition.
    Nature. 2014 Jan 16;505(7483):344-52 PMID: 24429633
  20. Gene Expression Omnibus: NCBI gene expression and hybridization array data repository.
    Nucleic Acids Res. 2002 Jan 1;30(1):207-10 PMID: 11752295
  21. Podocytes regulate the glomerular basement membrane protein nephronectin by means of miR-378a-3p in glomerular diseases.
    Kidney Int. 2017 Oct;92(4):836-849 PMID: 28476557
  22. P2Y(13) receptor is responsible for ADP-mediated degranulation in RBL-2H3 rat mast cells.
    Pharmacol Res. 2010 Dec;62(6):500-5 PMID: 20813187
  23. RAGE and αVβ3-integrin are essential for suPAR signaling in podocytes.
    Biochim Biophys Acta Mol Basis Dis. 2021 Oct 1;1867(10):166186 PMID: 34166766
  24. Focal and segmental glomerulosclerosis: multiple pathways are involved.
    Semin Nephrol. 2011 Jul;31(4):326-32 PMID: 21839365
  25. The long noncoding RNA LOC105374325 causes podocyte injury in individuals with focal segmental glomerulosclerosis.
    J Biol Chem. 2018 Dec 28;293(52):20227-20239 PMID: 30389788
  26. Focal segmental glomerulosclerosis.
    N Engl J Med. 2011 Dec 22;365(25):2398-411 PMID: 22187987
  27. Transcription factor MafB in podocytes protects against the development of focal segmental glomerulosclerosis.
    Kidney Int. 2020 Aug;98(2):391-403 PMID: 32622525
  28. CCR1 inhibition ameliorates the progression of lupus nephritis in NZB/W mice.
    J Immunol. 2014 Feb 1;192(3):886-96 PMID: 24367031
  29. Identification of Genetic Causes of Focal Segmental Glomerulosclerosis Increases With Proper Patient Selection.
    Mayo Clin Proc. 2021 Sep;96(9):2342-2353 PMID: 34120753
  30. The Incidence of Primary vs Secondary Focal Segmental Glomerulosclerosis: A Clinicopathologic Study.
    Mayo Clin Proc. 2017 Dec;92(12):1772-1781 PMID: 29110886
  31. Focal segmental glomerulosclerosis: towards a better understanding for the practicing nephrologist.
    Nephrol Dial Transplant. 2015 Mar;30(3):375-84 PMID: 24589721
  32. Role of the CX3CL1-CX3CR1 axis in renal disease.
    Am J Physiol Renal Physiol. 2021 Aug 1;321(2):F121-F134 PMID: 34121453
  33. Non-coding RNAs in human disease.
    Nat Rev Genet. 2011 Nov 18;12(12):861-74 PMID: 22094949
  34. Cytoscape Automation: empowering workflow-based network analysis.
    Genome Biol. 2019 Sep 2;20(1):185 PMID: 31477170
  35. Focal segmental glomerulosclerosis histologic variants and renal outcomes based on nephrotic syndrome, immunosuppression and proteinuria remission.
    Nephrol Dial Transplant. 2021 Sep 09;: PMID: 34499164
  36. The transcription factor Dach1 is essential for podocyte function.
    J Cell Mol Med. 2018 May;22(5):2656-2669 PMID: 29498212
  37. Kidney diseases and chemokines.
    Curr Drug Targets. 2006 Jan;7(1):65-80 PMID: 16454700
  38. starBase v2.0: decoding miRNA-ceRNA, miRNA-ncRNA and protein-RNA interaction networks from large-scale CLIP-Seq data.
    Nucleic Acids Res. 2014 Jan;42(Database issue):D92-7 PMID: 24297251
  39. Urinary miR-196a predicts disease progression in patients with chronic kidney disease.
    J Transl Med. 2018 Apr 10;16(1):91 PMID: 29636065
  40. Mutations in nuclear pore genes NUP93, NUP205 and XPO5 cause steroid-resistant nephrotic syndrome.
    Nat Genet. 2016 Apr;48(4):457-65 PMID: 26878725
  41. Single cell transcriptomics identifies focal segmental glomerulosclerosis remission endothelial biomarker.
    JCI Insight. 2020 Mar 26;5(6): PMID: 32107344
  42. Hydroxypropyl-β-cyclodextrin protects from kidney disease in experimental Alport syndrome and focal segmental glomerulosclerosis.
    Kidney Int. 2018 Dec;94(6):1151-1159 PMID: 30301568
  43. NCBI GEO: archive for functional genomics data sets--update.
    Nucleic Acids Res. 2013 Jan;41(Database issue):D991-5 PMID: 23193258
  44. KEGG: new perspectives on genomes, pathways, diseases and drugs.
    Nucleic Acids Res. 2017 Jan 4;45(D1):D353-D361 PMID: 27899662
  45. Non-coding RNAs in Development and Disease: Background, Mechanisms, and Therapeutic Approaches.
    Physiol Rev. 2016 Oct;96(4):1297-325 PMID: 27535639
  46. Twist1 in podocytes ameliorates podocyte injury and proteinuria by limiting CCL2-dependent macrophage infiltration.
    JCI Insight. 2021 Aug 9;6(15): PMID: 34369383
  47. Chemokine/chemokine receptor-mediated inflammation regulates pathologic changes from acute kidney injury to chronic kidney disease.
    Clin Exp Nephrol. 2009 Feb;13(1):9-14 PMID: 19085040
  48. miRWalk: An online resource for prediction of microRNA binding sites.
    PLoS One. 2018 Oct 18;13(10):e0206239 PMID: 30335862
  49. An explorative analysis of secretory receptor for advanced glycation endproducts in primary focal segmental glomerulosclerosis.
    Clin Exp Nephrol. 2012 Aug;16(4):589-95 PMID: 22302086
  50. Metabolic pathways and immunometabolism in rare kidney diseases.
    Ann Rheum Dis. 2018 Aug;77(8):1226-1233 PMID: 29724730
  51. miRDB: an online database for prediction of functional microRNA targets.
    Nucleic Acids Res. 2020 Jan 8;48(D1):D127-D131 PMID: 31504780
  52. The MTNR1A mRNA is stabilized by the cytoplasmic hnRNPL in renal tubular cells.
    J Cell Physiol. 2021 Mar;236(3):2023-2035 PMID: 32730662
  53. Role of melatonin receptor 1A and pituitary homeobox-1 coexpression in protecting tubular epithelial cells in membranous nephropathy.
    J Pineal Res. 2018 Aug;65(1):e12482 PMID: 29480949
  54. Therapeutic potential of stromal cells of non-renal or renal origin in experimental chronic kidney disease.
    Stem Cell Res Ther. 2018 Aug 14;9(1):220 PMID: 30107860
  55. Urinary exosomal transcription factors, a new class of biomarkers for renal disease.
    Kidney Int. 2008 Sep;74(5):613-21 PMID: 18509321
  56. STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets.
    Nucleic Acids Res. 2019 Jan 8;47(D1):D607-D613 PMID: 30476243
  57. The melatonin receptor 1A (MTNR1A) gene is associated with recurrent and idiopathic calcium nephrolithiasis.
    Nephrol Dial Transplant. 2012 Jan;27(1):210-8 PMID: 21652546
  58. Early B Cell Factor 1 (EBF1) Regulates Glomerular Development by Controlling Mesangial Maturation and Consequently COX-2 Expression.
    J Am Soc Nephrol. 2019 Sep;30(9):1559-1572 PMID: 31405952
  59. Circulating and urinary microRNA profile in focal segmental glomerulosclerosis: a pilot study.
    Eur J Clin Invest. 2015 Apr;45(4):394-404 PMID: 25682967
  60. Disparate roles of retinoid acid signaling molecules in kidney disease.
    Am J Physiol Renal Physiol. 2021 May 1;320(5):F683-F692 PMID: 33645319
  61. Inducible ATF3-NFAT axis aggravates podocyte injury.
    J Mol Med (Berl). 2018 Jan;96(1):53-64 PMID: 29038896
  62. CircZNF609 is involved in the pathogenesis of focal segmental glomerulosclerosis by sponging miR-615-5p.
    Biochem Biophys Res Commun. 2020 Oct 20;531(3):341-349 PMID: 32800553
  63. The longitudinal relationship between patient-reported outcomes and clinical characteristics among patients with focal segmental glomerulosclerosis in the Nephrotic Syndrome Study Network.
    Clin Kidney J. 2019 Aug 05;13(4):597-606 PMID: 32905199
  64. Metascape provides a biologist-oriented resource for the analysis of systems-level datasets.
    Nat Commun. 2019 Apr 3;10(1):1523 PMID: 30944313
  65. The Gene Ontology Resource: 20 years and still GOing strong.
    Nucleic Acids Res. 2019 Jan 8;47(D1):D330-D338 PMID: 30395331
  66. An automated method for finding molecular complexes in large protein interaction networks.
    BMC Bioinformatics. 2003 Jan 13;4:2 PMID: 12525261
  67. Differentially expressed urinary biomarkers in children with idiopathic nephrotic syndrome.
    Clin Exp Nephrol. 2016 Apr;20(2):273-83 PMID: 26351173
  68. NetworkAnalyst 3.0: a visual analytics platform for comprehensive gene expression profiling and meta-analysis.
    Nucleic Acids Res. 2019 Jul 2;47(W1):W234-W241 PMID: 30931480
  69. Focal segmental glomerulosclerosis is induced by microRNA-193a and its downregulation of WT1.
    Nat Med. 2013 Apr;19(4):481-7 PMID: 23502960
  70. Executive summary of the KDIGO 2021 Clinical Practice Guideline for the Management of Blood Pressure in Chronic Kidney Disease.
    Kidney Int. 2021 Mar;99(3):559-569 PMID: 33637203
  71. miRmap web: Comprehensive microRNA target prediction online.
    Nucleic Acids Res. 2013 Jul;41(Web Server issue):W165-8 PMID: 23716633
  72. Identification of direct negative cross-talk between the SLIT2 and bone morphogenetic protein-Gremlin signaling pathways.
    J Biol Chem. 2018 Mar 2;293(9):3039-3055 PMID: 29317497
  73. Decoding disease: from genomes to networks to phenotypes.
    Nat Rev Genet. 2021 Dec;22(12):774-790 PMID: 34341555
  74. DIANA-microT web server v5.0: service integration into miRNA functional analysis workflows.
    Nucleic Acids Res. 2013 Jul;41(Web Server issue):W169-73 PMID: 23680784
  75. Focal Segmental Glomerulosclerosis.
    Clin J Am Soc Nephrol. 2017 Mar 7;12(3):502-517 PMID: 28242845
Full Text / Full Text
PMC full text available locally, click to read

Loading full text...

Article Info
Journal
Computational and mathematical methods in medicine
Abbr.
Comput Math Methods Med
ISSN
1748-6718
Published
2022-00-00
Epub
2022-00-19
Pages
1941038
Language
English
Region
United States
NLM ID
101277751
PMCID
PMC9175094
Subset
IM
Corrections
RetractionIn
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]