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Prioritized polycystic kidney disease drug targets and repurposing candidates from pre-cystic and cystic mouse model gene expression reversion

View ORCID ProfileElizabeth J. Wilk, View ORCID ProfileTimothy C. Howton, View ORCID ProfileJennifer L. Fisher, View ORCID ProfileVishal H. Oza, View ORCID ProfileRyan T. Brownlee, View ORCID ProfileKasi C. McPherson, Hannah L. Cleary, View ORCID ProfileBradley K. Yoder, View ORCID ProfileJames F. George, View ORCID ProfileMichal Mrug, View ORCID ProfileBrittany N. Lasseigne
doi: https://doi.org/10.1101/2022.12.02.518863
Elizabeth J. Wilk
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Timothy C. Howton
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Jennifer L. Fisher
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Vishal H. Oza
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Ryan T. Brownlee
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
2Department of Biomedical Sciences, Mercer University, Macon, GA, USA
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Kasi C. McPherson
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Hannah L. Cleary
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
3University of Kentucky College of Medicine, Lexington, KY, USA
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Bradley K. Yoder
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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James F. George
4The Department of Surgery, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Michal Mrug
5The Department of Medicine, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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Brittany N. Lasseigne
1The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA
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  • For correspondence: bnp0001@uab.edu
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Abstract

Autosomal dominant polycystic kidney disease (ADPKD) is one of the most prevalent monogenic human diseases. It is mostly caused by pathogenic variants in PKD1 or PKD2 genes that encode interacting transmembrane proteins polycystin-1 (PC1) and polycystin-2 (PC2). Among many pathogenic processes described in ADPKD, those associated with cAMP signaling, inflammation, and metabolic reprogramming appear to regulate the disease manifestations. Tolvaptan, a vasopressin receptor-2 antagonist that regulates cAMP pathway, is the only FDA-approved ADPKD therapeutic. Tolvaptan reduces renal cyst growth and kidney function loss, but it is not tolerated by many patients and is associated with idiosyncratic liver toxicity. Therefore, additional therapeutic options for ADPKD treatment are needed. As drug repurposing of FDA-approved drug candidates can significantly decrease the time and cost associated with traditional drug discovery, we used the computational approach signature reversion to detect inversely related drug response gene expression signatures from the Library of Integrated Network-Based Cellular Signatures (LINCS) database and identified compounds predicted to reverse disease-associated transcriptomic signatures in three publicly available kidney transcriptomic data sets of mouse ADPKD models. We focused on a pre-cystic model for signature reversion, as it was less impacted by confounding secondary disease mechanisms in ADPKD, and then compared the resulting candidates’ target differential expression in the two cystic mouse models. We further prioritized these drug candidates based on their known mechanism of action, FDA status, targets, and by functional enrichment analysis. With this approach, we prioritized 29 unique drug targets differentially expressed in ADPKD cystic models and 16 prioritized drug repurposing candidates that target them, including bromocriptine and mirtazapine. Collectively, these indicate drug targets and repurposing candidates that may effectively treat pre-cystic as well as cystic ADPKD.

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Graphical abstract of the study.

Competing Interest Statement

M. M. reports grants and consulting fees outside the submitted work from Otsuka Pharmaceuticals, Sanofi, Palladio Biosciences, Reata, Natera, Chinook Therapeutics, Goldilocks Therapeutics and Carraway Therapeutics.

Footnotes

  • https://zenodo.org/record/7384372#.Y4oJxVN9qbs

  • List of Abbreviations

    ADPKD
    Autosomal dominant polycystic kidney disease
    PC1
    polycystin-1
    PC2
    polycystin-2
    LINCS
    Library of Integrated Network-Based Cellular Signatures
    cAMP
    cyclic adenosine monophosphate
    MOA
    mechanism of action
    KO
    knock-out
    QC
    quality control
    LFC
    log2 fold change
    FEA
    Functional Enrichment Analysis
    GO
    Gene Ontology
    GO:BP
    GO biological process
    GO:CC
    GO cellular component
    GO:MF
    GO molecular function
    GSEA
    gene set enrichment analysis
    WTCS
    weighted connectivity score
    ES
    enrichment score
    NCS
    normalized connectivity score
    DSEA
    Drug Set Enrichment Analysis
    NEKs
    NIMA Kinases
    RAAS
    renin-angiotensin-aldosterone
    ESRD
    end-stage renal disease
    AKI
    Acute kidney injury
    CKD
    chronic kidney disease
    NSCLC
    non-small cell lung cancer
    OCD
    obsessive compulsive disorder
    SNRI
    serotonin-norepinephrine reuptake inhibitor
    HMGCR
    hydroxymethylglutaryl-CoA reductase
    CKD-aP
    chronic kidney disease-associated pruritus
    CaM-MLCK
    calmodulin-dependent myosin light chain kinase
    NF-κB
    nuclear factor kappa-light-chain-enhancer of activated B cells
    PPARα
    peroxisome proliferator-activated receptor α
  • Copyright 
    The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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    Prioritized polycystic kidney disease drug targets and repurposing candidates from pre-cystic and cystic mouse model gene expression reversion
    Elizabeth J. Wilk, Timothy C. Howton, Jennifer L. Fisher, Vishal H. Oza, Ryan T. Brownlee, Kasi C. McPherson, Hannah L. Cleary, Bradley K. Yoder, James F. George, Michal Mrug, Brittany N. Lasseigne
    bioRxiv 2022.12.02.518863; doi: https://doi.org/10.1101/2022.12.02.518863
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    Prioritized polycystic kidney disease drug targets and repurposing candidates from pre-cystic and cystic mouse model gene expression reversion
    Elizabeth J. Wilk, Timothy C. Howton, Jennifer L. Fisher, Vishal H. Oza, Ryan T. Brownlee, Kasi C. McPherson, Hannah L. Cleary, Bradley K. Yoder, James F. George, Michal Mrug, Brittany N. Lasseigne
    bioRxiv 2022.12.02.518863; doi: https://doi.org/10.1101/2022.12.02.518863

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