Prioritized polycystic kidney disease drug targets and repurposing candidates from pre-cystic and cystic mouse Pkd2 model gene expression reversion.


Journal

Molecular medicine (Cambridge, Mass.)
ISSN: 1528-3658
Titre abrégé: Mol Med
Pays: England
ID NLM: 9501023

Informations de publication

Date de publication:
22 05 2023
Historique:
received: 06 12 2022
accepted: 10 05 2023
medline: 24 5 2023
pubmed: 23 5 2023
entrez: 22 5 2023
Statut: epublish

Résumé

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 Pkd2 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 in-silico approach, we prioritized 29 unique drug targets differentially expressed in Pkd2 ADPKD cystic models and 16 prioritized drug repurposing candidates that target them, including bromocriptine and mirtazapine, which can be further tested in-vitro and in-vivo. Collectively, these results indicate drug targets and repurposing candidates that may effectively treat pre-cystic as well as cystic ADPKD.

Sections du résumé

BACKGROUND
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.
METHODS
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 Pkd2 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.
RESULTS
With this in-silico approach, we prioritized 29 unique drug targets differentially expressed in Pkd2 ADPKD cystic models and 16 prioritized drug repurposing candidates that target them, including bromocriptine and mirtazapine, which can be further tested in-vitro and in-vivo.
CONCLUSION
Collectively, these results indicate drug targets and repurposing candidates that may effectively treat pre-cystic as well as cystic ADPKD.

Identifiants

pubmed: 37217845
doi: 10.1186/s10020-023-00664-z
pii: 10.1186/s10020-023-00664-z
pmc: PMC10201779
doi:

Substances chimiques

Tolvaptan 21G72T1950
TRPP Cation Channels 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

67

Subventions

Organisme : NIH HHS
ID : U54 OD030167
Pays : United States
Organisme : NIDDK NIH HHS
ID : K01 DK128128
Pays : United States
Organisme : NIDDK NIH HHS
ID : R25 DK115353
Pays : United States
Organisme : NIH HHS
ID : R03 OD030604
Pays : United States
Organisme : NHGRI NIH HHS
ID : R00 HG009678
Pays : United States
Organisme : NIGMS NIH HHS
ID : K12 GM088010
Pays : United States
Organisme : NIDDK NIH HHS
ID : U54 DK126087
Pays : United States

Informations de copyright

© 2023. The Author(s).

Références

Hum Mol Genet. 2011 Nov 1;20(21):4143-54
pubmed: 21821671
Bioinformatics. 2019 Jun 1;35(12):2084-2092
pubmed: 30395178
J Am Soc Nephrol. 2021 Jan;32(1):41-51
pubmed: 33046531
N Engl J Med. 2014 Oct 30;371(18):1666-8
pubmed: 25354101
Hum Mol Genet. 2019 Dec 15;28(24):4132-4147
pubmed: 31646342
Int J Mol Sci. 2020 Jan 24;21(3):
pubmed: 31991573
Nucleic Acids Res. 2016 Jan 4;44(D1):D380-4
pubmed: 26590256
Cell Signal. 2020 Mar;67:109495
pubmed: 31816397
Nucleic Acids Res. 2020 Dec 2;48(21):e124
pubmed: 33068417
Nat Protoc. 2009;4(8):1184-91
pubmed: 19617889
Adv Chronic Kidney Dis. 2010 Mar;17(2):153-63
pubmed: 20219618
J Am Soc Nephrol. 2017 Feb;28(2):598-611
pubmed: 27624489
Cell Signal. 2020 Aug;72:109639
pubmed: 32325185
Br J Pharmacol. 2022 Jan;179(2):270-286
pubmed: 34643941
Mol Syst Biol. 2015 Mar;11(3):791
pubmed: 26148350
PLoS One. 2022 Jan 19;17(1):e0262667
pubmed: 35045102
J Clin Invest. 2010 Nov;120(11):4065-76
pubmed: 20921623
Clin Pharmacokinet. 2008;47(7):463-74
pubmed: 18563955
Sci Transl Med. 2011 Aug 17;3(96):96ra76
pubmed: 21849664
Nat Commun. 2019 Sep 12;10(1):4148
pubmed: 31515477
EBioMedicine. 2020 Jan;51:102585
pubmed: 31879244
Sci Transl Med. 2021 May 5;13(592):
pubmed: 33952674
Wound Repair Regen. 2004 Sep-Oct;12(5):505-11
pubmed: 15453832
Nucleic Acids Res. 2007 Jul;35(Web Server issue):W193-200
pubmed: 17478515
Genome Biol. 2014;15(12):550
pubmed: 25516281
Front Endocrinol (Lausanne). 2019 May 22;10:330
pubmed: 31231308
Am J Physiol Renal Physiol. 2018 Jan 1;314(1):F122-F131
pubmed: 28903946
Nephrol Dial Transplant. 2018 Nov 1;33(11):1875-1886
pubmed: 29534238
Front Physiol. 2021 Sep 08;12:693130
pubmed: 34566674
Nat Biotechnol. 2020 Mar;38(3):276-278
pubmed: 32055031
Nucleic Acids Res. 2019 Jul 2;47(W1):W191-W198
pubmed: 31066453
Ren Fail. 2007;29(1):55-9
pubmed: 17365910
Cell Calcium. 2018 Jan;69:37-45
pubmed: 28601384
Cell. 2017 Nov 30;171(6):1437-1452.e17
pubmed: 29195078
Nat Rev Drug Discov. 2019 Jan;18(1):41-58
pubmed: 30310233
Front Physiol. 2015 Apr 28;6:121
pubmed: 25972812
Int J Mol Sci. 2021 Dec 10;22(24):
pubmed: 34948091
Nat Commun. 2018 Apr 6;9(1):1337
pubmed: 29626214
J Am Soc Nephrol. 2011 Aug;22(8):1486-96
pubmed: 21617123
Proc Natl Acad Sci U S A. 2009 Dec 22;106(51):21819-24
pubmed: 19966229
Nat Rev Nephrol. 2015 Sep;11(9):515-34
pubmed: 25870008
Sci Rep. 2020 Mar 6;10(1):4203
pubmed: 32144367
PLoS One. 2019 May 6;14(5):e0216220
pubmed: 31059522
Nature. 1994 Apr 21;368(6473):750-3
pubmed: 7908721
Nephrol Dial Transplant. 2014 Aug;29(8):1480-6
pubmed: 24459136
Bioinformatics. 2010 Apr 1;26(7):976-8
pubmed: 20179076
Ther Clin Risk Manag. 2021 Jun 29;17:649-656
pubmed: 34234441
Sci Rep. 2020 Jan 9;10(1):72
pubmed: 31919453
Kidney Int. 2023 May;103(5):859-871
pubmed: 36870435
Nat Rev Drug Discov. 2022 Aug;21(8):551
pubmed: 35804044
Front Genet. 2020 May 12;11:411
pubmed: 32528518
JCI Insight. 2018 Mar 8;3(5):
pubmed: 29515026
Int J Nephrol Renovasc Dis. 2020 May 21;13:129-138
pubmed: 32547158
Nat Med. 2008 Sep;14(9):979-84
pubmed: 18724376
J Cell Sci. 2012 Oct 1;125(Pt 19):4423-33
pubmed: 23132929
Nat Med. 2017 Apr 7;23(4):405-408
pubmed: 28388612
Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50
pubmed: 16199517
Am J Physiol Renal Physiol. 2016 Oct 1;311(4):F740-F751
pubmed: 27488998
BMC Nephrol. 2019 Nov 21;20(1):426
pubmed: 31752750
Physiol Rep. 2021 Apr;9(8):e14845
pubmed: 33932106
Kidney Int. 2011 Jun;79(12):1312-21
pubmed: 21389970
Am J Kidney Dis. 1995 Sep;26(3):501-7
pubmed: 7645559
Cells. 2016 Jan 21;5(1):
pubmed: 26805887
Cell Signal. 2020 Sep;73:109647
pubmed: 32325183
Sci Rep. 2015 Dec 02;5:17784
pubmed: 26626943
Am J Physiol Renal Physiol. 2014 Aug 1;307(3):F356-68
pubmed: 24899057
Kidney Blood Press Res. 2019;44(4):533-552
pubmed: 31330507
Psychother Psychosom. 2016;85(5):270-88
pubmed: 27508501
Nephrol Dial Transplant. 2001 Nov;16(11):2152-7
pubmed: 11682660
Cancers (Basel). 2020 Sep 23;12(10):
pubmed: 32977582
Front Pediatr. 2017 Dec 18;5:279
pubmed: 29326913
Nat Rev Nephrol. 2015 Aug;11(8):451-64
pubmed: 25870007
Nat Commun. 2021 Sep 24;12(1):5647
pubmed: 34561431
J Am Soc Nephrol. 2016 Aug;27(8):2319-30
pubmed: 26677864
Nephrol Dial Transplant. 2016 Aug;31(8):1194-6
pubmed: 26908774
Bioinformatics. 2007 May 15;23(10):1274-81
pubmed: 17344234
Elife. 2022 Feb 22;11:
pubmed: 35191375
Biochem Pharmacol. 2013 Oct 15;86(8):1215-23
pubmed: 23892062
J Clin Invest. 2003 Feb;111(4):539-52
pubmed: 12588892
Nephrol Dial Transplant. 2016 Jul;31(7):1130-40
pubmed: 26268712
BMC Musculoskelet Disord. 2021 Sep 27;22(1):826
pubmed: 34579675
Biomed Res Int. 2021 Oct 6;2021:1242916
pubmed: 34660779
Cell Metab. 2011 Jun 8;13(6):627-38
pubmed: 21641545
Clin J Am Soc Nephrol. 2014 May;9(5):889-96
pubmed: 24721893
Biol Sex Differ. 2022 Mar 25;13(1):13
pubmed: 35337371
Bioinformatics. 2005 Aug 15;21(16):3439-40
pubmed: 16082012
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
Kidney Int Rep. 2019 Nov 13;5(2):211-224
pubmed: 32043035
Pharmaceutics. 2021 Jan 23;13(2):
pubmed: 33498694

Auteurs

Elizabeth J Wilk (EJ)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Timothy C Howton (TC)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Jennifer L Fisher (JL)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Vishal H Oza (VH)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Ryan T Brownlee (RT)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.
Department of Biomedical Sciences, Mercer University, Macon, GA, USA.

Kasi C McPherson (KC)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Hannah L Cleary (HL)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.
University of Kentucky College of Medicine, Lexington, KY, USA.

Bradley K Yoder (BK)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

James F George (JF)

The Department of Surgery, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.

Michal Mrug (M)

The Department of Medicine, HeersinkSchool of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA.
Department of Veterans Affairs Medical Center, Birmingham, AL, USA.

Brittany N Lasseigne (BN)

The Department of Cell, Developmental and Integrative Biology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, USA. bnp0001@uab.edu.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH