Reversal of cancer gene expression identifies repurposed drugs for diffuse intrinsic pontine glioma.
Computational approach
Diffuse intrinsic pontine glioma
Drug repurposing
Machine learning
Mycophenolate mofetil
Journal
Acta neuropathologica communications
ISSN: 2051-5960
Titre abrégé: Acta Neuropathol Commun
Pays: England
ID NLM: 101610673
Informations de publication
Date de publication:
23 10 2022
23 10 2022
Historique:
received:
19
03
2022
accepted:
13
10
2022
entrez:
24
10
2022
pubmed:
25
10
2022
medline:
26
10
2022
Statut:
epublish
Résumé
Diffuse intrinsic pontine glioma (DIPG) is an aggressive incurable brainstem tumor that targets young children. Complete resection is not possible, and chemotherapy and radiotherapy are currently only palliative. This study aimed to identify potential therapeutic agents using a computational pipeline to perform an in silico screen for novel drugs. We then tested the identified drugs against a panel of patient-derived DIPG cell lines. Using a systematic computational approach with publicly available databases of gene signature in DIPG patients and cancer cell lines treated with a library of clinically available drugs, we identified drug hits with the ability to reverse a DIPG gene signature to one that matches normal tissue background. The biological and molecular effects of drug treatment was analyzed by cell viability assay and RNA sequence. In vivo DIPG mouse model survival studies were also conducted. As a result, two of three identified drugs showed potency against the DIPG cell lines Triptolide and mycophenolate mofetil (MMF) demonstrated significant inhibition of cell viability in DIPG cell lines. Guanosine rescued reduced cell viability induced by MMF. In vivo, MMF treatment significantly inhibited tumor growth in subcutaneous xenograft mice models. In conclusion, we identified clinically available drugs with the ability to reverse DIPG gene signatures and anti-DIPG activity in vitro and in vivo. This novel approach can repurpose drugs and significantly decrease the cost and time normally required in drug discovery.
Identifiants
pubmed: 36274161
doi: 10.1186/s40478-022-01463-z
pii: 10.1186/s40478-022-01463-z
pmc: PMC9590174
doi:
Substances chimiques
Mycophenolic Acid
HU9DX48N0T
Guanosine
12133JR80S
Banques de données
ClinicalTrials.gov
['NCT04477200']
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
150Subventions
Organisme : NIGMS NIH HHS
ID : R01 GM134307
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS126513
Pays : United States
Organisme : NIEHS NIH HHS
ID : K01 ES028047
Pays : United States
Informations de copyright
© 2022. The Author(s).
Références
Neuro Oncol. 2017 Aug 1;19(8):1025-1034
pubmed: 28371920
Nat Commun. 2020 Jul 30;11(1):3811
pubmed: 32732914
Clin Cancer Res. 2019 Sep 15;25(18):5572-5583
pubmed: 31227500
Cancer Cell. 2019 Nov 11;36(5):528-544.e10
pubmed: 31631026
J Vis Exp. 2010 Aug 16;(42):
pubmed: 20736920
J Clin Oncol. 2018 Jul 1;36(19):1963-1972
pubmed: 29746225
J Neurooncol. 2020 Sep;149(3):511-522
pubmed: 33034839
BMC Bioinformatics. 2011 Aug 04;12:323
pubmed: 21816040
J Biol Chem. 1993 Dec 25;268(36):27286-90
pubmed: 7903306
Nat Protoc. 2021 Feb;16(2):728-753
pubmed: 33361798
Oncotarget. 2015 May 20;6(14):12587-602
pubmed: 25869206
Cancer Cell. 2017 Nov 13;32(5):684-700.e9
pubmed: 29107533
Springer Semin Immunopathol. 1993;14(4):353-80
pubmed: 8322167
Sci Transl Med. 2019 Nov 20;11(519):
pubmed: 31748226
BMC Bioinformatics. 2013 Apr 15;14:128
pubmed: 23586463
Nat Genet. 2014 May;46(5):444-450
pubmed: 24705251
Nat Med. 2017 Apr;23(4):493-500
pubmed: 28263307
Hepatol Commun. 2020 Jul 27;4(9):1362-1381
pubmed: 32923839
Transpl Immunol. 2010 May;23(1-2):45-52
pubmed: 20412855
Nat Biotechnol. 2017 Apr 11;35(4):314-316
pubmed: 28398314
Eur J Pharmacol. 2001 Jan 19;412(1):21-5
pubmed: 11166732
Neuro Oncol. 2021 Aug 2;23(8):1348-1359
pubmed: 33471107
Cancer Cell. 2017 Oct 9;32(4):520-537.e5
pubmed: 28966033
Transplant Proc. 1991 Apr;23(2 Suppl 2):10-4
pubmed: 2063415
Nat Commun. 2017 Jul 12;8:16022
pubmed: 28699633
Front Pharmacol. 2020 Dec 21;11:605060
pubmed: 33488386
Nephron Clin Pract. 2004;98(3):c61-6
pubmed: 15528938
Lancet. 1975 Dec 13;2(7946):1179-83
pubmed: 53661
J Clin Oncol. 2011 Oct 20;29(30):3999-4006
pubmed: 21931021
Mol Pharmacol. 2022 Jan;101(1):1-12
pubmed: 34732527
Nat Genet. 2012 Jan 29;44(3):251-3
pubmed: 22286216
Acta Neuropathol. 2014;127(6):881-95
pubmed: 24297113
Eur J Pharmacol. 2020 Nov 15;887:173580
pubmed: 32949604
J Clin Oncol. 2013 Nov 1;31(31):3971-9
pubmed: 24101038
Immunopharmacology. 2000 May;47(2-3):85-118
pubmed: 10878285
Neurosurgery. 2020 Nov 16;87(6):E680-E688
pubmed: 32674144
J Biol Chem. 2005 Apr 8;280(14):13465-9
pubmed: 15699053
Bioinformatics. 2010 Jan 1;26(1):139-40
pubmed: 19910308
Nat Med. 2014 Dec;20(12):1378-9
pubmed: 25473916
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
Mol Cancer Ther. 2006 Feb;5(2):457-66
pubmed: 16505121
PLoS One. 2013 Oct 02;8(10):e77639
pubmed: 24098593
Oncotarget. 2017 Jan 17;8(3):4079-4095
pubmed: 27863422
Nat Med. 2014 Dec;20(12):1394-6
pubmed: 25401693
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Gastroenterology. 2017 Jun;152(8):2022-2036
pubmed: 28284560
BMC Med Genomics. 2019 Jan 31;12(Suppl 1):21
pubmed: 30704474
Nat Aging. 2021 Oct;1(10):932-947
pubmed: 36172600
Acta Neuropathol. 2012 Sep;124(3):439-47
pubmed: 22661320
Nat Cell Biol. 2019 Aug;21(8):1003-1014
pubmed: 31371825
Br J Clin Pharmacol. 2013 Jan;75(1):45-59
pubmed: 22519685
Nature. 2012 Jan 29;482(7384):226-31
pubmed: 22286061
Brain. 2021 May 7;144(4):1230-1246
pubmed: 33855339
Mol Cell Biochem. 1994 Nov 9;140(1):1-22
pubmed: 7877593
Mol Ther Oncolytics. 2021 Jan 21;20:342-351
pubmed: 33614915
Science. 2018 Apr 20;360(6386):331-335
pubmed: 29674595
Nat Biotechnol. 2014 Sep;32(9):896-902
pubmed: 25150836
J Neurosurg Pediatr. 2019 Mar 1;23(3):261-273
pubmed: 30835699
J Pathol. 2021 Jun;254(2):135-146
pubmed: 33768538
Invest New Drugs. 2013 Feb;31(1):14-9
pubmed: 22669334
Nat Med. 2015 Jun;21(6):555-9
pubmed: 25939062
J Neurooncol. 2012 May;108(1):29-35
pubmed: 22231932