Ex vivo drug sensitivity screening predicts response to temozolomide in glioblastoma patients and identifies candidate biomarkers.


Journal

British journal of cancer
ISSN: 1532-1827
Titre abrégé: Br J Cancer
Pays: England
ID NLM: 0370635

Informations de publication

Date de publication:
10 2023
Historique:
received: 08 12 2022
accepted: 10 08 2023
revised: 13 07 2023
medline: 23 10 2023
pubmed: 25 8 2023
entrez: 24 8 2023
Statut: ppublish

Résumé

Patient-derived glioma stem-like cells (GSCs) have become the gold-standard in neuro-oncological research; however, it remains to be established whether loss of in situ microenvironment affects the clinically-predictive value of this model. We implemented a GSC monolayer system to investigate in situ-in vitro molecular correspondence and the relationship between in vitro and patient response to temozolomide (TMZ). DNA/RNA-sequencing was performed on 56 glioblastoma tissues and 19 derived GSC cultures. Sensitivity to TMZ was screened across 66 GSC cultures. Viability readouts were related to clinical parameters of corresponding patients and whole-transcriptome data. Tumour DNA and RNA sequences revealed strong similarity to corresponding GSCs despite loss of neuronal and immune interactions. In vitro TMZ screening yielded three response categories which significantly correlated with patient survival, therewith providing more specific prediction than the binary MGMT marker. Transcriptome analysis identified 121 genes related to TMZ sensitivity of which 21were validated in external datasets. GSCs retain patient-unique hallmark gene expressions despite loss of their natural environment. Drug screening using GSCs predicted patient response to TMZ more specifically than MGMT status, while transcriptome analysis identified potential biomarkers for this response. GSC drug screening therefore provides a tool to improve drug development and precision medicine for glioblastoma.

Sections du résumé

BACKGROUND
Patient-derived glioma stem-like cells (GSCs) have become the gold-standard in neuro-oncological research; however, it remains to be established whether loss of in situ microenvironment affects the clinically-predictive value of this model. We implemented a GSC monolayer system to investigate in situ-in vitro molecular correspondence and the relationship between in vitro and patient response to temozolomide (TMZ).
METHODS
DNA/RNA-sequencing was performed on 56 glioblastoma tissues and 19 derived GSC cultures. Sensitivity to TMZ was screened across 66 GSC cultures. Viability readouts were related to clinical parameters of corresponding patients and whole-transcriptome data.
RESULTS
Tumour DNA and RNA sequences revealed strong similarity to corresponding GSCs despite loss of neuronal and immune interactions. In vitro TMZ screening yielded three response categories which significantly correlated with patient survival, therewith providing more specific prediction than the binary MGMT marker. Transcriptome analysis identified 121 genes related to TMZ sensitivity of which 21were validated in external datasets.
CONCLUSION
GSCs retain patient-unique hallmark gene expressions despite loss of their natural environment. Drug screening using GSCs predicted patient response to TMZ more specifically than MGMT status, while transcriptome analysis identified potential biomarkers for this response. GSC drug screening therefore provides a tool to improve drug development and precision medicine for glioblastoma.

Identifiants

pubmed: 37620410
doi: 10.1038/s41416-023-02402-y
pii: 10.1038/s41416-023-02402-y
pmc: PMC10575865
doi:

Substances chimiques

Temozolomide YF1K15M17Y
Dacarbazine 7GR28W0FJI
Biomarkers 0
DNA 9007-49-2
Antineoplastic Agents, Alkylating 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1327-1338

Investigateurs

Franck Bielle (F)
Emie Quissac (E)
Jane Cryan (J)
Francesca Brett (F)
Alan Beausang (A)
Orna Bacon (O)
Steve MacNally (S)
Philip O'Halloran (P)
James Clerkin (J)

Informations de copyright

© 2023. The Author(s).

Références

Neurooncol Adv. 2021 Aug 02;3(1):vdab103
pubmed: 34595478
Cancer Res. 2016 Apr 15;76(8):2465-77
pubmed: 26896279
Cancer Biol Med. 2019 Aug;16(3):595-605
pubmed: 31565488
Neuro Oncol. 2012 Feb;14(2):132-44
pubmed: 22067563
Cell. 2020 Jan 9;180(1):188-204.e22
pubmed: 31883794
Genome Res. 2014 Dec;24(12):2022-32
pubmed: 25236618
Neuro Oncol. 2018 Jul 5;20(8):1080-1091
pubmed: 29462414
Cancer Res. 2015 Aug 1;75(15):3127-38
pubmed: 26025730
Mol Carcinog. 2019 Aug;58(8):1502-1511
pubmed: 31045274
Neuro Oncol. 2014 Mar;16(3):361-71
pubmed: 24311636
Nucleic Acids Res. 2016 Jul 8;44(W1):W90-7
pubmed: 27141961
Cancer Biol Med. 2020 Feb 15;17(1):112-131
pubmed: 32296580
Cancer Treat Rev. 2019 Nov;80:101896
pubmed: 31541850
Cell Rep. 2021 Oct 5;37(1):109788
pubmed: 34610309
Acta Neuropathol. 2020 Dec;140(6):919-949
pubmed: 33009951
Oncotarget. 2020 Jan 28;11(4):443-451
pubmed: 32064048
Methods Mol Biol. 2012;802:57-72
pubmed: 22130873
BMC Bioinformatics. 2013 Apr 15;14:128
pubmed: 23586463
Transl Oncol. 2016 Dec;9(6):548-556
pubmed: 27863310
Cancer Cell. 2006 May;9(5):391-403
pubmed: 16697959
Transl Oncol. 2017 Apr;10(2):241-254
pubmed: 28199863
Bioinformatics. 2010 Mar 1;26(5):589-95
pubmed: 20080505
Nat Commun. 2021 Jun 17;12(1):3720
pubmed: 34140524
N Engl J Med. 2000 Nov 9;343(19):1350-4
pubmed: 11070098
J Cancer. 2022 Jan 1;13(1):354-363
pubmed: 34976195
BMC Biochem. 2007 Nov 22;8 Suppl 1:S10
pubmed: 18047734
J Clin Invest. 2012 Jan;122(1):253-66
pubmed: 22156195
Genome Biol. 2014;15(12):550
pubmed: 25516281
Neuro Oncol. 2016 Mar;18(3):350-60
pubmed: 26245525
Trends Cell Biol. 2000 Jul;10(7):296-303
pubmed: 10856933
N Engl J Med. 2005 Mar 10;352(10):997-1003
pubmed: 15758010
J Clin Oncol. 2008 Jun 20;26(18):3015-24
pubmed: 18565887
Nat Methods. 2020 Mar;17(3):261-272
pubmed: 32015543
Clin Cancer Res. 2004 Jun 1;10(11):3728-36
pubmed: 15173079
Neuro Oncol. 2013 Dec;15(12):1684-95
pubmed: 24046260
Cell Stem Cell. 2009 Jun 5;4(6):568-80
pubmed: 19497285
Bioinformatics. 2023 Jan 1;39(1):
pubmed: 36426870
Curr Protoc. 2021 Mar;1(3):e90
pubmed: 33780170
Int J Cancer. 2005 Jan 20;113(3):379-85
pubmed: 15455350
Cell. 2016 Jan 28;164(3):550-63
pubmed: 26824661
Bioinformatics. 2010 Jan 1;26(1):139-40
pubmed: 19910308
Sci Transl Med. 2020 Jun 24;12(549):
pubmed: 32581131
Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50
pubmed: 16199517
Biochem Biophys Res Commun. 2006 Aug 18;347(1):288-96
pubmed: 16815308
Ann Oncol. 2023 Mar;34(3):300-314
pubmed: 36494005
Cancer Discov. 2018 Sep;8(9):1112-1129
pubmed: 29853643
Neuro Oncol. 2022 May 4;24(5):669-682
pubmed: 34932099
Neurooncol Adv. 2021 May 07;3(1):vdab065
pubmed: 34142085
Nat Commun. 2019 Sep 5;10(1):3991
pubmed: 31488816
Stem Cells. 2016 Jun;34(6):1702-7
pubmed: 26991945
Front Oncol. 2022 Oct 19;12:1022716
pubmed: 36338705
Neurotherapeutics. 2022 Oct;19(6):1832-1843
pubmed: 36357661
N Engl J Med. 2005 Mar 10;352(10):987-96
pubmed: 15758009
Acta Neuropathol. 2014 Feb;127(2):203-19
pubmed: 24154962
Front Oncol. 2022 Oct 06;12:1005069
pubmed: 36276147
Stem Cells Int. 2016;2016:5623235
pubmed: 27274737

Auteurs

Ioannis Ntafoulis (I)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Anne Kleijn (A)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Jie Ju (J)

Department of Pathology & Clinical Bioinformatics, Erasmus MC, Rotterdam, Netherlands.

Kevin Jimenez-Cowell (K)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Federica Fabro (F)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Michelle Klein (M)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Romain Tching Chi Yen (RT)

Information Technologies for Translational Medicine, Esch-Sur-Alzette, Luxembourg.
Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Belvaux, Luxembourg.

Rutger K Balvers (RK)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Yunlei Li (Y)

Department of Pathology & Clinical Bioinformatics, Erasmus MC, Rotterdam, Netherlands.

Andrew P Stubbs (AP)

Department of Pathology & Clinical Bioinformatics, Erasmus MC, Rotterdam, Netherlands.

Trisha V Kers (TV)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Johan M Kros (JM)

Department of Pathology & Clinical Bioinformatics, Erasmus MC, Rotterdam, Netherlands.

Sean E Lawler (SE)

Dept of Pathology and Laboratory Medicine, Legorreta Cancer Center, Brown University, Providence, RI, USA.

Laurens V Beerepoot (LV)

Department of Internal Medicine, Elisabeth-Tweesteden Hospital, Tilburg, Netherlands.

Andreas Kremer (A)

Information Technologies for Translational Medicine, Esch-Sur-Alzette, Luxembourg.

Ahmed Idbaih (A)

DMU Neurosciences, Service de Neurologie 2-Mazarin, Sorbonne Université, Institut du Cerveau - Paris Brain Institute, Hôpital de la Pitié Salpêtrière, Paris, France.

Maite Verreault (M)

Institut du Cerveau-Paris Brain Institute-ICM, Inserm, Sorbonne Université, CNRS, APHP, Hôpital de la Pitié Salpêtrière, Paris, France.

Annette T Byrne (AT)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Alice C O'Farrell (AC)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Kate Connor (K)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Archita Biswas (A)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Manuela Salvucci (M)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Jochen H M Prehn (JHM)

Department of Physiology and Medical Physics, Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.

Diether Lambrechts (D)

Department of Human Genetics, Laboratory for Translational Genetics, KU Leuven, and VIB Center for Cancer Biology, Leuven, Belgium.

Gonca Dilcan (G)

Department of Human Genetics, Laboratory for Translational Genetics, KU Leuven, and VIB Center for Cancer Biology, Leuven, Belgium.

Francesca Lodi (F)

Department of Human Genetics, Laboratory for Translational Genetics, KU Leuven, and VIB Center for Cancer Biology, Leuven, Belgium.

Ingrid Arijs (I)

Department of Human Genetics, Laboratory for Translational Genetics, KU Leuven, and VIB Center for Cancer Biology, Leuven, Belgium.

Martin J van den Bent (MJ)

Department of Neurology, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Clemens M F Dirven (CMF)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Sieger Leenstra (S)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands.

Martine L M Lamfers (MLM)

Department of Neurosurgery, Brain Tumor Center, Erasmus MC Cancer Institute, Erasmus MC, Rotterdam, Netherlands. m.lamfers@erasmusmc.nl.

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