In Vitro and In Vivo Drug-Response Profiling Using Patient-Derived High-Grade Glioma.

GBM cancer high-throughput screening (HTS) organoid phenotypic

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
22 Jun 2023
Historique:
received: 04 05 2023
revised: 15 06 2023
accepted: 16 06 2023
medline: 14 7 2023
pubmed: 14 7 2023
entrez: 14 7 2023
Statut: epublish

Résumé

Genomic profiling cannot solely predict the complexity of how tumor cells behave in their in vivo microenvironment and their susceptibility to therapies. The aim of the study was to establish a functional drug prediction model utilizing patient-derived GBM tumor samples for in vitro testing of drug efficacy followed by in vivo validation to overcome the disadvantages of a strict pharmacogenomics approach. High-throughput in vitro pharmacologic testing of patient-derived GBM tumors cultured as 3D organoids offered a cost-effective, clinically and phenotypically relevant model, inclusive of tumor plasticity and stroma. RNAseq analysis supplemented this 128-compound screening to predict more efficacious and patient-specific drug combinations with additional tumor stemness evaluated using flow cytometry. In vivo PDX mouse models rapidly validated (50 days) and determined mutational influence alongside of drug efficacy. We present a representative GBM case of three tumors resected at initial presentation, at first recurrence without any treatment, and at a second recurrence following radiation and chemotherapy, all from the same patient. Molecular and in vitro screening helped identify effective drug targets against several pathways as well as synergistic drug combinations of cobimetinib and vemurafenib for this patient, supported in part by in vivo tumor growth assessment. Each tumor iteration showed significantly varying stemness and drug resistance. Our integrative model utilizing molecular, in vitro, and in vivo approaches provides direct evidence of a patient's tumor response drifting with treatment and time, as demonstrated by dynamic changes in their tumor profile, which may affect how one would address that drift pharmacologically.

Sections du résumé

BACKGROUND BACKGROUND
Genomic profiling cannot solely predict the complexity of how tumor cells behave in their in vivo microenvironment and their susceptibility to therapies. The aim of the study was to establish a functional drug prediction model utilizing patient-derived GBM tumor samples for in vitro testing of drug efficacy followed by in vivo validation to overcome the disadvantages of a strict pharmacogenomics approach.
METHODS METHODS
High-throughput in vitro pharmacologic testing of patient-derived GBM tumors cultured as 3D organoids offered a cost-effective, clinically and phenotypically relevant model, inclusive of tumor plasticity and stroma. RNAseq analysis supplemented this 128-compound screening to predict more efficacious and patient-specific drug combinations with additional tumor stemness evaluated using flow cytometry. In vivo PDX mouse models rapidly validated (50 days) and determined mutational influence alongside of drug efficacy. We present a representative GBM case of three tumors resected at initial presentation, at first recurrence without any treatment, and at a second recurrence following radiation and chemotherapy, all from the same patient.
RESULTS RESULTS
Molecular and in vitro screening helped identify effective drug targets against several pathways as well as synergistic drug combinations of cobimetinib and vemurafenib for this patient, supported in part by in vivo tumor growth assessment. Each tumor iteration showed significantly varying stemness and drug resistance.
CONCLUSIONS CONCLUSIONS
Our integrative model utilizing molecular, in vitro, and in vivo approaches provides direct evidence of a patient's tumor response drifting with treatment and time, as demonstrated by dynamic changes in their tumor profile, which may affect how one would address that drift pharmacologically.

Identifiants

pubmed: 37444398
pii: cancers15133289
doi: 10.3390/cancers15133289
pmc: PMC10339991
pii:
doi:

Types de publication

Journal Article

Langues

eng

Subventions

Organisme : NCI NIH HHS
ID : R33 CA206949
Pays : United States
Organisme : NCI NIH HHS
ID : R33CA206949
Pays : United States

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Auteurs

Robin G Rajan (RG)

Helene and Stephen Weicholz Cell Therapy Laboratory, Marcus Neuroscience Institute, Boca Raton Regional Hospital, 800 Meadows Road, Boca Raton, FL 33486, USA.

Virneliz Fernandez-Vega (V)

The Herbert Wertheim UF Scripps Institute Molecular Screening Center, Department of Molecular Medicine, UF Scripps Biomedical Research, 130 Scripps Way, Jupiter, FL 33458, USA.

Jantzen Sperry (J)

Certis Oncology, 5626 Oberlin Dr. Suite 110, San Diego, CA 92121, USA.

Jonathan Nakashima (J)

Certis Oncology, 5626 Oberlin Dr. Suite 110, San Diego, CA 92121, USA.

Long H Do (LH)

Certis Oncology, 5626 Oberlin Dr. Suite 110, San Diego, CA 92121, USA.

Warren Andrews (W)

Certis Oncology, 5626 Oberlin Dr. Suite 110, San Diego, CA 92121, USA.

Simina Boca (S)

Innovation Center for Biomedical Informatics (ICBI), Departments of Oncology and Biostatistics, Bioinformatics and Biomathematics, Georgetown University Medical Center, 2115 Wisconsin Ave NW, Suite G100, Washington, DC 20007, USA.

Rezwanul Islam (R)

Florida Atlantic University College of Medicine, 777 Glades Road, Boca Raton, FL 33431, USA.

Sajeel A Chowdhary (SA)

Helene and Stephen Weicholz Cell Therapy Laboratory, Marcus Neuroscience Institute, Boca Raton Regional Hospital, 800 Meadows Road, Boca Raton, FL 33486, USA.

Jan Seldin (J)

Greiner Bio-One North America, Inc., 4238 Capital Drive, Monroe, NC 28110, USA.

Glauco R Souza (GR)

Greiner Bio-One North America, Inc., 4238 Capital Drive, Monroe, NC 28110, USA.

Louis Scampavia (L)

The Herbert Wertheim UF Scripps Institute Molecular Screening Center, Department of Molecular Medicine, UF Scripps Biomedical Research, 130 Scripps Way, Jupiter, FL 33458, USA.

Khalid A Hanafy (KA)

Helene and Stephen Weicholz Cell Therapy Laboratory, Marcus Neuroscience Institute, Boca Raton Regional Hospital, 800 Meadows Road, Boca Raton, FL 33486, USA.
Florida Atlantic University College of Medicine, 777 Glades Road, Boca Raton, FL 33431, USA.

Frank D Vrionis (FD)

Helene and Stephen Weicholz Cell Therapy Laboratory, Marcus Neuroscience Institute, Boca Raton Regional Hospital, 800 Meadows Road, Boca Raton, FL 33486, USA.
Florida Atlantic University College of Medicine, 777 Glades Road, Boca Raton, FL 33431, USA.

Timothy P Spicer (TP)

The Herbert Wertheim UF Scripps Institute Molecular Screening Center, Department of Molecular Medicine, UF Scripps Biomedical Research, 130 Scripps Way, Jupiter, FL 33458, USA.

Classifications MeSH