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1.
Br J Cancer ; 129(8): 1327-1338, 2023 10.
Article in English | MEDLINE | ID: mdl-37620410

ABSTRACT

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.


Subject(s)
Brain Neoplasms , Glioblastoma , Glioma , Humans , Temozolomide/pharmacology , Temozolomide/therapeutic use , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/metabolism , Dacarbazine/pharmacology , Dacarbazine/therapeutic use , Drug Evaluation, Preclinical , Biomarkers , DNA/therapeutic use , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Drug Resistance, Neoplasm/genetics , Antineoplastic Agents, Alkylating/pharmacology , Antineoplastic Agents, Alkylating/therapeutic use , Cell Line, Tumor , Tumor Microenvironment
2.
J Neurooncol ; 163(2): 327-338, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37237151

ABSTRACT

BACKGROUND: Glioblastoma (GBM) is an aggressive brain cancer that typically results in death in the first 15 months after diagnosis. There have been limited advances in finding new treatments for GBM. In this study, we investigated molecular differences between patients with extremely short (≤ 9 months, Short term survivors, STS) and long survival (≥ 36 months, Long term survivors, LTS). METHODS: Patients were selected from an in-house cohort (GLIOTRAIN-cohort), using defined inclusion criteria (Karnofsky score > 70; age < 70 years old; Stupp protocol as first line treatment, IDH wild type), and a multi-omic analysis of LTS and STS GBM samples was performed. RESULTS: Transcriptomic analysis of tumour samples identified cilium gene signatures as enriched in LTS. Moreover, Immunohistochemical analysis confirmed the presence of cilia in the tumours of LTS. Notably, reverse phase protein array analysis (RPPA) demonstrated increased phosphorylated GAB1 (Y627), SRC (Y527), BCL2 (S70) and RAF (S338) protein expression in STS compared to LTS. Next, we identified 25 unique master regulators (MR) and 13 transcription factors (TFs) belonging to ontologies of integrin signalling and cell cycle to be upregulated in STS. CONCLUSION: Overall, comparison of STS and LTS GBM patients, identifies novel biomarkers and potential actionable therapeutic targets for the management of GBM.


Subject(s)
Brain Neoplasms , Glioblastoma , Humans , Aged , Glioblastoma/pathology , Prognosis , Brain Neoplasms/pathology , Brain/pathology , Survivors
3.
Int J Mol Sci ; 24(21)2023 Oct 27.
Article in English | MEDLINE | ID: mdl-37958662

ABSTRACT

Chemotherapy using temozolomide is the standard treatment for patients with glioblastoma. Despite treatment, prognosis is still poor largely due to the emergence of temozolomide resistance. This resistance is closely linked to the widely recognized inter- and intra-tumoral heterogeneity in glioblastoma, although the underlying mechanisms are not yet fully understood. To induce temozolomide resistance, we subjected 21 patient-derived glioblastoma cell cultures to Temozolomide treatment for a period of up to 90 days. Prior to treatment, the cells' molecular characteristics were analyzed using bulk RNA sequencing. Additionally, we performed single-cell RNA sequencing on four of the cell cultures to track the evolution of temozolomide resistance. The induced temozolomide resistance was associated with two distinct phenotypic behaviors, classified as "adaptive" (ADA) or "non-adaptive" (N-ADA) to temozolomide. The ADA phenotype displayed neurodevelopmental and metabolic gene signatures, whereas the N-ADA phenotype expressed genes related to cell cycle regulation, DNA repair, and protein synthesis. Single-cell RNA sequencing revealed that in ADA cell cultures, one or more subpopulations emerged as dominant in the resistant samples, whereas N-ADA cell cultures remained relatively stable. The adaptability and heterogeneity of glioblastoma cells play pivotal roles in temozolomide treatment and contribute to the tumor's ability to survive. Depending on the tumor's adaptability potential, subpopulations with acquired resistance mechanisms may arise.


Subject(s)
Brain Neoplasms , Glioblastoma , Humans , Temozolomide/pharmacology , Temozolomide/therapeutic use , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/metabolism , Dacarbazine/pharmacology , Dacarbazine/therapeutic use , Antineoplastic Agents, Alkylating/pharmacology , Antineoplastic Agents, Alkylating/therapeutic use , Cell Line, Tumor , Phenotype , Genomics , Drug Resistance, Neoplasm/genetics , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Gene Expression Regulation, Neoplastic
4.
Chem Biol Drug Des ; 93(5): 883-899, 2019 05.
Article in English | MEDLINE | ID: mdl-30637937

ABSTRACT

This study investigates the structural distinctiveness of orthosteric ligand-binding sites of several human ß2 adrenergic receptor (ß2 -AR) conformations that have been obtained from a set of independent molecular dynamics (MD) simulations in the presence of intracellular loop 3 (ICL3). A docking protocol was established in order to classify each receptor conformation via its binding affinity to selected ligands with known efficacy. This work's main goal was to reveal many subtle features of the ligand-binding site, presenting alternative conformations, which might be considered as either active- or inactive-like but mostly specific for that ligand. Agonists, inverse agonists, and antagonists were docked to each MD conformer with distinct binding pockets, using different docking tools and scoring functions. Mostly favored receptor conformation persistently observed in all docking/scoring evaluations was classified as active or inactive based on the type of ligand's biological effect. Classified MD conformers were further tested for their ability to discriminate agonists from inverse agonists/antagonists, and several conformers were proposed as important targets to be used in virtual screening experiments that were often limited to a single X-ray structure.


Subject(s)
Ligands , Molecular Docking Simulation , Molecular Dynamics Simulation , Receptors, Adrenergic, beta-2/chemistry , Adrenergic beta-2 Receptor Agonists/chemistry , Adrenergic beta-2 Receptor Agonists/metabolism , Adrenergic beta-2 Receptor Antagonists/chemistry , Adrenergic beta-2 Receptor Antagonists/metabolism , Area Under Curve , Binding Sites , Cluster Analysis , Crystallography, X-Ray , Drug Inverse Agonism , Humans , Protein Structure, Tertiary , ROC Curve , Receptors, Adrenergic, beta-2/metabolism
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