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1.
Sci Rep ; 13(1): 9494, 2023 06 11.
Article in English | MEDLINE | ID: mdl-37302994

ABSTRACT

Determining the optimal course of treatment for low grade glioma (LGG) patients is challenging and frequently reliant on subjective judgment and limited scientific evidence. Our objective was to develop a comprehensive deep learning assisted radiomics model for assessing not only overall survival in LGG, but also the likelihood of future malignancy and glioma growth velocity. Thus, we retrospectively included 349 LGG patients to develop a prediction model using clinical, anatomical, and preoperative MRI data. Before performing radiomics analysis, a U2-model for glioma segmentation was utilized to prevent bias, yielding a mean whole tumor Dice score of 0.837. Overall survival and time to malignancy were estimated using Cox proportional hazard models. In a postoperative model, we derived a C-index of 0.82 (CI 0.79-0.86) for the training cohort over 10 years and 0.74 (Cl 0.64-0.84) for the test cohort. Preoperative models showed a C-index of 0.77 (Cl 0.73-0.82) for training and 0.67 (Cl 0.57-0.80) test sets. Our findings suggest that we can reliably predict the survival of a heterogeneous population of glioma patients in both preoperative and postoperative scenarios. Further, we demonstrate the utility of radiomics in predicting biological tumor activity, such as the time to malignancy and the LGG growth rate.


Subject(s)
Deep Learning , Glioma , Humans , Precision Medicine , Retrospective Studies , Glioma/diagnostic imaging , Glioma/therapy , Judgment
2.
Cell Death Dis ; 4: e561, 2013 Mar 28.
Article in English | MEDLINE | ID: mdl-23538442

ABSTRACT

Glioblastoma multiforme (GBM) is the most lethal and common malignant human brain tumor. The intrinsic resistance of highly invasive GBM cells to radiation- and chemotherapy-induced apoptosis accounts for the generally dismal treatment outcomes. This study investigated ophiobolin A (OP-A), a fungal metabolite from Bipolaris species, for its promising anticancer activity against human GBM cells exhibiting varying degrees of resistance to proapoptotic stimuli. We found that OP-A induced marked changes in the dynamic organization of the F-actin cytoskeleton, and inhibited the proliferation and migration of GBM cells, likely by inhibiting big conductance Ca(2+)-activated K(+) channel (BKCa) channel activity. Moreover, our results indicated that OP-A induced paraptosis-like cell death in GBM cells, which correlated with the vacuolization, possibly brought about by the swelling and fusion of mitochondria and/or the endoplasmic reticulum (ER). In addition, the OP-A-induced cell death did not involve the activation of caspases. We also showed that the expression of BKCa channels colocalized with these two organelles (mitochondria and ER) was affected in this programmed cell death pathway. Thus, this study reveals a novel mechanism of action associated with the anticancer effects of OP-A, which involves the induction of paraptosis through the disruption of internal potassium ion homeostasis. Our findings offer a promising therapeutic strategy to overcome the intrinsic resistance of GBM cells to proapoptotic stimuli.


Subject(s)
Antineoplastic Agents/pharmacology , Brain Neoplasms/metabolism , Endoplasmic Reticulum/drug effects , Glioblastoma/metabolism , Large-Conductance Calcium-Activated Potassium Channel alpha Subunits/antagonists & inhibitors , Mitochondria/drug effects , Sesterterpenes/pharmacology , Actins/antagonists & inhibitors , Actins/metabolism , Brain Neoplasms/drug therapy , Brain Neoplasms/pathology , Cell Death/drug effects , Cell Death/physiology , Cell Line, Tumor , Cell Movement/drug effects , Cell Proliferation/drug effects , Drug Resistance, Neoplasm/drug effects , Endoplasmic Reticulum/metabolism , Endoplasmic Reticulum/pathology , Glioblastoma/drug therapy , Glioblastoma/pathology , Homeostasis/drug effects , Homeostasis/physiology , Humans , Large-Conductance Calcium-Activated Potassium Channel alpha Subunits/metabolism , Membrane Potentials/drug effects , Mitochondria/metabolism , Mitochondria/pathology , Patch-Clamp Techniques , Potassium/metabolism
3.
Br J Cancer ; 102(7): 1145-56, 2010 Mar 30.
Article in English | MEDLINE | ID: mdl-20234367

ABSTRACT

BACKGROUND: Deregulation of fibroblast growth factor receptor 3 (FGFR3) is involved in several malignancies. Its role in colorectal cancer has not been assessed before. METHODS: Expression of FGFR3 in human colorectal tumour specimens was analysed using splice variant-specific real-time reverse transcriptase PCR assays. To analyse the impact of FGFR3-IIIc expression on tumour cell biology, colon cancer cell models overexpressing wild-type (WT-3b and WT3c) or dominant-negative FGFR3 variants (KD3c and KD3b) were generated by either plasmid transfection or adenoviral transduction. RESULTS: Although FGFR3 mRNA expression is downregulated in colorectal cancer, alterations mainly affected the FGFR3-IIIb splice variant, resulting in an increased IIIc/IIIb ratio predominantly in a subgroup of advanced tumours. Overexpression of WT3c increased proliferation, survival and colony formation in all colon cancer cell models tested, whereas WT3b had little activity. In addition, it conferred sensitivity to autocrine FGF18-mediated growth and migration signals in SW480 cells with low endogenous FGFR3-IIIc expression. Disruption of FGFR3-IIIc-dependent signalling by dominant-negative FGFR3-IIIc or small interfering RNA-mediated FGFR3-IIIc knockdown resulted in inhibition of cell growth and induction of apoptosis, which could not be observed when FGFR3-IIIb was blocked. In addition, KD3c expression blocked colony formation and migration and distinctly attenuated tumour growth in SCID mouse xenograft models. CONCLUSION: Our data show that FGFR3-IIIc exerts oncogenic functions by mediating FGF18 effects in colorectal cancer and may constitute a promising new target for therapeutic interventions.


Subject(s)
Cell Movement , Colorectal Neoplasms/metabolism , Receptor, Fibroblast Growth Factor, Type 3/metabolism , Apoptosis , Caco-2 Cells , Cell Line, Tumor , Cell Proliferation , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Gene Expression Regulation, Neoplastic , HCT116 Cells , Humans , Receptor, Fibroblast Growth Factor, Type 3/antagonists & inhibitors , Receptor, Fibroblast Growth Factor, Type 3/genetics
4.
Oncogene ; 27(30): 4180-90, 2008 Jul 10.
Article in English | MEDLINE | ID: mdl-18362893

ABSTRACT

Fibroblast growth factor 5 (FGF5) is widely expressed in embryonic but scarcely in adult tissues. Here we report simultaneous overexpression of FGF5 and its predominant high-affinity receptor (FGFR1 IIIc) in astrocytic brain tumour specimens (N=49) and cell cultures (N=49). The levels of both ligand and receptor increased with enhanced malignancy in vivo and in vitro. Furthermore, secreted FGF5 protein was generally present in the supernatants of glioblastoma (GBM) cells. siRNA-mediated FGF5 downmodulation reduced moderately but significantly GBM cell proliferation while recombinant FGF5 (rFGF5) increased this parameter preferentially in cell lines with low endogenous expression levels. Apoptosis induction by prolonged serum starvation was significantly prevented by rFGF5. Moreover, tumour cell migration was distinctly stimulated by rFGF5 but attenuated by FGF5 siRNA. Blockade of FGFR1-mediated signals by pharmacological FGFR inhibitors or a dominant-negative FGFR1 IIIc protein inhibited GBM cell proliferation and/or induced apoptotic cell death. Moreover, rFGF5 and supernatants of highly FGF5-positive GBM cell lines specifically stimulated proliferation, migration and tube formation of human umbilical vein endothelial cells. In summary, we demonstrate for the first time that FGF5 contributes to the malignant progression of human astrocytic brain tumours by both autocrine and paracrine effects.


Subject(s)
Autocrine Communication/physiology , Brain Neoplasms/genetics , Fibroblast Growth Factor 5/physiology , Glioblastoma/genetics , Oncogenes , Paracrine Communication/physiology , Autocrine Communication/drug effects , Cell Death/drug effects , Cell Movement/drug effects , Cell Proliferation/drug effects , Culture Media, Conditioned/pharmacology , Disease Progression , Fibroblast Growth Factor 5/genetics , Fibroblast Growth Factor 5/pharmacology , Genes, Dominant/physiology , Humans , Mutant Proteins/genetics , Mutant Proteins/physiology , Neovascularization, Pathologic/chemically induced , Neovascularization, Pathologic/genetics , Oncogenes/physiology , Paracrine Communication/drug effects , Recombinant Proteins/pharmacology , Transfection , Tumor Cells, Cultured
5.
Br J Cancer ; 96(6): 960-9, 2007 Mar 26.
Article in English | MEDLINE | ID: mdl-17342095

ABSTRACT

Glioblastoma multiforme is characterised by invasive growth and frequent recurrence. Here, we have analysed chromosomal changes in comparison to tumour cell aggressiveness and chemosensitivity of three cell lines established from a primary tumour and consecutive recurrences (BTL1 to BTL3) of a long-term surviving glioblastoma patient together with paraffin-embedded materials of five further cases with recurrent disease. Following surgery, the BTL patient progressed under irradiation/ lomustine but responded to temozolomide after re-operation to temozolomide. The primary tumour -derived BTL1 cells showed chromosomal imbalances typical of highly aggressive glioblastomas. Interestingly, BTL2 cells established from the first recurrence developed under therapy showed signs of enhanced chromosomal instability. In contrast, BTL3 cells from the second recurrence resembled a less aggressive subclone of the primary tumour. Although BTL2 cells exhibited a highly aggressive phenotype, BTL3 cells were characterised by reduced proliferative and migratory potential. Despite persistent methylation of the O6-methylguanine-DNA methyltransferase promoter, BTL3 cells exhibited the highest temozolomide sensitivity. A comparable situation was found in two out of five glioblastoma patients, both characterised by enhanced survival time, who also relapsed after surgery/chemotherapy with less aggressive recurrences. Taken together, our data suggest that pretreated glioblastoma patients may relapse with highly chemosensitive tumours confirming the feasibility of temozolomide treatment even in case of repeated recurrence.


Subject(s)
Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Chromosomal Instability , Glioblastoma/drug therapy , Glioblastoma/genetics , Neoplasm Recurrence, Local/drug therapy , Neoplasm Recurrence, Local/genetics , Antineoplastic Agents, Alkylating/therapeutic use , Brain Neoplasms/radiotherapy , Brain Neoplasms/surgery , Cell Line, Tumor , Dacarbazine/analogs & derivatives , Dacarbazine/therapeutic use , Drug Resistance, Neoplasm , Female , Glioblastoma/radiotherapy , Glioblastoma/surgery , Humans , Middle Aged , Neoplasm Recurrence, Local/radiotherapy , Neoplasm Recurrence, Local/surgery , Nucleic Acid Hybridization/methods , Temozolomide
6.
Int J Cancer ; 94(3): 377-82, 2001 Nov 01.
Article in English | MEDLINE | ID: mdl-11745417

ABSTRACT

Evidence has shown that the major human vault protein (MVP), which is identical to lung resistance-related protein (LRP), may be causally involved in a special type of multidrug resistance (MDR). The purpose of this study was to investigate the expression and cellular localization of MVP in cells derived from brain tumors and other tumors of neuroectodermal origin. Using both established cell lines (n = 22) and primary explants (n = 30), we show that a distinct overexpression of the MVP gene at the mRNA (RT-PCR) and protein (Western blot) levels is a characteristic feature of cells derived from astrocytic brain tumors. Primary cultures obtained from meningioma specimens also expressed high MVP levels, in contrast to neuroblastoma and medulloblastoma cells, which rarely contained detectable amounts of MVP. Normal human astrocytes cultured in vitro expressed MVP, although at low amounts compared with most malignant cell types. Basal MVP expression correlated with resistance against diverse antineoplastic drugs including anthracyclins, cisplatin and etoposide. By Western blot, MVP was also detected in all tumor samples taken from 7 glioma and 3 meningioma patients. Taken together, these data suggest overexpression of MVP as one explanation for the low efficacy of chemotherapeutic treatment of astrocytic brain tumors.


Subject(s)
Astrocytes/metabolism , Brain Neoplasms/metabolism , Vault Ribonucleoprotein Particles/biosynthesis , Antibodies, Monoclonal/metabolism , Blotting, Western , Cell Line , Cells, Cultured , Cytoplasm/metabolism , Drug Resistance, Multiple , Drug Resistance, Neoplasm , Humans , Immunoblotting , Meningioma/metabolism , Microscopy, Fluorescence , Phenotype , Prognosis , RNA, Messenger/metabolism , Reverse Transcriptase Polymerase Chain Reaction , Subcellular Fractions/metabolism , Tumor Cells, Cultured
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