Similar Datasets
Project description:Glioblastoma frequently exhibits therapy-associated subtype transitions to mesenchymal phenotypes with adverse prognosis. Here, we perform multi-omic profiling of 60 glioblastoma primary tumours and use orthogonal analysis of chromatin and RNA-derived gene regulatory networks to identify 38 subtype master regulators, whose cell population-specific activities we further map in published single-cell RNA sequencing data. These analyses identify the oligodendrocyte precursor marker and chromatin modifier SOX10 as a master regulator in RTK I-subtype tumours. In vitro functional studies demonstrate that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. SOX10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects.
| S-EPMC7749178 | biostudies-literature
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121719 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121722 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121721 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2020-02-20 | GSE145556 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2019-06-20 | GSE133040 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121717 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121716 | GEO
Project description:Glioblastomas in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA-methylation and RNA-expression data. Tumour subtype transitions are common during treatment, and transitions to the mesenchymal (MES) subtype are associated with therapy resistance and adverse prognosis. Here, we present DNA methylome and histone modification data of glioblastoma primary tumours and find that glioblastoma subtypes differ in their enhancer landscapes. Using Core Regulatory Circuitry analysis of chromatin and orthogonal analysis of RNA-derived gene regulatory networks, we identified 38 subtype Master Regulators whose cell population-specific activities we further mapped in single-cell RNA sequencing data. These analyses identified the oligodendrocyte precursor marker and chromatin modifier SRY-Box 10 (SOX10) as a master regulator in RTK I tumours. In vitro functional studies demonstrated that SOX10 loss causes a subtype switch analogous to the proneural-mesenchymal Transition observed in patients at the transcriptomic, epigenetic and phenotypic levels. This subtype transition is dependent on the activity of the SOX10 and enhancer co-factor Bromodomain Containing 4 (BRD4). Sox10 repression in an in vivo syngeneic graft glioblastoma mouse model results in increased tumour invasion, immune cell infiltration and significantly reduced survival, reminiscent of progressive human glioblastoma. These results identify SOX10 as a bona fide master regulator of the RTK I subtype, with both tumour cell-intrinsic and microenvironmental effects, highlighting that both glioblastoma cell plasticity and their tumour-microenvironment interactions are important contributors to tumour phenotypes.
2018-11-05 | GSE121720 | GEO
Project description:Glioblastoma in adult patients are classified into four subtypes, IDH, MES, RTK I, and RTK II, based on DNA methylation and RNA expression data. Tumour subtype transitions commonly occur during the treatment of glioblastoma patients, and transitions to the mesenchymal (MES) subtype have been associated with therapy resistance and adverse prognosis. Here, we generate DNA methylome and histone modification data of glioblastoma primary tumours and show that glioblastoma subtypes differ by their enhancer landscapes. Using Core Regulatory Circuitry analysis of H3K27ac data, and independent analysis of RNA-derived gene regulatory networks, we identified 38 subtype master regulators whose cell type-specific activities we mapped in single-cell RNA sequencing data. These analyses identified the chromatin modifier SRY-Box 10 (SOX10) as a master regulator in tumours of the RTK I subtype. In functional studies we demonstrate that SOX10 loss causes a transition of RTK I tumour cells to a mesenchymal cellular state by altering the accessibility of enhancer-rich chromatin regions and their occupancy by Bromodomain Containing 4 (BRD4), a dynamic constituent of super-enhancers. Treatment with the BRD4 inhibitor JQ1 blocked this transition. These data demonstrate the fundamental role of enhancer chromatin remodelling and master regulator activity in the establishment, maintenance and plasticity of glioblastoma cellular states. We also make our data publically browsable at https://dkfz-b060.github.io/gb_browse/
| EGAS00001003953 | EGA