Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide

Background: Glioblastoma (GBM) prognosis remains extremely poor despite standard treatment that includes temozolomide (TMZ) chemotherapy. To discover new GBM drug targets and biomarkers, genes signatures associated with survival and TMZ resistance in GBM patients treated with TMZ were identified.Met...

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出版年:Frontiers in Genetics
主要な著者: Tonia Carter, Robert K. Valenzuela, Srinivasulu Yerukala Sathipati, Rafael Medina-Flores
フォーマット: 論文
言語:英語
出版事項: Frontiers Media S.A. 2023-12-01
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オンライン・アクセス:https://www.frontiersin.org/articles/10.3389/fgene.2023.1320789/full
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author Tonia Carter
Robert K. Valenzuela
Srinivasulu Yerukala Sathipati
Rafael Medina-Flores
author_facet Tonia Carter
Robert K. Valenzuela
Srinivasulu Yerukala Sathipati
Rafael Medina-Flores
author_sort Tonia Carter
collection DOAJ
container_title Frontiers in Genetics
description Background: Glioblastoma (GBM) prognosis remains extremely poor despite standard treatment that includes temozolomide (TMZ) chemotherapy. To discover new GBM drug targets and biomarkers, genes signatures associated with survival and TMZ resistance in GBM patients treated with TMZ were identified.Methods: GBM cases in The Cancer Genome Atlas who received TMZ (n = 221) were stratified into subgroups that differed by median overall survival (mOS) using network-based stratification to cluster patients whose somatic mutations affected genes in similar modules of a gene interaction network. Gene signatures formed from differentially mutated genes in the subgroup with the longest mOS were used to confirm their association with survival and TMZ resistance in independent datasets. Somatic mutations in these genes also were assessed for an association with OS in an independent group of 37 GBM cases.Results: Among the four subgroups identified, subgroup four (n = 71 subjects) exhibited the longest mOS at 18.3 months (95% confidence interval: 16.2, 34.1; p = 0.0324). Subsets of the 86 genes that were differentially mutated in this subgroup formed 20-gene and 8-gene signatures that predicted OS in two independent datasets (Spearman’s rho of 0.64 and 0.58 between actual and predicted OS; p < 0.001). Patients with mutations in five of the 86 genes had longer OS in a small, independent sample of 37 GBM cases, but this association did not reach statistical significance (p = 0.07). Thirty-one of the 86 genes formed signatures that distinguished TMZ-resistant GBM samples from controls in three independent datasets (area under the curve ≥ 0.75). The prognostic and TMZ-resistance signatures had eight genes in common (ANG, BACH1, CDKN2C, HMGA1, IFI16, PADI4, SDF4, and TP53INP1). The latter three genes have not been associated with GBM previously.Conclusion:PADI4, SDF4, and TP53INP1 are novel therapy and biomarker candidates for GBM. Further investigation of their oncologic functions may provide new insight into GBM treatment resistance mechanisms.
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spelling doaj-art-e17dd8c0964443dd8aeeae79f56a62832025-08-19T21:49:21ZengFrontiers Media S.A.Frontiers in Genetics1664-80212023-12-011410.3389/fgene.2023.13207891320789Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomideTonia Carter0Robert K. Valenzuela1Srinivasulu Yerukala Sathipati2Rafael Medina-Flores3Center for Precision Medicine Research, Marshfield Clinic Research Institute, Marshfield, WI, United StatesCenter for Precision Medicine Research, Marshfield Clinic Research Institute, Marshfield, WI, United StatesCenter for Precision Medicine Research, Marshfield Clinic Research Institute, Marshfield, WI, United StatesDepartment of Pathology (Neuropathology), Marshfield Clinic, Marshfield, WI, United StatesBackground: Glioblastoma (GBM) prognosis remains extremely poor despite standard treatment that includes temozolomide (TMZ) chemotherapy. To discover new GBM drug targets and biomarkers, genes signatures associated with survival and TMZ resistance in GBM patients treated with TMZ were identified.Methods: GBM cases in The Cancer Genome Atlas who received TMZ (n = 221) were stratified into subgroups that differed by median overall survival (mOS) using network-based stratification to cluster patients whose somatic mutations affected genes in similar modules of a gene interaction network. Gene signatures formed from differentially mutated genes in the subgroup with the longest mOS were used to confirm their association with survival and TMZ resistance in independent datasets. Somatic mutations in these genes also were assessed for an association with OS in an independent group of 37 GBM cases.Results: Among the four subgroups identified, subgroup four (n = 71 subjects) exhibited the longest mOS at 18.3 months (95% confidence interval: 16.2, 34.1; p = 0.0324). Subsets of the 86 genes that were differentially mutated in this subgroup formed 20-gene and 8-gene signatures that predicted OS in two independent datasets (Spearman’s rho of 0.64 and 0.58 between actual and predicted OS; p < 0.001). Patients with mutations in five of the 86 genes had longer OS in a small, independent sample of 37 GBM cases, but this association did not reach statistical significance (p = 0.07). Thirty-one of the 86 genes formed signatures that distinguished TMZ-resistant GBM samples from controls in three independent datasets (area under the curve ≥ 0.75). The prognostic and TMZ-resistance signatures had eight genes in common (ANG, BACH1, CDKN2C, HMGA1, IFI16, PADI4, SDF4, and TP53INP1). The latter three genes have not been associated with GBM previously.Conclusion:PADI4, SDF4, and TP53INP1 are novel therapy and biomarker candidates for GBM. Further investigation of their oncologic functions may provide new insight into GBM treatment resistance mechanisms.https://www.frontiersin.org/articles/10.3389/fgene.2023.1320789/fullchemotherapy resistanceglioblastomaoncogenesomatic varianttemozolomide
spellingShingle Tonia Carter
Robert K. Valenzuela
Srinivasulu Yerukala Sathipati
Rafael Medina-Flores
Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
chemotherapy resistance
glioblastoma
oncogene
somatic variant
temozolomide
title Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
title_full Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
title_fullStr Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
title_full_unstemmed Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
title_short Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
title_sort gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide
topic chemotherapy resistance
glioblastoma
oncogene
somatic variant
temozolomide
url https://www.frontiersin.org/articles/10.3389/fgene.2023.1320789/full
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