Dataset Information

Gene expression of non-homologous end-joining pathways in the prognosis of ovarian cancer.

ABSTRACT: Ovarian cancer is the deadliest gynecologic malignancy in women, with a 46% five-year overall survival rate. The objective of the study was to investigate the effects of non-homologous end-joining (NHEJ) genes on clinical outcomes of ovarian cancer patients. To determine if these genes act as prognostic biomarkers of mortality and disease progression, the expression profiles of 48 NHEJ-associated genes were analyzed using an array of statistical and machine learning techniques: logistic regression models, decision trees, naive-Bayes, two sample t-tests, support vector machines, hierarchical clustering, principal component analysis, and neural networks. In this process, the correlation of genes with patient survival and disease progression and recurrence was noted. Also, multiple features from the gene set were found to have significant predictive capabilities. APTX, BRCA1, PAXX, LIG1, and TP53 were identified as most important out of all the candidate genes for predicting clinical outcomes of ovarian cancer patients.

SUBMITTER: Lavi ES

PROVIDER: S-EPMC10558711 | biostudies-literature | 2023 Oct

REPOSITORIES: biostudies-literature

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Gene expression of non-homologous end-joining pathways in the prognosis of ovarian cancer.

Lavi Ethan S ES Lin Z Ping ZP Ratner Elena S ES

iScience 20230915 10

Ovarian cancer is the deadliest gynecologic malignancy in women, with a 46% five-year overall survival rate. The objective of the study was to investigate the effects of non-homologous end-joining (NHEJ) genes on clinical outcomes of ovarian cancer patients. To determine if these genes act as prognostic biomarkers of mortality and disease progression, the expression profiles of 48 NHEJ-associated genes were analyzed using an array of statistical and machine learning techniques: logistic regressi ...[more]

PMID: 37810216

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Project description:The proposal aims to characterise the pathways of DSB repair and recombination in Arabidopsis with the main focus of this research being the NHEJ pathway of illegitimate recombination. We will build on our expertise and resources in the field of DSB repair in plants, using the Arabidopsis NHEJ mutant atku80 which is an excellent model system for the study of DSB repair in higher eukaryotes (West et al., 2002 Plant J. 31, 517-28). Comparison of the transcriptome in NHEJ mutant and wild type plants under different experimental conditions will identify novel candidate genes involved in DNA DSB repair or damage signalling pathways.We will conduct 4 separate experiments on Arabidopsis seedlings grown on 0.5 MS media: the first will be a control consisting of Wassilewskija (WS-2) plants grown under standard conditions. In the second experiment WS plants will be exposed to the chemotherapeutic agent bleomycin (1 microgram per ml). This agent has been shown to cause both single and double strand breaks in the genome of Arabidopsis seedlings (Menke et al., 2001 Mut. Res. 493, 87-93). This agent is used in preference to gamma irradiation, which causes high levels of oxidative damage to cellular components. These experiments will characterise for the first time the transcriptional responses of Arabidopsis cells to the specific induction of DNA strand breaks. The transcript profile will also be determined in untreated atku80 mutants. This experiment will identify the components of novel and previously characterised DNA repair pathways up regulated in the mutant background. Finally, transcript analysis of bleomycin treated atku80 mutants and comparison with untreated mutant plants and both untreated and treated WS plants will identify novel putative DSB repair genes up regulated in response to genotoxic stress in the absence of a Ku80 mediated DSB repair pathway.The results of these studies will provide new and important information which will be instrumental in identifying novel genes and pathways involved in DNA repair and genome stability in plants and help elucidate the fundamental differences that exist between animal and plant DSB repair processes. Experiment Overall Design: Number of plants pooled:20

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Dataset Information

Gene expression of non-homologous end-joining pathways in the prognosis of ovarian cancer.

Publications

Gene expression of non-homologous end-joining pathways in the prognosis of ovarian cancer.

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