Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis
The clinical characteristics of clear cell carcinoma (CCC) and endometrioid carcinoma EC) are concomitant with endometriosis (ES), which leads to the postulation of malignant transformation of ES to endometriosis-associated ovarian carcinoma (EAOC). Different deregulated functional areas were propos...
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doaj-5b38117209ce46e2816fe126a8ae39e02020-11-24T22:08:53ZengMDPI AGInternational Journal of Molecular Sciences1422-00672017-11-011811234510.3390/ijms18112345ijms18112345Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based AnalysisChia-Ming Chang0Yi-Ping Yang1Jen-Hua Chuang2Chi-Mu Chuang3Tzu-Wei Lin4Peng-Hui Wang5Mu-Hsien Yu6Cheng-Chang Chang7School of Medicine, National Yang-Ming University, Taipei 112, TaiwanSchool of Medicine, National Yang-Ming University, Taipei 112, TaiwanSchool of Medicine, National Yang-Ming University, Taipei 112, TaiwanSchool of Medicine, National Yang-Ming University, Taipei 112, TaiwanSchool of Medicine, National Yang-Ming University, Taipei 112, TaiwanSchool of Medicine, National Yang-Ming University, Taipei 112, TaiwanDepartment of Obstetrics and Gynecology, Tri-Service General Hospital, National Defense Medical Center, Taipei 114, TaiwanDepartment of Obstetrics and Gynecology, Tri-Service General Hospital, National Defense Medical Center, Taipei 114, TaiwanThe clinical characteristics of clear cell carcinoma (CCC) and endometrioid carcinoma EC) are concomitant with endometriosis (ES), which leads to the postulation of malignant transformation of ES to endometriosis-associated ovarian carcinoma (EAOC). Different deregulated functional areas were proposed accounting for the pathogenesis of EAOC transformation, and there is still a lack of a data-driven analysis with the accumulated experimental data in publicly-available databases to incorporate the deregulated functions involved in the malignant transformation of EOAC. We used the microarray gene expression datasets of ES, CCC and EC downloaded from the National Center for Biotechnology Information Gene Expression Omnibus (NCBI GEO) database. Then, we investigated the pathogenesis of EAOC by a data-driven, function-based analytic model with the quantified molecular functions defined by 1454 Gene Ontology (GO) term gene sets. This model converts the gene expression profiles to the functionome consisting of 1454 quantified GO functions, and then, the key functions involving the malignant transformation of EOAC can be extracted by a series of filters. Our results demonstrate that the deregulated oxidoreductase activity, metabolism, hormone activity, inflammatory response, innate immune response and cell-cell signaling play the key roles in the malignant transformation of EAOC. These results provide the evidence supporting the specific molecular pathways involved in the malignant transformation of EAOC.https://www.mdpi.com/1422-0067/18/11/2345endometriosisovarian carcinomafunction-baseddata-driven analysismicroarray gene expression datasetsGene Ontology |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chia-Ming Chang Yi-Ping Yang Jen-Hua Chuang Chi-Mu Chuang Tzu-Wei Lin Peng-Hui Wang Mu-Hsien Yu Cheng-Chang Chang |
spellingShingle |
Chia-Ming Chang Yi-Ping Yang Jen-Hua Chuang Chi-Mu Chuang Tzu-Wei Lin Peng-Hui Wang Mu-Hsien Yu Cheng-Chang Chang Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis International Journal of Molecular Sciences endometriosis ovarian carcinoma function-based data-driven analysis microarray gene expression datasets Gene Ontology |
author_facet |
Chia-Ming Chang Yi-Ping Yang Jen-Hua Chuang Chi-Mu Chuang Tzu-Wei Lin Peng-Hui Wang Mu-Hsien Yu Cheng-Chang Chang |
author_sort |
Chia-Ming Chang |
title |
Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis |
title_short |
Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis |
title_full |
Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis |
title_fullStr |
Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis |
title_full_unstemmed |
Discovering the Deregulated Molecular Functions Involved in Malignant Transformation of Endometriosis to Endometriosis-Associated Ovarian Carcinoma Using a Data-Driven, Function-Based Analysis |
title_sort |
discovering the deregulated molecular functions involved in malignant transformation of endometriosis to endometriosis-associated ovarian carcinoma using a data-driven, function-based analysis |
publisher |
MDPI AG |
series |
International Journal of Molecular Sciences |
issn |
1422-0067 |
publishDate |
2017-11-01 |
description |
The clinical characteristics of clear cell carcinoma (CCC) and endometrioid carcinoma EC) are concomitant with endometriosis (ES), which leads to the postulation of malignant transformation of ES to endometriosis-associated ovarian carcinoma (EAOC). Different deregulated functional areas were proposed accounting for the pathogenesis of EAOC transformation, and there is still a lack of a data-driven analysis with the accumulated experimental data in publicly-available databases to incorporate the deregulated functions involved in the malignant transformation of EOAC. We used the microarray gene expression datasets of ES, CCC and EC downloaded from the National Center for Biotechnology Information Gene Expression Omnibus (NCBI GEO) database. Then, we investigated the pathogenesis of EAOC by a data-driven, function-based analytic model with the quantified molecular functions defined by 1454 Gene Ontology (GO) term gene sets. This model converts the gene expression profiles to the functionome consisting of 1454 quantified GO functions, and then, the key functions involving the malignant transformation of EOAC can be extracted by a series of filters. Our results demonstrate that the deregulated oxidoreductase activity, metabolism, hormone activity, inflammatory response, innate immune response and cell-cell signaling play the key roles in the malignant transformation of EAOC. These results provide the evidence supporting the specific molecular pathways involved in the malignant transformation of EAOC. |
topic |
endometriosis ovarian carcinoma function-based data-driven analysis microarray gene expression datasets Gene Ontology |
url |
https://www.mdpi.com/1422-0067/18/11/2345 |
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