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Li W, Deng G, Zhang J, Hu E, He Y, Lv J, Sun X, Wang K, Chen L. Identification of breast cancer risk modules via an integrated strategy. Aging (Albany NY) 2019; 11:12131-12146. [PMID: 31860871 PMCID: PMC6949069 DOI: 10.18632/aging.102546] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2019] [Accepted: 11/19/2019] [Indexed: 12/17/2022]
Abstract
Breast cancer is one of the most common malignant cancers among females worldwide. This complex disease is not caused by a single gene, but resulted from multi-gene interactions, which could be represented by biological networks. Network modules are composed of genes with significant similarities in terms of expression, function and disease association. Therefore, the identification of disease risk modules could contribute to understanding the molecular mechanisms underlying breast cancer. In this paper, an integrated disease risk module identification strategy was proposed according to a multi-objective programming model for two similarity criteria as well as significance of permutation tests in Markov random field module score, function consistency score and Pearson correlation coefficient difference score. Three breast cancer risk modules were identified from a breast cancer-related interaction network. Genes in these risk modules were confirmed to play critical roles in breast cancer by literature review. These risk modules were enriched in breast cancer-related pathways or functions and could distinguish between breast tumor and normal samples with high accuracy for not only the microarray dataset used for breast cancer risk module identification, but also another two independent datasets. Our integrated strategy could be extended to other complex diseases to identify their risk modules and reveal their pathogenesis.
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Affiliation(s)
- Wan Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Gui Deng
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Ji Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Erqiang Hu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Yuehan He
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Junjie Lv
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Xilin Sun
- Molecular Imaging Research Center (MIRC), Harbin Medical University, Harbin, China.,TOF-PET/CT/MR Center, the Fourth Hospital of Harbin Medical University, Harbin, China
| | - Kai Wang
- Molecular Imaging Research Center (MIRC), Harbin Medical University, Harbin, China.,TOF-PET/CT/MR Center, the Fourth Hospital of Harbin Medical University, Harbin, China
| | - Lina Chen
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
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Vizitiu AC, Stambouli D, Pavel AG, Muresan MC, Anastasiu DM, Bejinar C, Alexa A, Marian C, Sirbu IO, Sima L. Mature miR-99a Upregulation in the Amniotic Fluid Samples from Female Fetus Down Syndrome Pregnancies: A Pilot Study. ACTA ACUST UNITED AC 2019; 55:medicina55110728. [PMID: 31703316 PMCID: PMC6915350 DOI: 10.3390/medicina55110728] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 10/25/2019] [Accepted: 11/05/2019] [Indexed: 02/07/2023]
Abstract
Background and Objective: Although Down syndrome is the most frequent aneuploidy, its pathogenic molecular mechanisms are not yet fully understood. The aim of our study is to quantify-by qRT-PCR-the expression levels of both the mature forms and the pri-miRNAs of the microRNAs resident on chromosome 21 (miR(21)) in the amniotic fluid samples from Down syndrome singleton pregnancies and to estimate the impact of the differentially expressed microRNAs on Down syndrome fetal heart and amniocytes transcriptomes. Materials and methods: We collected amniotic fluid samples harvested by trained obstetricians as part of the second trimester screening/diagnostic procedure for aneuploidies to assess the trisomy 21 status by QF-PCR and karyotyping. Next, we evaluated-by Taqman qRT-PCR-the expression levels of both the mature forms and the pri-miRNA precursors of the microRNAs resident on chromosome 21 in amniotic fluid samples from singleton Down syndrome and euploid pregnancies. Further, we combined miRWalk 3.0 microRNA target prediction with GEO DataSets analysis to estimate the impact of hsa-miR-99a abnormal expression on Down syndrome heart and amniocytes transcriptome. Results: We found a statistically significant up-regulation of the mature form of miR-99a, but not pri-miR-99a, in the amniotic fluid samples from Down syndrome pregnancies with female fetuses. GATHER functional enrichment analysis of miRWalk3.0-predicted targets from Down syndrome amniocytes and fetal hearts transcriptome GEODataSets outlined both focal adhesion and cytokine-cytokine receptor interaction signaling as novel signaling pathways impacted by miR-99a and associated with cardiac defects in female Down syndrome patients. Conclusions: The significant overexpression of miR-99a, but not pri-miR-99a, points towards an alteration of the post-transcriptional mechanisms of hsa-miR-99a maturation and/or stability in the female trisomic milieu, with a potential impact on signaling pathways important for proper development of the heart.
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Affiliation(s)
- Anda-Cornelia Vizitiu
- Doctoral School, Victor Babes University of Medicine and Pharmacy Timisoara, Eftimie Murgu Nr. 2, Timisoara 300041, Romania;
| | - Danae Stambouli
- CytoGenomic Medical Laboratory, Calea Floreasca Nr. 35, Sector 1, Bucharest 014451, Romania; (D.S.); (A.-G.P.)
| | - Anca-Gabriela Pavel
- CytoGenomic Medical Laboratory, Calea Floreasca Nr. 35, Sector 1, Bucharest 014451, Romania; (D.S.); (A.-G.P.)
| | - Maria-Cezara Muresan
- Obstetrics and Gynecology Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania (D.M.A.)
| | - Diana Maria Anastasiu
- Obstetrics and Gynecology Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania (D.M.A.)
| | - Cristina Bejinar
- Biochemistry Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania; (C.B.); (A.A.); (C.M.)
| | - Anda Alexa
- Biochemistry Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania; (C.B.); (A.A.); (C.M.)
| | - Catalin Marian
- Biochemistry Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania; (C.B.); (A.A.); (C.M.)
| | - Ioan Ovidiu Sirbu
- Biochemistry Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania; (C.B.); (A.A.); (C.M.)
- Correspondence: ; Tel.: +40-756-136-272
| | - Laurentiu Sima
- Surgical Semiology Department, Victor Babes University of Medicine and Pharmacy, Eftimie Murgu Nr. 2, Timisoara 300041, Romania;
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Han S, Wang WJ, Duan L, Hou ZL, Zeng JY, Li L, Meng MY, Zhang YY, Wang Y, Xie YH, Wang HS, Zu L, Li YX, Jiang LH. MicroRNA profiling of patients with sporadic atrial septal defect. BIOTECHNOL BIOTEC EQ 2019. [DOI: 10.1080/13102818.2019.1591932] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Affiliation(s)
- Shen Han
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
| | - Wen-Ju Wang
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
- Department of Central Laboratory, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Le Duan
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Zong-Liu Hou
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
- Department of Central Laboratory, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Jian-Yin Zeng
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Lin Li
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
- Department of Central Laboratory, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Ming-Yao Meng
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
- Department of Central Laboratory, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Ya-Yong Zhang
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
| | - Yi Wang
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
| | - Yan-Hua Xie
- Department of Central Laboratory, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Hong-Shu Wang
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Liu Zu
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
| | - Ya-Xiong Li
- Department of Cardiovascular Surgery, Yan’an Affiliated Hospital of Kunming Medical University, Yunnan, PR China
- Key Laboratory of Cardiovascular Disease of Yunnan Province, Yunnan, PR China
| | - Li-Hong Jiang
- Department of Cardiovascular Surgery, First People’s Hospital of Yunnan Province, Yunnan, PR China
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