Cargando…
“Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy
BACKGROUND: Large-scale “omics” datasets have not been leveraged and integrated with functional analyses to discover potential drivers of cardiomyopathy. This study addresses the knowledge gap. METHODS: We coupled RNA sequence (RNA-Seq) variant detection and transcriptome profiling with pathway anal...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6292014/ https://www.ncbi.nlm.nih.gov/pubmed/30541556 http://dx.doi.org/10.1186/s12920-018-0439-6 |
_version_ | 1783380328384036864 |
---|---|
author | Campbell, Nzali V. Weitzenkamp, David A. Campbell, Ian L. Schmidt, Ronald F. Hicks, Chindo Morgan, Michael J. Irwin, David C. Tentler, John J. |
author_facet | Campbell, Nzali V. Weitzenkamp, David A. Campbell, Ian L. Schmidt, Ronald F. Hicks, Chindo Morgan, Michael J. Irwin, David C. Tentler, John J. |
author_sort | Campbell, Nzali V. |
collection | PubMed |
description | BACKGROUND: Large-scale “omics” datasets have not been leveraged and integrated with functional analyses to discover potential drivers of cardiomyopathy. This study addresses the knowledge gap. METHODS: We coupled RNA sequence (RNA-Seq) variant detection and transcriptome profiling with pathway analysis to model drug refractory dilated cardiomyopathy (drDCM) using the BaseSpace sequencing hub and Ingenuity Pathway Analysis. We used RNA-Seq case-control datasets (n = 6 cases, n = 4 controls), exome sequence familial DCM datasets (n = 3 Italians, n = 5 Italians, n = 5 Chinese), and controls from the HapMap project (n = 5 Caucasians, and n = 5 Asians) for disease modeling and putative mutation discovery. Variant replication datasets: n = 128 cases and n = 15 controls. Source of datasets: NCBI Sequence Read Archive. Statistics: Pairwise differential expression analyses to determine differentially expressed genes and t-tests to calculate p-values. We adjusted for false discovery rates and reported q-values. We used chi-square tests to assess independence among variables, the Fisher’s Exact Tests and overlap p-values for the pathways and p-scores to rank network. RESULTS: Data revealed that ECHS1(enoyl-CoA hydratase, short chain 1(log(2)(foldchange) = 1.63329) hosts a mirtron, MIR3944 expressed in drDCM (FPKM = 5.2857) and not in controls (FPKM = 0). Has-miR3944-3p is a putative target of BAG1 (BCL2 associated athanogene 1(log(2)(foldchange) = 1.31978) and has-miR3944-5p of ITGAV (integrin subunit alpha V(log(2)(foldchange) = 1.46107) and RHOD (ras homolog family member D(log(2)(foldchange) = 1.28851). There is an association between ECHS1:11 V/A(rs10466126) and drDCM (p = 0.02496). The interaction (p = 2.82E-07) between ECHS1:75 T/I(rs1049951) and ECHS1:rs10466126 is associated with drDCM (p < 2.2e-16). ECHS1:rs10466126 and ECHS1:rs1049951 are in linkage disequilibrium (D’ = 1). The interaction (p = 7.84E-08) between ECHS1:rs1049951 and the novel ECHS1:c.41insT variant is associated with drDCM (p < 2.2e-16). The interaction (p = 0.001096) between DBT (Dihydrolipoamide branched chain transacylase E2):384G/S(rs12021720) and ECHS1:rs10466126 is associated with drDCM (p < 2.2e-16). At the mRNA level, there is an association between ECHS1 (log(2)(foldchange) = 1.63329; q = 0.013927) and DBT (log(2)(foldchange) = 0.955072; q = 0.0368792) with drDCM. ECHS1 is involved in valine (−log (p = 3.39E00)), isoleucine degradation (p = 0.00457), fatty acid β-oxidation (−log(p) = 2.83E00), and drug metabolism:cytochrome P450 (z-score = 2.07985196) pathways. The mitochondria (−log(p) = 8.73E00), oxidative phosphorylation (−log(p) = 5.35E00) and TCA-cycle II (−log(p) = 2.70E00) are dysfunctional. CONCLUSIONS: We introduce an integrative data strategy that considers the interplay between the DNA, mRNA, and associated pathways, which represents a possible diagnostic, prognostic, biomarker, and personalized treatment discovery approach in genomically heterogeneous diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12920-018-0439-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6292014 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-62920142018-12-17 “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy Campbell, Nzali V. Weitzenkamp, David A. Campbell, Ian L. Schmidt, Ronald F. Hicks, Chindo Morgan, Michael J. Irwin, David C. Tentler, John J. BMC Med Genomics Research Article BACKGROUND: Large-scale “omics” datasets have not been leveraged and integrated with functional analyses to discover potential drivers of cardiomyopathy. This study addresses the knowledge gap. METHODS: We coupled RNA sequence (RNA-Seq) variant detection and transcriptome profiling with pathway analysis to model drug refractory dilated cardiomyopathy (drDCM) using the BaseSpace sequencing hub and Ingenuity Pathway Analysis. We used RNA-Seq case-control datasets (n = 6 cases, n = 4 controls), exome sequence familial DCM datasets (n = 3 Italians, n = 5 Italians, n = 5 Chinese), and controls from the HapMap project (n = 5 Caucasians, and n = 5 Asians) for disease modeling and putative mutation discovery. Variant replication datasets: n = 128 cases and n = 15 controls. Source of datasets: NCBI Sequence Read Archive. Statistics: Pairwise differential expression analyses to determine differentially expressed genes and t-tests to calculate p-values. We adjusted for false discovery rates and reported q-values. We used chi-square tests to assess independence among variables, the Fisher’s Exact Tests and overlap p-values for the pathways and p-scores to rank network. RESULTS: Data revealed that ECHS1(enoyl-CoA hydratase, short chain 1(log(2)(foldchange) = 1.63329) hosts a mirtron, MIR3944 expressed in drDCM (FPKM = 5.2857) and not in controls (FPKM = 0). Has-miR3944-3p is a putative target of BAG1 (BCL2 associated athanogene 1(log(2)(foldchange) = 1.31978) and has-miR3944-5p of ITGAV (integrin subunit alpha V(log(2)(foldchange) = 1.46107) and RHOD (ras homolog family member D(log(2)(foldchange) = 1.28851). There is an association between ECHS1:11 V/A(rs10466126) and drDCM (p = 0.02496). The interaction (p = 2.82E-07) between ECHS1:75 T/I(rs1049951) and ECHS1:rs10466126 is associated with drDCM (p < 2.2e-16). ECHS1:rs10466126 and ECHS1:rs1049951 are in linkage disequilibrium (D’ = 1). The interaction (p = 7.84E-08) between ECHS1:rs1049951 and the novel ECHS1:c.41insT variant is associated with drDCM (p < 2.2e-16). The interaction (p = 0.001096) between DBT (Dihydrolipoamide branched chain transacylase E2):384G/S(rs12021720) and ECHS1:rs10466126 is associated with drDCM (p < 2.2e-16). At the mRNA level, there is an association between ECHS1 (log(2)(foldchange) = 1.63329; q = 0.013927) and DBT (log(2)(foldchange) = 0.955072; q = 0.0368792) with drDCM. ECHS1 is involved in valine (−log (p = 3.39E00)), isoleucine degradation (p = 0.00457), fatty acid β-oxidation (−log(p) = 2.83E00), and drug metabolism:cytochrome P450 (z-score = 2.07985196) pathways. The mitochondria (−log(p) = 8.73E00), oxidative phosphorylation (−log(p) = 5.35E00) and TCA-cycle II (−log(p) = 2.70E00) are dysfunctional. CONCLUSIONS: We introduce an integrative data strategy that considers the interplay between the DNA, mRNA, and associated pathways, which represents a possible diagnostic, prognostic, biomarker, and personalized treatment discovery approach in genomically heterogeneous diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12920-018-0439-6) contains supplementary material, which is available to authorized users. BioMed Central 2018-12-12 /pmc/articles/PMC6292014/ /pubmed/30541556 http://dx.doi.org/10.1186/s12920-018-0439-6 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Campbell, Nzali V. Weitzenkamp, David A. Campbell, Ian L. Schmidt, Ronald F. Hicks, Chindo Morgan, Michael J. Irwin, David C. Tentler, John J. “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title | “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title_full | “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title_fullStr | “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title_full_unstemmed | “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title_short | “Omics” data integration and functional analyses link Enoyl-CoA hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
title_sort | “omics” data integration and functional analyses link enoyl-coa hydratase, short chain 1 to drug refractory dilated cardiomyopathy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6292014/ https://www.ncbi.nlm.nih.gov/pubmed/30541556 http://dx.doi.org/10.1186/s12920-018-0439-6 |
work_keys_str_mv | AT campbellnzaliv omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT weitzenkampdavida omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT campbellianl omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT schmidtronaldf omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT hickschindo omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT morganmichaelj omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT irwindavidc omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy AT tentlerjohnj omicsdataintegrationandfunctionalanalyseslinkenoylcoahydrataseshortchain1todrugrefractorydilatedcardiomyopathy |