An Introduction to Systems Analytics and Integration of Big Omics Data
- PMID: 32111000
- PMCID: PMC7140791
- DOI: 10.3390/genes11030245
An Introduction to Systems Analytics and Integration of Big Omics Data
Abstract
A major technological shift in the research community in the past decade has been the adoption of high throughput (HT) technologies to interrogate the genome, epigenome, transcriptome, and proteome in a massively parallel fashion [...].
Conflict of interest statement
The author declares no conflict of interest.
Similar articles
-
Multi-omics data integration considerations and study design for biological systems and disease.Mol Omics. 2021 Apr 19;17(2):170-185. doi: 10.1039/d0mo00041h. Mol Omics. 2021. PMID: 33347526 Free PMC article. Review.
-
Multi-Omics of Single Cells: Strategies and Applications.Trends Biotechnol. 2016 Aug;34(8):605-608. doi: 10.1016/j.tibtech.2016.04.004. Epub 2016 May 20. Trends Biotechnol. 2016. PMID: 27212022 Free PMC article.
-
Advanced Omics Techniques for Understanding Cochlear Genome, Epigenome, and Transcriptome in Health and Disease.Biomolecules. 2023 Oct 17;13(10):1534. doi: 10.3390/biom13101534. Biomolecules. 2023. PMID: 37892216 Free PMC article. Review.
-
Machine Learning and Integrative Analysis of Biomedical Big Data.Genes (Basel). 2019 Jan 28;10(2):87. doi: 10.3390/genes10020087. Genes (Basel). 2019. PMID: 30696086 Free PMC article. Review.
-
Integration of omics data: how well does it work for bacteria?Mol Microbiol. 2006 Dec;62(5):1239-50. doi: 10.1111/j.1365-2958.2006.05453.x. Epub 2006 Oct 16. Mol Microbiol. 2006. PMID: 17040488 Review.
Cited by
-
Long non-coding RNAs and their potential impact on diagnosis, prognosis, and therapy in prostate cancer: racial, ethnic, and geographical considerations.Expert Rev Mol Diagn. 2021 Dec;21(12):1257-1271. doi: 10.1080/14737159.2021.1996227. Epub 2021 Nov 25. Expert Rev Mol Diagn. 2021. PMID: 34666586 Free PMC article. Review.
-
Analysis of Inducing Factors of Chronic Pulmonary Heart Disease Caused by Chronic Obstructive Pulmonary Disease at High Altitude through Epidemiological Investigation under Intelligent Medicine and Big Data.J Healthc Eng. 2022 Jan 12;2022:2612074. doi: 10.1155/2022/2612074. eCollection 2022. J Healthc Eng. 2022. Retraction in: J Healthc Eng. 2023 Oct 4;2023:9829637. doi: 10.1155/2023/9829637. PMID: 35070230 Free PMC article. Retracted.
-
A Comprehensive Metabolomics Analysis of Fecal Samples from Advanced Adenoma and Colorectal Cancer Patients.Metabolites. 2022 Jun 15;12(6):550. doi: 10.3390/metabo12060550. Metabolites. 2022. PMID: 35736483 Free PMC article.
-
Knowledge and Attitudes of Nurses Toward Genetics and Genomics: A Scoping Review.Cureus. 2025 Aug 28;17(8):e91196. doi: 10.7759/cureus.91196. eCollection 2025 Aug. Cureus. 2025. PMID: 40895662 Free PMC article. Review.
-
Ten quick tips for biomarker discovery and validation analyses using machine learning.PLoS Comput Biol. 2022 Aug 11;18(8):e1010357. doi: 10.1371/journal.pcbi.1010357. eCollection 2022 Aug. PLoS Comput Biol. 2022. PMID: 35951526 Free PMC article. No abstract available.
References
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Miscellaneous