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Multi-omics approaches to disease [PDF]
Genome Biology, 2017 High-throughput technologies have revolutionized medical research. The advent of genotyping arrays enabled large-scale genome-wide association studies and methods for examining global transcript levels, which gave rise to the field of "integrative genetics".
Hasin, Yehudit +2 more
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Envisioning population‐scale immune multi‐omics atlas projects [PDF]
Clinical and Translational MedicineYuhui Zheng, Jianhua Yin, Chuanyu Liu
doaj +2 more sources
Multi-Omics Integration in a Twin Cohort and Predictive Modeling of Blood Pressure Values [PDF]
, 2022 Abnormal blood pressure is strongly associated with risk of high-prevalence diseases, making the study of blood pressure a major public health challenge. Although biological mechanisms underlying hypertension at the single omic level have been discovered,
Ollikainen Miina +8 more
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Multi-Omics for the Understanding of Brain Diseases [PDF]
Life, 2021 Brain diseases, including both neurodegenerative diseases and mental disorders, represent the third largest healthcare problem in developed countries, after cardiovascular disorders and cancer [...]
Villa C., Yoon J. H.
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Integrative Multi-Omics in Biomedical Research [PDF]
Biomolecules, 2021 Genome technologies have revolutionized biomedicine, but the complexity of biological systems cannot be explained by genomics alone [...]
Hill, Michelle M., Gerner, Christopher
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BPDanek/multi-omics-pdd-FL-study: Zenodo Release [PDF]
, 2023 Federated Learning for multi-omics: a performance evaluation in Parkinson's ...
Benjamin Danek, Paul Suhwan Lee
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BPDanek/multi-omics-pdd-FL-study: Public Release [PDF]
, 2023 Federated Learning for multi-omics: a performance evaluation in Parkinson's disease by Benjamin Danek, Mary B.
Lee, Paul Suhwan +8 more
core +1 more source
Multi-Omics Profiling for Health
Molecular & Cellular Proteomics, 2023 The world has witnessed a steady rise in both non-infectious and infectious chronic diseases, prompting a cross-disciplinary approach to understand and treating disease. Current medical care focuses on treating people after they become patients rather than preventing illness, leading to high costs in treating chronic and late-stage diseases ...
Mohan Babu, Michael Snyder
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BMC Infectious Diseases, 2023 Background The aim of this study was to determine the prevalence of high-risk human papillomavirus (HR-HPV) and the correlation between multiple infections and cervical lesions.
Qinli Luo +6 more
doaj +1 more source
Multimodal Learning for Multi-omics: A Survey
World Scientific Annual Review of Artificial Intelligence, 2023 With advanced imaging, sequencing, and profiling technologies, multiple omics data become increasingly available and hold promises for many healthcare applications such as cancer diagnosis and treatment. Multimodal learning for integrative multi-omics analysis can help researchers and practitioners gain deep insights into human diseases and improve ...
Sina Tabakhi +3 more
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