Multi-omics data integration, interpretation, and its application

I Subramanian, S Verma, S Kumar… - … and biology insights, 2020 - journals.sagepub.com
To study complex biological processes holistically, it is imperative to take an integrative
approach that combines multi-omics data to highlight the interrelationships of the involved …

MiBiOmics: an interactive web application for multi-omics data exploration and integration

J Zoppi, JF Guillaume, M Neunlist, S Chaffron - BMC bioinformatics, 2021 - Springer
Background Multi-omics experimental approaches are becoming common practice in
biological and medical sciences underlining the need to design new integrative techniques …

State of the field in multi-omics research: from computational needs to data mining and sharing

M Krassowski, V Das, SK Sahu, BB Misra - Frontiers in Genetics, 2020 - frontiersin.org
Multi-omics, variously called integrated omics, pan-omics, and trans-omics, aims to combine
two or more omics data sets to aid in data analysis, visualization and interpretation to …

[HTML][HTML] Integration strategies of multi-omics data for machine learning analysis

M Picard, MP Scott-Boyer, A Bodein, O Périn… - Computational and …, 2021 - Elsevier
Increased availability of high-throughput technologies has generated an ever-growing
number of omics data that seek to portray many different but complementary biological …

Vertical and horizontal integration of multi-omics data with miodin

B Ulfenborg - BMC bioinformatics, 2019 - Springer
Background Studies on multiple modalities of omics data such as transcriptomics, genomics
and proteomics are growing in popularity, since they allow us to investigate complex …

Multi-omics integration in biomedical research–A metabolomics-centric review

MA Wörheide, J Krumsiek, G Kastenmüller… - Analytica chimica …, 2021 - Elsevier
Recent advances in high-throughput technologies have enabled the profiling of multiple
layers of a biological system, including DNA sequence data (genomics), RNA expression …

Multi-omics data integration considerations and study design for biological systems and disease

S Graw, K Chappell, CL Washam, A Gies, J Bird… - Molecular omics, 2021 - pubs.rsc.org
With the advancement of next-generation sequencing and mass spectrometry, there is a
growing need for the ability to merge biological features in order to study a system as a …

Missing data in multi-omics integration: Recent advances through artificial intelligence

JE Flores, DM Claborne, ZD Weller… - Frontiers in Artificial …, 2023 - frontiersin.org
Biological systems function through complex interactions between various 'omics
(biomolecules), and a more complete understanding of these systems is only possible …

Biological insights through omics data integration

E Noor, S Cherkaoui, U Sauer - Current Opinion in Systems Biology, 2019 - Elsevier
The number of studies that collect and publish large-scale multiomics data is rapidly
increasing. So far, we have not realized the full potential of the biological insights that can be …

Web-based multi-omics integration using the analyst software suite

JD Ewald, G Zhou, Y Lu, J Kolic, C Ellis, JD Johnson… - Nature …, 2024 - nature.com
The growing number of multi-omics studies demands clear conceptual workflows coupled
with easy-to-use software tools to facilitate data analysis and interpretation. This protocol …