Systematic multi-omics integration (MOI) approach in plant systems biology

IN Jamil, J Remali, KA Azizan… - Frontiers in plant …, 2020 - frontiersin.org
Across all facets of biology, the rapid progress in high-throughput data generation has
enabled us to perform multi-omics systems biology research. Transcriptomics, proteomics …

Machine learning: its challenges and opportunities in plant system biology

M Hesami, M Alizadeh, AMP Jones… - Applied Microbiology and …, 2022 - Springer
Sequencing technologies are evolving at a rapid pace, enabling the generation of massive
amounts of data in multiple dimensions (eg, genomics, epigenomics, transcriptomic …

Integrated omics approaches in plant systems biology

A Fukushima, M Kusano, H Redestig, M Arita… - Current opinion in …, 2009 - Elsevier
Understanding cellular metabolic systems is vital not only for determining the function of
enzymatic genes, but also for elucidating the coordination among various metabolic …

[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 …

Majorbio Cloud: A one‐stop, comprehensive bioinformatic platform for multiomics analyses

Y Ren, G Yu, C Shi, L Liu, Q Guo, C Han, D Zhang… - IMeta, 2022 - Wiley Online Library
The rapid developments of high‐throughput sequencing technology in the last decade
allowed the emergence of multiomics analyses. Analytic platforms for high‐throughput omics …

Charting plant gene functions in the multi-omics and single-cell era

T Depuydt, B De Rybel, K Vandepoele - Trends in Plant Science, 2023 - cell.com
Despite the increased access to high-quality plant genome sequences, the set of genes with
a known function remains far from complete. With the advent of novel bulk and single-cell …

From single-to multi-omics: future research trends in medicinal plants

L Yang, Y Yang, L Huang, X Cui… - Briefings in bioinformatics, 2023 - academic.oup.com
Medicinal plants are the main source of natural metabolites with specialised
pharmacological activities and have been widely examined by plant researchers. Numerous …

Advances in omics and bioinformatics tools for systems analyses of plant functions

K Mochida, K Shinozaki - Plant and Cell Physiology, 2011 - academic.oup.com
Omics and bioinformatics are essential to understanding the molecular systems that underlie
various plant functions. Recent game-changing sequencing technologies have revitalized …

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 …

Integrating omics databases for enhanced crop breeding

H Chao, S Zhang, Y Hu, Q Ni, S Xin, L Zhao… - Journal of Integrative …, 2024 - degruyter.com
Crop plant breeding involves selecting and developing new plant varieties with desirable
traits such as increased yield, improved disease resistance, and enhanced nutritional value …