Accelerating climate resilient plant breeding by applying next-generation artificial intelligence

AL Harfouche, DA Jacobson, D Kainer, JC Romero… - Trends in …, 2019 - cell.com
Breeding crops for high yield and superior adaptability to new and variable climates is
imperative to ensure continued food security, biomass production, and ecosystem services …

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 …

Increase crop resilience to heat stress using omic strategies

R Zhou, F Jiang, L Niu, X Song, L Yu, Y Yang… - Frontiers in Plant …, 2022 - frontiersin.org
Varieties of various crops with high resilience are urgently needed to feed the increased
population in climate change conditions. Human activities and climate change have led to …

IPOP: an integrative plant multi-omics platform for cross-species comparison and evolutionary study

W Huang, X Hu, Y Ren, M Song, C Ma… - Molecular Biology and …, 2023 - academic.oup.com
The advent of high-throughput sequencing technologies has led to the production of a
significant amount of omics data in plants, which serves as valuable assets for conducting …

Genome wide association studies and genomic selection for crop improvement in the era of Big Data

AR Bentley, C Chen, N D'Agostino - Frontiers in Genetics, 2022 - frontiersin.org
The exploitation of the genetic diversity of crops is essential for breeding purposes, as the
identification of useful/beneficial alleles for target traits within plant genetic resources allows …

[HTML][HTML] Integrating multi-omics data for crop improvement

F Scossa, S Alseekh, AR Fernie - Journal of plant physiology, 2021 - Elsevier
Our agricultural systems are now in urgent need to secure food for a growing world
population. To meet this challenge, we need a better characterization of plant genetic and …

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 …

Understanding Omics Driven Plant Improvement and de novo Crop Domestication: Some Examples

R Kumar, V Sharma, S Suresh, DP Ramrao… - Frontiers in …, 2021 - frontiersin.org
In the current era, one of biggest challenges is to shorten the breeding cycle for rapid
generation of a new crop variety having high yield capacity, disease resistance, high nutrient …

Biotechnological and digital revolution for climate-smart plant breeding

F Taranto, A Nicolia, S Pavan, P De Vita, N D'Agostino - Agronomy, 2018 - mdpi.com
Climate change, associated with global warming, extreme weather events, and increasing
incidence of weeds, pests and pathogens, is strongly influencing major cropping systems. In …

Digital applications and artificial intelligence in agriculture toward next-generation plant phenotyping

P Tripodi, N Nicastro, C Pane… - Crop and Pasture …, 2022 - CSIRO Publishing
In the upcoming years, global changes in agricultural and environmental systems will
require innovative approaches in crop research to ensure more efficient use of natural …