Smart breeding driven by big data, artificial intelligence, and integrated genomic-enviromic prediction

Y Xu, X Zhang, H Li, H Zheng, J Zhang, MS Olsen… - Molecular Plant, 2022 - cell.com
The first paradigm of plant breeding involves direct selection-based phenotypic observation,
followed by predictive breeding using statistical models for quantitative traits constructed …

[HTML][HTML] Applications of artificial intelligence in climate-resilient smart-crop breeding

MHU Khan, S Wang, J Wang, S Ahmar… - International Journal of …, 2022 - mdpi.com
Recently, Artificial intelligence (AI) has emerged as a revolutionary field, providing a great
opportunity in sha** modern crop breeding, and is extensively used indoors for plant …

The modern plant breeding triangle: optimizing the use of genomics, phenomics, and enviromics data

J Crossa, R Fritsche-Neto… - Frontiers in plant …, 2021 - frontiersin.org
Continued increases in genetic gain demonstrate the success of established public and
private plant breeding programs. Nevertheless, in the last two decades, a growing body of …

Breeding crops for drought-affected environments and improved climate resilience

M Cooper, CD Messina - The Plant Cell, 2023 - academic.oup.com
Breeding climate-resilient crops with improved levels of abiotic and biotic stress resistance
as a response to climate change presents both opportunities and challenges. Applying the …

[HTML][HTML] Harnessing crop wild diversity for climate change adaptation

AJ Cortés, F López-Hernández - Genes, 2021 - mdpi.com
Warming and drought are reducing global crop production with a potential to substantially
worsen global malnutrition. As with the green revolution in the last century, plant genetics …

[HTML][HTML] A Comprehensive Review on Chickpea (Cicer arietinum L.) Breeding for Abiotic Stress Tolerance and Climate Change Resilience

O Arriagada, F Cacciuttolo, RA Cabeza… - International Journal of …, 2022 - mdpi.com
Chickpea is one of the most important pulse crops worldwide, being an excellent source of
protein. It is grown under rain-fed conditions averaging yields of 1 t/ha, far from its potential …

Modern strategies to assess and breed forest tree adaptation to changing climate

AJ Cortés, M Restrepo-Montoya… - Frontiers in Plant …, 2020 - frontiersin.org
Studying the genetics of adaptation to new environments in ecologically and industrially
important tree species is currently a major research line in the fields of plant science and …

[HTML][HTML] An integrated framework reinstating the environmental dimension for GWAS and genomic selection in crops

X Li, T Guo, J Wang, WA Bekele, S Sukumaran… - Molecular Plant, 2021 - cell.com
Identifying mechanisms and pathways involved in gene–environment interplay and
phenotypic plasticity is a long-standing challenge. It is highly desirable to establish an …

[HTML][HTML] Satellite-enabled enviromics to enhance crop improvement

RT Resende, L Hickey, CH Amaral, LL Peixoto… - Molecular Plant, 2024 - cell.com
Enviromics refers to the characterization of micro-and macroenvironments based on large-
scale environmental datasets. By providing genotypic recommendations with predictive …

[HTML][HTML] Twelve years into genomic selection in forest trees: climbing the slope of enlightenment of marker assisted tree breeding

D Grattapaglia - Forests, 2022 - mdpi.com
Twelve years have passed since the early outlooks of applying genomic selection (GS) to
forest tree breeding, initially based on deterministic simulations, soon followed by empirical …