[HTML][HTML] Machine learning approaches for crop improvement: Leveraging phenotypic and genotypic big data

H Tong, Z Nikoloski - Journal of plant physiology, 2021 - Elsevier
Highly efficient and accurate selection of elite genotypes can lead to dramatic shortening of
the breeding cycle in major crops relevant for sustaining present demands for food, feed …

Molecular concepts to explain heterosis in crops

F Hochholdinger, P Yu - Trends in Plant Science, 2024 - cell.com
Heterosis describes the superior performance of hybrid plants compared with their
genetically distinct parents and is a pillar of global food security. Here we review the current …

Assessment of genetic parameters and gene action associated with heterosis for enhancing yield characters in novel hybrid rice parental lines

MM Gaballah, KA Attia, AM Ghoneim, N Khan… - Plants, 2022 - mdpi.com
The technology of hybrid rice utilizing heterosis is an essential requirement for achieving
food security. The current study was aimed at assessing the genetic parameters and the …

Melatonin alleviates Hg toxicity by modulating redox homeostasis and the urea cycle in moss

WY Hu, HT Mao, XY Yin, JY Chen, AQ He… - Science of The Total …, 2024 - Elsevier
Mercury (Hg) is a highly toxic metal and can cause severe damage to many organisms
under natural conditions. As an effective free radical scavenger and antioxidant, Melatonin …

GROWTH REGULATING FACTOR 7-mediated arbutin metabolism enhances rice salt tolerance

Y Chen, Z Dan, S Li - The Plant Cell, 2024 - academic.oup.com
Salt stress is an environmental factor that limits plant growth and crop production. With the
rapid expansion of salinized arable land worldwide, investigating the molecular …

Revisiting plant heterosis—from field scale to molecules

A Rehman, T Dang, S Qamar, A Ilyas, R Fatema… - Genes, 2021 - mdpi.com
Heterosis refers to the increase in biomass, stature, fertility, and other characters that impart
superior performance to the F1 progeny over genetically diverged parents. The …

Multi-omics-based prediction of hybrid performance in canola

D Knoch, CR Werner, RC Meyer, D Riewe… - Theoretical and Applied …, 2021 - Springer
Key message Complementing or replacing genetic markers with transcriptomic data and use
of reproducing kernel Hilbert space regression based on Gaussian kernels increases hybrid …

The metabolomic landscape of rice heterosis highlights pathway biomarkers for predicting complex phenotypes

Z Dan, Y Chen, H Li, Y Zeng, W Xu, W Zhao… - Plant …, 2021 - academic.oup.com
Understanding the molecular mechanisms underlying complex phenotypes requires
systematic analyses of complicated metabolic networks and contributes to improvements in …

Assembly of yield heterosis of an elite rice hybrid is promising by manipulating dominant quantitative trait loci

G Shen, W Hu, X Wang, X Zhou, Z Han… - Journal of Integrative …, 2022 - Wiley Online Library
In the past, rice hybrids with strong heterosis have been obtained empirically, by developing
and testing thousands of combinations. Here, we aimed to determine whether heterosis of …

Accelerated energy metabolism plays an important role in Heterosis and maternal effect of hybrids bred from southern and northern Suminoe oysters (Crassostrea …

Z Zhang, A Li, K Zhang, C Wang, W Wang, G Zhang… - Aquaculture, 2023 - Elsevier
Oysters are a keystone species in estuaries and intertidal zones and have important
economic and ecological significance; however, worldwide, the dominant aquaculture oyster …