Smart reprograming of plants against salinity stress using modern biotechnological tools

A Raza, J Tabassum, AZ Fakhar, R Sharif… - Critical reviews in …, 2023 - Taylor & Francis
Climate change gives rise to numerous environmental stresses, including soil salinity.
Salinity/salt stress is the second biggest abiotic factor affecting agricultural productivity …

Designing future crops: genomics-assisted breeding comes of age

RK Varshney, A Bohra, J Yu, A Graner, Q Zhang… - Trends in Plant …, 2021 - cell.com
Over the past decade, genomics-assisted breeding (GAB) has been instrumental in
harnessing the potential of modern genome resources and characterizing and exploiting …

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 …

Reap the crop wild relatives for breeding future crops

A Bohra, B Kilian, S Sivasankar, M Caccamo… - Trends in …, 2022 - cell.com
Crop wild relatives (CWRs) have provided breeders with several'game-changing'traits or
genes that have boosted crop resilience and global agricultural production. Advances in …

Status and prospects of genome‐wide association studies in plants

L Tibbs Cortes, Z Zhang, J Yu - The plant genome, 2021 - Wiley Online Library
Genome‐wide association studies (GWAS) have developed into a powerful and ubiquitous
tool for the investigation of complex traits. In large part, this was fueled by advances in …

LightGBM: accelerated genomically designed crop breeding through ensemble learning

J Yan, Y Xu, Q Cheng, S Jiang, Q Wang, Y Xiao, C Ma… - Genome biology, 2021 - Springer
LightGBM is an ensemble model of decision trees for classification and regression
prediction. We demonstrate its utility in genomic selection-assisted breeding with a large …

Machine learning bridges omics sciences and plant breeding

J Yan, X Wang - Trends in Plant Science, 2023 - cell.com
Some of the biological knowledge obtained from fundamental research will be implemented
in applied plant breeding. To bridge basic research and breeding practice, machine learning …

Drought stress in grain legumes: Effects, tolerance mechanisms and management

M Khatun, S Sarkar, FM Era, AKMM Islam, MP Anwar… - Agronomy, 2021 - mdpi.com
Grain legumes are important sources of proteins, essential micronutrients and vitamins and
for human nutrition. Climate change, including drought, is a severe threat to grain legume …

State-of-the-art internet of things in protected agriculture

X Shi, X An, Q Zhao, H Liu, L Xia, X Sun, Y Guo - Sensors, 2019 - mdpi.com
The Internet of Things (IoT) has tremendous success in health care, smart city, industrial
production and so on. Protected agriculture is one of the fields which has broad application …

Impacts, tolerance, adaptation, and mitigation of heat stress on wheat under changing climates

MR Yadav, M Choudhary, J Singh, MK Lal… - International Journal of …, 2022 - mdpi.com
Heat stress (HS) is one of the major abiotic stresses affecting the production and quality of
wheat. Rising temperatures are particularly threatening to wheat production. A detailed …