[HTML][HTML] Genomic selection: A tool for accelerating the efficiency of molecular breeding for development of climate-resilient crops

N Budhlakoti, AK Kushwaha, A Rai… - Frontiers in …, 2022 - frontiersin.org
Since the inception of the theory and conceptual framework of genomic selection (GS),
extensive research has been done on evaluating its efficiency for utilization in crop …

[HTML][HTML] Cold stress in plants: Strategies to improve cold tolerance in forage species

L Adhikari, R Baral, D Paudel, D Min, SO Makaju… - Plant Stress, 2022 - Elsevier
Cold stress (CS) affects the survivability, geographical distribution, and yield stability of
crops. Suitable management and agronomic practices can minimize the crop losses …

[HTML][HTML] Deep learning for predicting complex traits in spring wheat breeding program

KS Sandhu, DN Lozada, Z Zhang… - Frontiers in Plant …, 2021 - frontiersin.org
Genomic selection (GS) is transforming the field of plant breeding and implementing models
that improve prediction accuracy for complex traits is needed. Analytical methods for …

[HTML][HTML] Combining genomic and phenomic information for predicting grain protein content and grain yield in spring wheat

KS Sandhu, PD Mihalyov, MJ Lewien… - Frontiers in plant …, 2021 - frontiersin.org
Genomics and high throughput phenomics have the potential to revolutionize the field of
wheat (Triticum aestivum L.) breeding. Genomic selection (GS) has been used for predicting …

Multitrait machine‐and deep‐learning models for genomic selection using spectral information in a wheat breeding program

K Sandhu, SS Patil, M Pumphrey, A Carter - The Plant Genome, 2021 - Wiley Online Library
Prediction of breeding values is central to plant breeding and has been revolutionized by the
adoption of genomic selection (GS). Use of machine‐and deep‐learning algorithms applied …

Hyperspectral imaging combined with machine learning as a tool to obtain high‐throughput plant salt‐stress phenotyping

X Feng, Y Zhan, Q Wang, X Yang, C Yu… - The Plant …, 2020 - Wiley Online Library
The rapid selection of salinity‐tolerant crops to increase food production in salinized lands is
important for sustainable agriculture. Recently, high‐throughput plant phenotyping …

Unoccupied aerial systems imagery for phenotyping in cotton, maize, soybean, and wheat breeding

AW Herr, A Adak, ME Carroll, D Elango, S Kar… - Crop …, 2023 - Wiley Online Library
High‐throughput phenotyping (HTP) with unoccupied aerial systems (UAS), consisting of
unoccupied aerial vehicles (UAV; or drones) and sensor (s), is an increasingly promising …

Advances in integrated genomic selection for rapid genetic gain in crop improvement: a review

C Anilkumar, NC Sunitha, Harikrishna, NB Devate… - Planta, 2022 - Springer
Main conclusion Genomic selection and its importance in crop breeding. Integration of GS
with new breeding tools and developing SOP for GS to achieve maximum genetic gain with …

[HTML][HTML] Estimation of maize yield and flowering time using multi-temporal UAV-based hyperspectral data

J Fan, J Zhou, B Wang, N de Leon, SM Kaeppler… - Remote Sensing, 2022 - mdpi.com
Maize (Zea mays L.) is one of the most consumed grains in the world. Within the context of
continuous climate change and the reduced availability of arable land, it is urgent to breed …

[HTML][HTML] Advances in genomics and genome editing for breeding next generation of fruit and nut crops

S Savadi, S Mangalassery, MS Sandesh - Genomics, 2021 - Elsevier
Fruit tree crops are an essential part of the food production systems and are key to achieve
food and nutrition security. Genetic improvement of fruit trees by conventional breeding has …