Impacts of salinity stress on crop plants: Improving salt tolerance through genetic and molecular dissection

K Atta, S Mondal, S Gorai, AP Singh, A Kumari… - Frontiers in Plant …, 2023 - frontiersin.org
Improper use of water resources in irrigation that contain a significant amount of salts, faulty
agronomic practices such as improper fertilization, climate change etc. are gradually …

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 …

DNNGP, a deep neural network-based method for genomic prediction using multi-omics data in plants

K Wang, MA Abid, A Rasheed, J Crossa, S Hearne… - Molecular Plant, 2023 - cell.com
Genomic prediction is an effective way to accelerate the rate of agronomic trait improvement
in plants. Traditional methods typically use linear regression models with clear assumptions; …

Enhancing genetic gain in the era of molecular breeding

Y Xu, P Li, C Zou, Y Lu, C Xie, X Zhang… - Journal of …, 2017 - academic.oup.com
As one of the important concepts in conventional quantitative genetics and breeding, genetic
gain can be defined as the amount of increase in performance that is achieved annually …

Enhancing genetic gain through genomic selection: from livestock to plants

Y Xu, X Liu, J Fu, H Wang, J Wang, C Huang… - Plant …, 2020 - cell.com
Although long-term genetic gain has been achieved through increasing use of modern
breeding methods and technologies, the rate of genetic gain needs to be accelerated to …

[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 …

Trait discovery and editing in tomato

C Rothan, I Diouf, M Causse - The Plant Journal, 2019 - Wiley Online Library
Tomato (Solanum lycopersicum), which is used for both processing and fresh markets, is a
major crop species that is the top ranked vegetable produced over the world. Tomato is also …

[HTML][HTML] Integrated genomic selection for rapid improvement of crops

G Krishnappa, S Savadi, BS Tyagi, SK Singh… - Genomics, 2021 - Elsevier
An increase in the rate of crop improvement is essential for achieving sustained food
production and other needs of ever-increasing population. Genomic selection (GS) is a …

Exploring deep learning for complex trait genomic prediction in polyploid outcrossing species

LM Zingaretti, SA Gezan, LFV Ferrão… - Frontiers in plant …, 2020 - frontiersin.org
Genomic prediction (GP) is the procedure whereby the genetic merits of untested candidates
are predicted using genome wide marker information. Although numerous examples of GP …

Advances in omics approaches for abiotic stress tolerance in tomato

J Chaudhary, P Khatri, P Singla, S Kumawat, A Kumari… - Biology, 2019 - mdpi.com
Tomato, one of the most important crops worldwide, has a high demand in the fresh fruit
market and processed food industries. Despite having considerably high productivity …