Translating high-throughput phenoty** into genetic gain

JL Araus, SC Kefauver, M Zaman-Allah, MS Olsen… - Trends in plant …, 2018 - cell.com
Inability to efficiently implement high-throughput field phenoty** is increasingly perceived
as a key component that limits genetic gain in breeding programs. Field phenoty** must …

[HTML][HTML] Insights into drought stress signaling in plants and the molecular genetic basis of cotton drought tolerance

T Mahmood, S Khalid, M Abdullah, Z Ahmed… - Cells, 2019 - mdpi.com
Drought stress restricts plant growth and development by altering metabolic activity and
biological functions. However, plants have evolved several cellular and molecular …

Climate change impacts on food security-focus on perennial crop** systems and nutritional value

CP Leisner - Plant Science, 2020 - Elsevier
Anthropogenic increases in fossil fuel emissions have been a primary driver of increased
concentrations of atmospheric carbon dioxide ([CO 2]) and other greenhouse gases …

Water Use Efficiency as a Constraint and Target for Improving the Resilience and Productivity of C3 and C4 Crops

ADB Leakey, JN Ferguson, CP Pignon… - Annual review of …, 2019 - annualreviews.org
The ratio of plant carbon gain to water use, known as water use efficiency (WUE), has long
been recognized as a key constraint on crop production and an important target for crop …

Opportunity and challenges of phenoty** plant salt tolerance

Y Hu, U Schmidhalter - Trends in Plant Science, 2023 - cell.com
Salinity is a key factor limiting agricultural production worldwide. Recent advances in field
phenoty** have enabled the recording of the environmental history and dynamic …

Plant genotype to phenotype prediction using machine learning

MF Danilevicz, M Gill, R Anderson, J Batley… - Frontiers in …, 2022 - frontiersin.org
Genomic prediction tools support crop breeding based on statistical methods, such as the
genomic best linear unbiased prediction (GBLUP). However, these tools are not designed to …

[HTML][HTML] Comparative aerial and ground based high throughput phenoty** for the genetic dissection of NDVI as a proxy for drought adaptive traits in durum wheat

GE Condorelli, M Maccaferri, M Newcomb… - Frontiers in plant …, 2018 - frontiersin.org
High-throughput phenoty** platforms (HTPPs) provide novel opportunities to more
effectively dissect the genetic basis of drought-adaptive traits. This genome-wide association …

Capturing crop adaptation to abiotic stress using image-based technologies

N Al-Tamimi, P Langan, V Bernád, J Walsh… - Open …, 2022 - royalsocietypublishing.org
Farmers and breeders aim to improve crop responses to abiotic stresses and secure yield
under adverse environmental conditions. To achieve this goal and select the most resilient …

Machine learning approach for prescriptive plant breeding

KA Parmley, RH Higgins, B Ganapathysubramanian… - Scientific reports, 2019 - nature.com
We explored the capability of fusing high dimensional phenotypic trait (phenomic) data with
a machine learning (ML) approach to provide plant breeders the tools to do both in-season …

A high-throughput, field-based phenoty** technology for tall biomass crops

MG Salas Fernandez, Y Bao, L Tang… - Plant …, 2017 - academic.oup.com
Recent advances in omics technologies have not been accompanied by equally efficient,
cost-effective, and accurate phenoty** methods required to dissect the genetic …