Genotype and phenotype data standardization, utilization and integration in the big data era for agricultural sciences

CH Deng, S Naithani, S Kumari, I Cobo-Simón… - Database, 2023 - academic.oup.com
Large-scale genotype and phenotype data have been increasingly generated to identify
genetic markers, understand gene function and evolution and facilitate genomic selection …

Agricultural sciences in the big data era: Genotype and Phenotype Data Standardization, Utilization and Integration

CH Deng, S Naithani, S Kumari, I Cobo-Simón… - 2023 - preprints.org
Abstract The Genotype-Phenotype Working Group was established in November 2021 as
part of the AgBioData Consortium (https://www. agbiodata. org) with the goal of identifying …

[HTML][HTML] Genome wide association studies and genomic selection for crop improvement in the era of Big Data

AR Bentley, C Chen, N D'Agostino - Frontiers in Genetics, 2022 - frontiersin.org
The exploitation of the genetic diversity of crops is essential for breeding purposes, as the
identification of useful/beneficial alleles for target traits within plant genetic resources allows …

[HTML][HTML] Advances in integrating genomics and bioinformatics in the plant breeding pipeline

H Hu, A Scheben, D Edwards - Agriculture, 2018 - mdpi.com
With the global human population growing rapidly, agricultural production must increase to
meet crop demand. Improving crops through breeding is a sustainable approach to increase …

Big data driven agriculture: big data analytics in plant breeding, genomics, and the use of remote sensing technologies to advance crop productivity

N Shakoor, D Northrup, S Murray… - The Plant Phenome …, 2019 - Wiley Online Library
Core Ideas Interdisciplinary efforts in high‐throughput field phenotyping Linking proximal
and remote field phenotyping Cyberinfrastructure for high‐throughput field phenotyping …

[HTML][HTML] Beyond NGS data sharing for plant ecological resilience and improvement of agronomic traits

JS Kwon, J Shilpha, J Lee, SI Yeom - Scientific Data, 2024 - nature.com
Decoding complex plant omics is essential for advancing our understanding of plant biology,
evolution, and breeding as well as for practical applications in agriculture, conservation, and …

[HTML][HTML] Analytical and decision support tools for genomics-assisted breeding

RK Varshney, VK Singh, JM Hickey, X Xun… - Trends in plant …, 2016 - cell.com
To successfully implement genomics-assisted breeding (GAB) in crop improvement
programs, efficient and effective analytical and decision support tools (ADSTs) are 'must …

[HTML][HTML] Application of genomic big data in plant breeding: Past, present, and future

KD Kim, Y Kang, C Kim - Plants, 2020 - mdpi.com
Plant breeding has a long history of developing new varieties that have ensured the food
security of the human population. During this long journey together with humanity, plant …

[HTML][HTML] AgTC and AgETL: open-source tools to enhance data collection and management for plant science research

L Vargas-Rojas, TC Ting, KM Rainey… - Frontiers in Plant …, 2024 - frontiersin.org
Advancements in phenotyping technology have enabled plant science researchers to gather
large volumes of information from their experiments, especially those that evaluate multiple …

[HTML][HTML] Genomic data integration tutorial, a plant case study

E Mardoc, MD Sow, S Déjean, J Salse - BMC genomics, 2024 - Springer
Background The ongoing evolution of the Next Generation Sequencing (NGS) technologies
has led to the production of genomic data on a massive scale. While tools for genomic data …