Perspective of artificial intelligence in healthcare data management: A journey towards precision medicine

NS Gupta, P Kumar - Computers in Biology and Medicine, 2023 - Elsevier
Mounting evidence has highlighted the implementation of big data handling and
management in the healthcare industry to improve the clinical services. Various private and …

Machine learning-assisted approaches in modernized plant breeding programs

M Yoosefzadeh Najafabadi, M Hesami, M Eskandari - Genes, 2023 - mdpi.com
In the face of a growing global population, plant breeding is being used as a sustainable tool
for increasing food security. A wide range of high-throughput omics technologies have been …

Rise of deep learning for genomic, proteomic, and metabolomic data integration in precision medicine

D Grapov, J Fahrmann, K Wanichthanarak… - Omics: a journal of …, 2018 - liebertpub.com
Abstract Machine learning (ML) is being ubiquitously incorporated into everyday products
such as Internet search, email spam filters, product recommendations, image classification …

Integrative omics approaches for biosynthetic pathway discovery in plants

KS Singh, JJJ van der Hooft, SCM van Wees… - Natural Product …, 2022 - pubs.rsc.org
Covering: up to 2022 With the emergence of large amounts of omics data, computational
approaches for the identification of plant natural product biosynthetic pathways and their …

Systematic multi-omics integration (MOI) approach in plant systems biology

IN Jamil, J Remali, KA Azizan… - Frontiers in plant …, 2020 - frontiersin.org
Across all facets of biology, the rapid progress in high-throughput data generation has
enabled us to perform multi-omics systems biology research. Transcriptomics, proteomics …

Deep learning meets metabolomics: a methodological perspective

P Sen, S Lamichhane, VB Mathema… - Briefings in …, 2021 - academic.oup.com
Deep learning (DL), an emerging area of investigation in the fields of machine learning and
artificial intelligence, has markedly advanced over the past years. DL techniques are being …

Combinatorial Regulation of Stilbene Synthase Genes by WRKY and MYB Transcription Factors in Grapevine (Vitis vinifera L.)

A Vannozzi, DCJ Wong, J Höll, I Hmmam… - Plant and Cell …, 2018 - academic.oup.com
Stilbene synthase (STS) is the key enzyme leading to the biosynthesis of resveratrol.
Recently we reported two R2R3-MYB transcription factor (TF) genes that regulate the …

Primary metabolism in avocado fruit

R Pedreschi, V Uarrota, C Fuentealba… - Frontiers in plant …, 2019 - frontiersin.org
Avocado (Persea americana Mill) is rich in a variety of essential nutrients and
phytochemicals; thus, consumption has drastically increased in the last 10 years. Avocado …

Data integration and predictive modeling methods for multi-omics datasets

M Kim, I Tagkopoulos - Molecular omics, 2018 - pubs.rsc.org
Translating data to knowledge and actionable insights is the Holy Grail for many scientific
fields, including biology. The unprecedented massive and heterogeneous data have created …

High-throughput plant phenotyping: a role for metabolomics?

RD Hall, JC D'Auria, ACS Ferreira, Y Gibon… - Trends in Plant …, 2022 - cell.com
High-throughput (HTP) plant phenotyping approaches are developing rapidly and are
already helping to bridge the genotype–phenotype gap. However, technologies should be …