AIMC Topic: Phenotype

Clear Filters Showing 131 to 140 of 918 articles

Artificial intelligence in plant breeding.

Trends in genetics : TIG Aug 7, 2024
Harnessing cutting-edge technologies to enhance crop productivity is a pivotal goal in modern plant breeding. Artificial intelligence (AI) is renowned for its prowess in big data analysis and pattern recognition, and is revolutionizing numerous scien...
Phenotype Genotype Genetic Variation Crops, Agricultural Artificial Intelligence Gene Editing Plant Breeding
View on PubMed DOI

Phenotypes of Patients with Intracerebral Hemorrhage, Complications, and Outcomes.

Neurocritical care Aug 6, 2024
BACKGROUND: The objective of this study was to define clinically meaningful phenotypes of intracerebral hemorrhage (ICH) using machine learning.
Male Middle Aged Cerebral Hemorrhage Seizures Outcome Assessment, Health Care Hematoma Glasgow Coma Scale Machine Learning Phenotype Female Aged Humans
View on PubMed DOI

Enhancing schizophrenia phenotype prediction from genotype data through knowledge-driven deep neural network models.

Genomics Aug 5, 2024
This article explores deep learning model design, drawing inspiration from the omnigenic model and genetic heterogeneity concepts, to improve schizophrenia prediction using genotype data. It introduces an innovative three-step approach leveraging neu...
Neural Networks, Computer Phenotype Deep Learning Genotype Humans Models, Genetic Schizophrenia
View on PubMed DOI

Phenotype prediction using biologically interpretable neural networks on multi-cohort multi-omics data.

NPJ systems biology and applications Aug 2, 2024
Integrating multi-omics data into predictive models has the potential to enhance accuracy, which is essential for precision medicine. In this study, we developed interpretable predictive models for multi-omics data by employing neural networks inform...
Female Aged Multiomics Humans Adult DNA Methylation Neural Networks, Computer Male Middle Aged CpG Islands Phenotype Cohort Studies Smoking Genomics Computational Biology
View on PubMed DOI

Analyzing Medicago spp. seed morphology using GWAS and machine learning.

Scientific reports Jul 30, 2024
Alfalfa is widely recognized as an important forage crop. To understand the morphological characteristics and genetic basis of seed morphology in alfalfa, we screened 318 Medicago spp., including 244 Medicago sativa subsp. sativa (alfalfa) and 23 oth...
Medicago truncatula Genome-Wide Association Study Machine Learning Genome, Plant Polymorphism, Single Nucleotide Phenotype Quantitative Trait Loci Seeds Medicago Medicago sativa
View on PubMed DOI

Using deep learning to decipher the impact of telomerase promoter mutations on the dynamic metastatic morpholome.

PLoS computational biology Jul 30, 2024
Melanoma showcases a complex interplay of genetic alterations and intra- and inter-cellular morphological changes during metastatic transformation. While pivotal, the role of specific mutations in dictating these changes still needs to be fully eluci...
Telomerase Computational Biology Mutation Neoplasm Metastasis Promoter Regions, Genetic Humans Skin Neoplasms Phenotype Deep Learning Melanoma Cell Line, Tumor
View on PubMed DOI

Identification of severe acute pediatric asthma phenotypes using unsupervised machine learning.

Pediatric pulmonology Jul 29, 2024
RATIONALE: More targeted management of severe acute pediatric asthma could improve clinical outcomes.
Humans Phenotype Retrospective Studies Female Hospitalization Asthma Acute Disease Child, Preschool Male Child Severity of Illness Index Cluster Analysis Adolescent Unsupervised Machine Learning
View on PubMed DOI

Predicting Acute Exacerbation Phenotype in Chronic Obstructive Pulmonary Disease Patients Using VGG-16 Deep Learning.

Respiration; international review of thoracic diseases Jul 24, 2024
INTRODUCTION: Exacerbations of chronic obstructive pulmonary disease (COPD) have a significant impact on hospitalizations, morbidity, and mortality of patients. This study aimed to develop a model for predicting acute exacerbation in COPD patients (A...
Disease Progression Deep Learning ROC Curve Humans Pulmonary Disease, Chronic Obstructive Phenotype Male Retrospective Studies Middle Aged Tomography, X-Ray Computed Female Aged
View on PubMed DOI

Machine learning-based derivation and validation of three immune phenotypes for risk stratification and prognosis in community-acquired pneumonia: a retrospective cohort study.

Frontiers in immunology Jul 24, 2024
BACKGROUND: The clinical presentation of Community-acquired pneumonia (CAP) in hospitalized patients exhibits heterogeneity. Inflammation and immune responses play significant roles in CAP development. However, research on immunophenotypes in CAP pat...
Community-Acquired Infections Adult Male Risk Assessment Prognosis Humans Middle Aged Severity of Illness Index Retrospective Studies Machine Learning Pneumonia Female Phenotype Immunophenotyping Aged
View on PubMed DOI

Using machine learning to combine genetic and environmental data for maize grain yield predictions across multi-environment trials.

TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik Jul 23, 2024
Incorporating feature-engineered environmental data into machine learning-based genomic prediction models is an efficient approach to indirectly model genotype-by-environment interactions. Complementing phenotypic traits and molecular markers with hi...
Gene-Environment Interaction Plant Breeding Phenotype Genomics Genotype Models, Genetic Zea mays Edible Grain Environment Machine Learning
View on PubMed DOI
Popular Topics
Recent Journals