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MeSCoT: the tool for quantitative trait simulation through the mechanistic modeling of genes’ regulatory interactions
- Source :
- Milkevych, V, Karaman, E, Sahana, G, Janss, L, Cai, Z & Lund, M S 2021, ' MeSCoT : The tool for quantitative trait simulation through the mechanistic modeling of genes' regulatory interactions ', G3 (Bethesda, Md.), vol. 11, no. 7, jkab133 . https://doi.org/10.1093/g3journal/jkab133, G3: Genes|Genomes|Genetics, G3 Genes|Genomes|Genetics
- Publication Year :
- 2021
- Publisher :
- Oxford University Press (OUP), 2021.
-
Abstract
- This work represents a novel mechanistic approach to simulate and study genomic networks with accompanying regulatory interactions and complex mechanisms of quantitative trait formation. The approach implemented in MeSCoT software is conceptually based on the omnigenic genetic model of quantitative (complex) trait, and closely imitates the basic in vivo mechanisms of quantitative trait realization. The software provides a framework to study molecular mechanisms of gene-by-gene and gene-by-environment interactions underlying quantitative trait’s realization and allows detailed mechanistic studies of impact of genetic and phenotypic variance on gene regulation. MeSCoT performs a detailed simulation of genes’ regulatory interactions for variable genomic architectures and generates complete set of transcriptional and translational data together with simulated quantitative trait values. Such data provide opportunities to study, for example, verification of novel statistical methods aiming to integrate intermediate phenotypes together with final phenotype in quantitative genetic analyses or to investigate novel approaches for exploiting gene-by-gene and gene-by-environment interactions.
- Subjects :
- AcademicSubjects/SCI01140
epistasis
AcademicSubjects/SCI00010
Quantitative Trait Loci
Computational biology
Software and Data Resources
Quantitative trait locus
Biology
AcademicSubjects/SCI01180
Genomic architecture
03 medical and health sciences
omnigenic model
Genetic model
Genetics
Gene Regulatory Networks
Molecular Biology
Gene
Genomic regulatory network
Genetics (clinical)
030304 developmental biology
genomic architecture
0303 health sciences
Models, Genetic
genomic regulatory network
Omnigenic model
0402 animal and dairy science
Epistasis, Genetic
04 agricultural and veterinary sciences
040201 dairy & animal science
Complex trait
Phenotype
complex trait
Epistasis
Trait
AcademicSubjects/SCI00960
Subjects
Details
- ISSN :
- 21601836
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- G3 Genes|Genomes|Genetics
- Accession number :
- edsair.doi.dedup.....507c3a3c38d959c495cec73d8ceaf660
- Full Text :
- https://doi.org/10.1093/g3journal/jkab133