TriLLIEM: Triad Log-Linear Modelling of Imprinting, Environmental Interactions, and Maternal Effects
| dc.contributor.author | Zhao, Kevin | |
| dc.contributor.supervisor | Burkett, Kelly M. | |
| dc.date.accessioned | 2025-08-06T18:39:51Z | |
| dc.date.available | 2025-08-06T18:39:51Z | |
| dc.date.issued | 2025-08-06 | |
| dc.description.abstract | The case-parents design, where an affected child and their parents are genotyped, allows for estimation of disease risk due to either the child's or mother's genes through log-linear modelling. It is robust to the confounding effects of population subdivision, but cannot account for non-exchangeability of parental genotypes. Factors such as gene-environment interactions and imprinting, where risk depends on which parent contributed a genetic factor, can also be estimated. Existing analytical software are either deprecated (LEM) or have limited modelling capabilities (Haplin, EMIM). We introduce our R package, TriLLIEM, which implements the log-linear approach to address these limitations. The software includes options for gene-environment interactions, imprinting by environment interactions, and non-exchangeable parental genotypes if parents of controls are also available. We use these features in a simulation study to assess the accuracy of TriLLIEM and to show how population stratification confounds the model for gene-environment interactions when control-triads are included. | |
| dc.identifier.uri | http://hdl.handle.net/10393/50733 | |
| dc.identifier.uri | https://doi.org/10.20381/ruor-31301 | |
| dc.language.iso | en | |
| dc.publisher | Université d'Ottawa / University of Ottawa | |
| dc.rights | Attribution 4.0 International | en |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
| dc.subject | Statistical genetics | |
| dc.subject | R package | |
| dc.subject | Log-linear model | |
| dc.title | TriLLIEM: Triad Log-Linear Modelling of Imprinting, Environmental Interactions, and Maternal Effects | |
| dc.type | Thesis | en |
| thesis.degree.discipline | Sciences / Science | |
| thesis.degree.level | Masters | |
| thesis.degree.name | MSc | |
| uottawa.department | Mathématiques et statistique / Mathematics and Statistics |
