User profiles for Elliot Layne

Elliot Layne

PhD student, McGill University
Verified email at mail.mcgill.ca
Cited by 28

[HTML][HTML] Large-scale genomic analyses with machine learning uncover predictive patterns associated with fungal phytopathogenic lifestyles and traits

EN Dort, E Layne, N Feau, A Butyaev, B Henrissat… - Scientific Reports, 2023 - nature.com
Invasive plant pathogenic fungi have a global impact, with devastating economic and
environmental effects on crops and forests. Biosurveillance, a critical component of threat mitigation…

PhyloGFN: Phylogenetic inference with generative flow networks

M Zhou, Z Yan, E Layne, N Malkin, D Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Phylogenetics is a branch of computational biology that studies the evolutionary relationships
among biological entities. Its long history and numerous applications notwithstanding, …

Activities performed and treatments conducted before consultation with a spine surgeon: are patients and clinicians following evidence-based clinical practice …

EI Layne, DM Roffey, MJ Coyle, P Phan, SP Kingwell… - The Spine Journal, 2018 - Elsevier
Background Context Clinical practice guidelines (CPGs) are designed to ensure that
evidence-based treatment is easily put into action. Whether patients and clinicians follow these …

Supervised learning on phylogenetically distributed data

E Layne, EN Dort, R Hamelin, Y Li… - Bioinformatics, 2020 - academic.oup.com
Motivation The ability to develop robust machine-learning (ML) models is considered
imperative to the adoption of ML techniques in biology and medicine fields. This challenge is …

Multi-ancestry polygenic risk scores using phylogenetic regularization

E Layne, S Zabad, Y Li, M Blanchette - bioRxiv, 2024 - biorxiv.org
Accurately predicting phenotype using genotype across diverse ancestry groups remains a
significant challenge in human genetics. Many state-of-the-art polygenic risk score models …

Leveraging Structure Between Environments: Phylogenetic Regularization Incentivizes Disentangled Representations

E Layne, D Sridhar, J Hartford… - UAI 2022 Workshop on …, 2022 - openreview.net
Recently, learning invariant predictors across varying environments has been shown to improve
the generalization of supervised learning methods. This line of investigation holds great …

Activities performed and treatments conducted prior to consultation with a spine surgeon: Are patients and clinicians following evidence-based clinical practice …

E Layne, D Roffey, C Wilson… - Canadian Journal of …, 2015 - search.proquest.com
Background: Clinical practice guidelines (CPGs) are designed to ensure that evidence-based
care is easily put into action. Whether patients and clinicians follow these guidelines is …

[BOOK][B] Sequence-based predictions of chromatin compartments

J Prost - 2019 - search.proquest.com
Spatial genomic organization is known to be critical for proper gene regulation. It is based
on a hierarchical model where chromosomes are divided into megabase-sized cell-type …

The Role of Implicit and Explicit Beliefs in Grave‐Good Practices: Evidence for Intuitive Afterlife Reasoning

T Swan, J Bering, R Hughes, J Halberstadt - Cognitive Science, 2023 - Wiley Online Library
The practice of burying objects with the dead is often claimed as some of the earliest evidence
for religion, on the assumption that such “grave goods” were intended for the decedents’ …

Forest pathology in the genomics era: combining comparative genomics and CRISPR-Cas9 gene editing to gain new insights into the genetics of filamentous plant …

E Dort - 2024 - open.library.ubc.ca
… in Chapter 2, which were performed by Elliot Layne, a PhD candidate in the School of …
thank the following people for their research collaboration and support: Elliot Layne and Dr. …