ArticlePloS one2020
Facial shape and allometry quantitative trait locus intervals in the Diversity Outbred mouse are enriched for known skeletal and facial development genes.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed, 23 citations in OpenAlex.
- Fifteen years of the Diversity Outbred mouse model: a review.Mammalian genome : official journal of the International Mammalian Genome Society · 2026Review
- PITX2 expression and Neanderthal introgression in HS3ST3A1 contribute to variation in tooth dimensions in modern humans.Current biology : CB · 2025Article
- Syndrome-informed phenotyping identifies a polygenic background for achondroplasia-like facial variation in the general population.Nature communications · 2024Article
- Skeletal Class II Malocclusion: From Clinical Treatment Strategies to the Roadmap in Identifying the Genetic Bases of Development in Humans with the Support of the Collaborative Cross Mouse Population.Journal of clinical medicine · 2023Article
- Cell-based allometry: an approach for evaluation of complexity in morphogenesis.Quantitative biology (Beijing, China) · 2023Article
- Dissecting the Complexity of Skeletal-Malocclusion-Associated Phenotypes: Mouse for the Rescue.International journal of molecular sciences · 2023Review
- Article
- The genetic basis of neurocranial size and shape across varied lab mouse populations.Journal of anatomy · 2022Article
- Article
- Testing the accuracy of 3D automatic landmarking via genome-wide association studies.G3 (Bethesda, Md.) · 2022Article
- Intermittent fasting and caloric restriction interact with genetics to shape physiological health in mice.Genetics · 2022Article
- Article
- Complex genetic architecture of three-dimensional craniofacial shape variation in domestic pigeons.Evolution & development · 2021Article
- A landmark-free morphometrics pipeline for high-resolution phenotyping: application to a mouse model of Down syndrome.Development (Cambridge, England) · 2021Article
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Authors and funding
14 authors at 8 institutions in 2 countries.
Funding
Abstract
The biology of how faces are built and come to differ from one another is complex. Discovering normal variants that contribute to differences in facial morphology is one key to untangling this complexity, with important implications for medicine and evolutionary biology. This study maps quantitative trait loci (QTL) for skeletal facial shape using Diversity Outbred (DO) mice. The DO is a randomly outcrossed population with high heterozygosity that captures the allelic diversity of eight inbred mouse lines from three subspecies. The study uses a sample of 1147 DO animals (the largest sample yet employed for a shape QTL study in mouse), each characterized by 22 three-dimensional landmarks, 56,885 autosomal and X-chromosome markers, and sex and age classifiers. We identified 37 facial shape QTL across 20 shape principal components (PCs) using a mixed effects regression that accounts for kinship among observations. The QTL include some previously identified intervals as well as new regions that expand the list of potential targets for future experimental study. Three QTL characterized shape associations with size (allometry). Median support interval size was 3.5 Mb. Narrowing additional analysis to QTL for the five largest magnitude shape PCs, we found significant overrepresentation of genes with known roles in growth, skeletal and facial development, and sensory organ development. For most intervals, one or more of these genes lies within 0.25 Mb of the QTL's peak. QTL effect sizes were small, with none explaining more than 0.5% of facial shape variation. Thus, our results are consistent with a model of facial diversity that is influenced by key genes in skeletal and facial development and, simultaneously, is highly polygenic.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.