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A landmark-free morphometrics pipeline for high-resolution phenotyping: application to a mouse model of Down syndrome

Toussaint, N; Redhead, Y; Vidal-García, M; Lo Vercio, L; Liu, W; Fisher, EMC; Hallgrímsson, B; ... Green, JBA; + view all (2021) A landmark-free morphometrics pipeline for high-resolution phenotyping: application to a mouse model of Down syndrome. Development , 148 (18) , Article dev188631. 10.1242/dev.188631. Green open access

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Abstract

Characterising phenotypes often requires quantification of anatomical shape. Quantitative shape comparison (morphometrics) traditionally uses manually located landmarks and is limited by landmark number and operator accuracy. Here, we apply a landmark-free method to characterise the craniofacial skeletal phenotype of the Dp1Tyb mouse model of Down syndrome and a population of the Diversity Outbred (DO) mouse model, comparing it with a landmark-based approach. We identified cranial dysmorphologies in Dp1Tyb mice, especially smaller size and brachycephaly (front-back shortening), homologous to the human phenotype. Shape variation in the DO mice was partly attributable to allometry (size-dependent shape variation) and sexual dimorphism. The landmark-free method performed as well as, or better than, the landmark-based method but was less labour-intensive, required less user training and, uniquely, enabled fine mapping of local differences as planar expansion or shrinkage. Its higher resolution pinpointed reductions in interior mid-snout structures and occipital bones in both the models that were not otherwise apparent. We propose that this landmark-free pipeline could make morphometrics widely accessible beyond its traditional niches in zoology and palaeontology, especially in characterising developmental mutant phenotypes.

Type: Article
Title: A landmark-free morphometrics pipeline for high-resolution phenotyping: application to a mouse model of Down syndrome
Location: England
Open access status: An open access version is available from UCL Discovery
DOI: 10.1242/dev.188631
Publisher version: http://dx.doi.org/10.1242/dev.188631
Language: English
Additional information: © 2021. Published by The Company of Biologists Ltd This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
Keywords: Craniofacial, Cranium, Down syndrome, Morphometrics, Mouse model, Phenotyping
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology > Department of Neuromuscular Diseases
URI: https://discovery.ucl.ac.uk/id/eprint/10125001
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