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Winn-Nuñez ET, Witt H, Bhaskar D, Huang RY, Reichner JS, Wong IY, Crawford L. Generative modeling of biological shapes and images using a probabilistic α-shape sampler. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.09.574919. [PMID: 38260340 PMCID: PMC10802457 DOI: 10.1101/2024.01.09.574919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Understanding morphological variation is an important task in many areas of computational biology. Recent studies have focused on developing computational tools for the task of sub-image selection which aims at identifying structural features that best describe the variation between classes of shapes. A major part in assessing the utility of these approaches is to demonstrate their performance on both simulated and real datasets. However, when creating a model for shape statistics, real data can be difficult to access and the sample sizes for these data are often small due to them being expensive to collect. Meanwhile, the current landscape of generative models for shapes has been mostly limited to approaches that use black-box inference-making it difficult to systematically assess the power and calibration of sub-image models. In this paper, we introduce the α -shape sampler: a probabilistic framework for generating realistic 2D and 3D shapes based on probability distributions which can be learned from real data. We demonstrate our framework using proof-of-concept examples and in two real applications in biology where we generate (i) 2D images of healthy and septic neutrophils and (ii) 3D computed tomography (CT) scans of primate mandibular molars. The α -shape sampler R package is open-source and can be downloaded at https://github.com/lcrawlab/ashapesampler.
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Affiliation(s)
| | - Hadley Witt
- Graduate Program in Pathobiology, Brown University, Providence, RI, USA
- Division of Surgical Research, Department of Surgery, Rhode Island Hospital, Providence, RI, USA
| | | | - Ryan Y. Huang
- Department of Computer Science, Brown University, Providence, RI USA
| | - Jonathan S. Reichner
- Graduate Program in Pathobiology, Brown University, Providence, RI, USA
- Division of Surgical Research, Department of Surgery, Rhode Island Hospital, Providence, RI, USA
| | - Ian Y. Wong
- Graduate Program in Pathobiology, Brown University, Providence, RI, USA
- School of Engineering, Legoretta Cancer Center, Brown University, Providence, RI USA
| | - Lorin Crawford
- Microsoft Research, Cambridge, MA, USA
- Department of Biostatistics, Brown University, Providence, RI, USA
- Center for Computational Molecular Biology, Brown University, Providence, RI, USA
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Miarisoa JE, Raveloson H, Randrianambinina B, Couette S. Deciphering the mandibular shape variation in a group of Malagasy primates using Fourier outline analysis. AMERICAN JOURNAL OF BIOLOGICAL ANTHROPOLOGY 2023; 182:372-387. [PMID: 37676062 DOI: 10.1002/ajpa.24832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 07/12/2023] [Accepted: 07/26/2023] [Indexed: 09/08/2023]
Abstract
OBJECTIVES Among living Malagasy primates, the family Lemuridae has previously been recognized as presenting a higher mandibular morphological variation than other families. We conducted a quantitative analysis of mandibular size and shape within the five genera (Lemur, Eulemur, Hapalemur, Prolemur, and Varecia) associated with a set of covariables that could explain this variation. MATERIALS AND METHODS We used Fourier outline analysis on the left hemimandible of 182 specimens covering the Lemuridae family. The influence of the phylogeny but also seven covariables (genus, diet, sex, sexual behavior, mating system, ecoregion, and forest type) on mandibular variation was examined using multivariate statistics and model selection. RESULTS Our results indicate that the high level of morphological variation within the family, associated with a phylogenetic effect and differences in diet, is due to a strong distinction between the genera Prolemur and Hapalemur and the other genera of the family. A second analysis, correcting this strong effect, indicates that mandibular shape variation is influenced not only by the phylogeny and the diet but by a combination of all the covariables. DISCUSSION The analysis of morphological variation is a powerful tool with major applications, both for the estimation of biological diversity and for the understanding of the fundamental parameters of species' ecology. Our work indicates that, if mandibular shape variation is mainly driven by dietary adaptation, other variables describing ecology and habitat should be considered and taken into account for an integrative understanding of species resources and the establishment of conservation measures.
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Affiliation(s)
- Jeanne Emma Miarisoa
- École Doctorale Ecosystèmes Naturels, (EDEN), University of Mahajanga, Mahajanga, BP, Madagascar
- UMR CNRS/uB/EPHE 6282 Biogéosciences, Dijon, France
- École Pratique des Hautes Etudes, PSL, Paris, France
| | - Herimalala Raveloson
- École Doctorale Ecosystèmes Naturels, (EDEN), University of Mahajanga, Mahajanga, BP, Madagascar
| | | | - Sébastien Couette
- UMR CNRS/uB/EPHE 6282 Biogéosciences, Dijon, France
- École Pratique des Hautes Etudes, PSL, Paris, France
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Oral Processing of Three Guenon Species in Taï National Park, Côte d'Ivoire. BIOLOGY 2022; 11:biology11121850. [PMID: 36552359 PMCID: PMC9775981 DOI: 10.3390/biology11121850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 12/14/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022]
Abstract
Three guenon species in Taï National Park frequently form and maintain stable polyspecific associations despite significant feeding competition. This dietary overlap provides an opportunity to examine how closely related and anatomically similar taxa process the same foods. Our research examines whether the oral-processing behaviors of these guenons differ when they consume the same foods. Methods: Data on oral-processing behavior were collected on one habituated group each of Cercopithecus campbelli, C. diana, and C. petaurista in Taï National Park, Côte d'Ivoire from January 2016 to December 2018. We recorded the frequency with which foods were introduced to the mouth (ingestive action) and the frequency with which foods were processed using incisors, canines, and postcanine teeth. Oral-processing profiles for species-specific plant foods, fungi, and invertebrates were compared using Monte Carlo resampling. We quantified oral-processing behavior during a total of 2316 five-minute focal periods. Diana monkeys use their incisors significantly more per ingestive action than Campbell's monkeys or Lesser spot-nosed guenons. Lesser spot-nosed guenons use their incisors more than Campbell's monkeys. Diana monkeys also use significantly more post-canine chews per ingestive action than Campbell's monkeys and Lesser spot-nosed guenons. Lesser spot-nosed guenons generally use fewer post-canine chews than Diana monkeys but more than Campbell's monkeys. Canine use during feeding was rare in all three taxa. The three study species use different oral-processing profiles when consuming the same foods. These results are intriguing given the overall similarity in dental and cranial anatomy in these taxa. The oral-processing profiles we report do not encompass the full dietary breadth of all species; however, the behavioral diversity demonstrated during consumption of the same foods suggests that insight into feeding behavior is more likely obtained by examining oral processing of individual foods rather than broad food categories. Furthermore, these results underscore that important variation in feeding behavior is not necessarily associated with morphological differences in dental or craniofacial anatomy.
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Wang B, Sudijono T, Kirveslahti H, Gao T, Boyer DM, Mukherjee S, Crawford L. A statistical pipeline for identifying physical features that differentiate classes of 3D shapes. Ann Appl Stat 2021. [DOI: 10.1214/20-aoas1430] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Bruce Wang
- Lewis-Sigler Institute for Integrative Genomics, Princeton University
| | | | | | - Tingran Gao
- Committee on Computational and Applied Mathematics, Department of Statistics, University of Chicago
| | | | - Sayan Mukherjee
- Department of Statistical Science, Department of Computer Science, Department of Mathematics, and Department of Bioinformatics & Biostatistics, Duke University
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Andrews C, Masters JC, Génin F, Couette S. The evolution of palate shape in the Lepilemur-Cheirogaleidae clade (Primates: Strepsirrhini). AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY 2020; 173:307-321. [PMID: 32666552 DOI: 10.1002/ajpa.24093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 05/06/2020] [Accepted: 05/15/2020] [Indexed: 11/10/2022]
Abstract
OBJECTIVES Phylogenies consistently group the folivorous Lepilemur species with the small-bodied insectivorous-frugivorous cheirogaleids. Juvenile lepilemurs and adult cheirogaleids share allometries in most aspects of skull morphology, except the palate. We investigated potential influences on palate shape in these taxa and several outgroups using geometric morphometrics. MATERIALS AND METHODS Our sample included representatives of four extant strepsirrhine families, Cheirogaleidae (including Lepilemurinae), Lemuridae, Indriidae, and Galagidae, and one subfossil Megaladapis. Our dataset comprised 32 landmarks collected from 397 specimens representing 15 genera and 28 species, and was analyzed using generalized procrustes analyses and between group principal component analysis. We explored the influence of size, phylogeny, diet, and the propagation of loud vocalizations on palate shape. RESULTS While congeneric species clustered within the morphospace, the phylomorphospace did not mirror molecular phylogenetic hypotheses of higher-order relationships. Four palate forms were distinguished within the Cheirogaleidae. Diet, strongly linked to body size, had the single greatest influence on palate shape. The production of long-distance advertisement calls was most often associated with positive scores on the PC1 axis. DISCUSSION Our results suggest that the extensive variation in palate shape among Cheirogaleidae is related to dietary shifts that accompanied changes in body size during the clade's radiation. Molecular phylogenies indicate that cheirogaleid diversification involved repeated dwarfing events, which in turn drove dietary shifts from ancestral folivory-frugivory to frugivory, gummivory, and faunivory in the descendant species. The elongated Lepilemur palate is probably related to accelerated eruption of the cheek teeth to render juveniles competent to shear leaves upon weaning.
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Affiliation(s)
- Curswan Andrews
- Centre for African Conservation Ecology, Department of Zoology, Nelson Mandela University, Port Elizabeth, South Africa.,African Primate Initiative for Ecology and Speciation (APIES), Earth Stewardship Science Research Institute, Nelson Mandela University, Port Elizabeth, South Africa.,APIES, Department of Zoology and Entomology, University of Fort Hare, Alice, South Africa
| | - Judith C Masters
- APIES, Department of Zoology and Entomology, University of Fort Hare, Alice, South Africa.,Department of Botany and Zoology, Stellenbosch University, Matieland, South Africa
| | - Fabien Génin
- African Primate Initiative for Ecology and Speciation (APIES), Earth Stewardship Science Research Institute, Nelson Mandela University, Port Elizabeth, South Africa
| | - Sébastien Couette
- EPHE, PSL Paris Université, Paris, France.,UMR CNRS 6282 Biogéosciences, Université de Bourgogne, Dijon, France
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Selig KR, Sargis EJ, Silcox MT. Three-Dimensional Geometric Morphometric Analysis of Treeshrew (Scandentia) Lower Molars: Insight into Dental Variation and Systematics. Anat Rec (Hoboken) 2019; 302:1154-1168. [PMID: 30809964 DOI: 10.1002/ar.24105] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Revised: 10/30/2018] [Accepted: 11/18/2018] [Indexed: 12/19/2022]
Abstract
Scandentia (treeshrews) is an order of small-bodied Indomalayan mammals generally agreed to be a member of Euarchonta with Primates and Dermoptera (colugos). However, intraordinal relationships among treeshrews are less well understood. Although recent studies have begun to clarify treeshrew taxonomy using morphological and molecular datasets, previous analysis of treeshrew dentition has yielded little clarity in terms of species-level relationships within the order. However, these studies made use of character-based methods, scoring traits across the dental arcade, which depend on there being clear differences among taxa that can be encapsulated in coding schemes. Geometric morphometrics has the potential to capture subtler shape variation, so it may be better for examining similarities among closely related taxa whose teeth have a similar bauplan. We used three-dimensional geometric morphometrics on a sample of treeshrew lower second molars and compared the patterns of variation to the results of previous studies. We captured 19 landmarks on a sample of 43 specimens representing 15 species. Using specimen-based principal components analysis and between-group principal component analysis, the two treeshrew families (Tupaiidae and Ptilocercidae) were well separated in morphospace. Moreover, several treeshrew species plot in morphospace according to the clades established in previous molecular work, with closely related species plotting closer to one another than to more distantly related species, suggesting that dental morphology can be useful when studying relationships among treeshrews. As most extinct treeshrews are known only from teeth, understanding morphological patterns in treeshrew molars is important for future work on the evolutionary history of Scandentia. Anat Rec, 302:1154-1168, 2019. © 2019 Wiley Periodicals, Inc.
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Affiliation(s)
- Keegan R Selig
- Department of Anthropology, University of Toronto, Scarborough, Toronto, Ontario, Canada
| | - Eric J Sargis
- Department of Anthropology, Yale University, New Haven, Connecticut.,Divisions of Vertebrate Zoology and Vertebrate Paleontology, Peabody Museum of Natural History, New Haven, Connecticut
| | - Mary T Silcox
- Department of Anthropology, University of Toronto, Scarborough, Toronto, Ontario, Canada
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Fricano EEI, Perry JMG. Maximum Bony Gape in Primates. Anat Rec (Hoboken) 2018; 302:215-225. [PMID: 30412348 DOI: 10.1002/ar.23897] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Revised: 12/14/2017] [Accepted: 12/27/2017] [Indexed: 11/08/2022]
Abstract
Maximum jaw gape has important functional implications for behavior and feeding habits in primates. It has been suggested that gape is correlated to canine height and ingested food size. Extending these correlations to the fossil record would provide insights about the diets and/or social behavior of extinct primates. However, this can be problematic due to uncertainty about size and location of musculature, and it depends on reliability and repeatability of maximum gape estimation using only skeletal elements. In this study, maximum bony gape (MBG) was estimated using reliable landmarks and repeatable methods. The cranium was fixed in position and then the mandible was rotated and translated to the point immediately prior to loss of condyle-glenoid contact. Then it was photographed in a steady position using an adjustable wooden frame. This protocol allowed for photographs and linear measurements to be obtained for many museum specimens in a short time. The sample included 203 individuals, representing 42 species of primates. When scaled for body size, linear MBG correlates with maximum anesthetized gape (Hylander: Am J Phys Anthropol 150 (2013) 247-259), ingested food size (Perry and Hartstone-Rose: Am J Phys Anthropol 142 (2010) 625-635), and canine length but not condylar height. Anat Rec, 302:215-225, 2019. © 2018 Wiley Periodicals, Inc.
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Affiliation(s)
- Ellen E I Fricano
- Center for Functional Anatomy and Evolution, Johns Hopkins University School of Medicine, 1830 East Monument Street, Baltimore, Maryland
| | - Jonathan M G Perry
- Center for Functional Anatomy and Evolution, Johns Hopkins University School of Medicine, 1830 East Monument Street, Baltimore, Maryland
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Kingston AK. Longitudinal study of rat volar fat pad fixation and ethanol storage: implications for the use of fluid-preserved specimens in morphological studies. J Anat 2018; 233:607-617. [PMID: 30155995 DOI: 10.1111/joa.12875] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/25/2018] [Indexed: 11/29/2022] Open
Abstract
Museum fluid collections preserve important biological specimens for study. Tissues are often fixed in 10% buffered formalin to halt metabolic activities and transferred to a solution of ethanol for long-term storage. This process, however, forces water from the tissues and has been shown to alter the morphology of preserved specimens in ways that may influence the biological interpretation of results. The degree to which fluid preservation alters morphology is linked to multiple biological factors, such as tissue size and composition, and should therefore be examined prior to functional analysis. This study is undertaken as part of a more inclusive examination of mammalian volar morphology. A sample of five adult male and five adult female rats (Rattus norvegicus) was utilized to evaluate longitudinal changes in the dimensions of the volar pads across fixation in 10% buffered formalin and preservation in 70% ethanol for 1 year. No significant changes to the measured dimensions of the rat volar pads were present across stages of fixation and preservation, and no significant interactions of specimen size or sex were noted. These findings indicate that small mammalian volar pads that have been fixed in 10% buffered formalin and stored in 70% ethanol are appropriate for morphological study using the measurements described here without corrective algorithms. This finding is rare among preservation studies but highlights the variability of tissue behavior during chemical preservation and the necessity of preliminary investigations of preservation artifacts. Concurrence here between the preserved and unpreserved samples is likely related to the anhydrous nature of the volar pads and the supporting skeletal structure, and their confined position between major joints of the hands and feet.
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Affiliation(s)
- Amanda K Kingston
- Department of Basic Medical Sciences, University of Arizona College of Medicine, Phoenix, Arizona, USA
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