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Topic:Principal Component Analysis

Principal Component Analysis (PCA) is a statistical technique used to simplify complex datasets by reducing their dimensionality while preserving as much variance as possible. In equine research, PCA can be applied to various types of data, including genetic, physiological, and performance metrics, to identify patterns and relationships that may not be immediately apparent. By transforming original variables into a new set of uncorrelated variables called principal components, researchers can effectively analyze and interpret large datasets. PCA facilitates the identification of key factors influencing traits or conditions in horses, aiding in areas such as genetic studies, disease susceptibility, and performance optimization. This page compiles peer-reviewed research studies and scholarly articles that explore the application, methodology, and findings of Principal Component Analysis in equine science.
Genetic consistency between gait analysis by accelerometry and evaluation scores at breeding shows for the selection of jumping competition horses.
PloS one    December 16, 2020   Volume 15, Issue 12 e0244064 doi: 10.1371/journal.pone.0244064
Ricard A, Dumont Saint Priest B, Chassier M, Sabbagh M, Danvy S.The aim was to assess the efficiency of gaits characteristics in improving jumping performance of sport horses and confront accelerometers and judge scores for this purpose. A sample of 1,477 young jumping horses were measured using accelerometers for walk, trot, and canter. Of these, 702 were genotyped with 541,175 SNPs after quality control. Dataset of 26,914 horses scored by judges in breeding shows for gaits and dataset of 142,682 horses that performed in jumping competitions were used. Analysis of accelerometric data defined three principal components from 64% to 89% of variability explai...
The Composition and Predictive Function of the Fecal Microbiota Differ Between Young and Adult Donkeys.
Frontiers in microbiology    December 3, 2020   Volume 11 596394 doi: 10.3389/fmicb.2020.596394
Xing J, Liu G, Zhang X, Bai D, Yu J, Li L, Wang X, Su S, Zhao Y, Bou G, Dugarjaviin M.The community of microorganisms inhabiting the gastrointestinal tract of monogastric herbivores played critical roles in the absorption of nutrients and keeping the host healthy. However, its establishment at different age groups has not been quantitatively and functionally examined. The knowledge of microbial colonization and its function in the intestinal tract of different-age donkeys is still limited. By applying the V3-V4 region of the bacterial 16S rRNA gene and functional prediction on fecal samples from different-age donkeys, we characterized the gut microbiota during the different age...
Principal components for morphometric traits in Campolina horses.
Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie    November 2, 2020   Volume 138, Issue 2 179-187 doi: 10.1111/jbg.12521
Solar Diaz IDP, Strauss Borges Junqueira G, Aparecida Rocha Cruz V, Albano Araújo de Oliveira C, Nunes de Oliveira H, Miguel Ferreira de Camargo G....Principal component analysis (PCA) was applied to evaluate the genetic variability and relationship between 15 morphometric traits in 91,483 Campolina horses, as well as to propose an index based on an aggregate genotype that promotes a particular selection objective. PCA was applied to the genetic (co)variance matrix among variables. After calculation of the principal components, the breeding values were estimated to obtain an index related to the component that explained most of the variation. The first principal component (PC1) accounted for 97.8% of the total additive genetic variance of t...
The Development of a Novel Questionnaire Approach to the Investigation of Horse Training, Management, and Behaviour.
Animals : an open access journal from MDPI    October 24, 2020   Volume 10, Issue 11 1960 doi: 10.3390/ani10111960
Fenner K, Dashper K, Serpell J, McLean A, Wilkins C, Klinck M, Wilson B, McGreevy P.The Equine Behaviour Assessment and Research Questionnaire (E-BARQ) is a questionnaire instrument developed to obtain quantitative data on the domestic equine triad of training, management, and behaviour of horses. The E-BARQ was developed to identify how changes in training and management impact behaviour over time, to define normal behaviour in horses, and to discover how to improve rider safety and horse welfare, leading to ethical equitation. During the development of the E-BARQ, we also investigated how best to motivate stakeholders to engage with this citizen science project. The pilot v...
No-contact microchip measurements of body temperature and behavioural changes prior to foaling.
Theriogenology    August 21, 2020   Volume 157 399-406 doi: 10.1016/j.theriogenology.2020.08.004
Auclair-Ronzaud J, Jousset T, Dubois C, Wimel L, Jaffrézic F, Chavatte-Palmer P.Gestational length is highly variable in horses ranging from 320 to 360 days. Thus, determining parturition time is an important challenge for the horse industry. Body temperature can be used in cows and ewes as an indicator of parturition. Thus, the aim of this study is to determine if temperature can also be used as indicator of foaling. Thirty-nine mares were monitored over two foaling seasons (2018 and 2019). They were housed in 16 m stalls with access to pasture in group three times a week from 10:00 to 16:00. Night watch as well as video monitoring was ensured during foaling periods. Bo...
Muscle modes of the equestrian rider at walk, rising trot and canter.
PloS one    August 18, 2020   Volume 15, Issue 8 e0237727 doi: 10.1371/journal.pone.0237727
Elmeua González M, Šarabon N.Equestrian sports have been a source of numerous studies throughout the past two decades, however, few scientists have focused on the biomechanical effects, including muscle activation, that the horse has on the rider. Because equitation is a sport of two (the horse-human dyad), we believe there is a need to fill in the knowledge gap in human biomechanics during riding. To investigate the differences between novice and advanced riders at a neuromuscular level we characterized the motor output of a set of riders' key muscles during horse riding. Six recreational riders (24 ± 7 years) and nine ...
The use of the geometric morphometric method to illustrate shape difference in the skulls of different-aged horses.
Veterinary research communications    July 23, 2020   Volume 44, Issue 3-4 137-145 doi: 10.1007/s11259-020-09779-8
Liuti T, Dixon PM.The geometric morphometrics method (GMM) is a technique to study scale and shape relationships of structures using Cartesian geometric coordinates rather than linear, areal (of area), or volumetric variables. GMM has been of great value in many biological studies, but does not appear to have been used to examine equine skulls.In this exploratory study, twenty-nine normal equine heads of three different age groups:  16 years old (N = 10) were examined.Computed tomography (CT) bone window DICOM images were reconstructed into isosurfaces (3-dimensional contoured surfaces), onto which landm...
Horse Behavior, Physiology and Emotions during Habituation to a Treadmill.
Animals : an open access journal from MDPI    May 26, 2020   Volume 10, Issue 6 921 doi: 10.3390/ani10060921
Masko M, Domino M, Lewczuk D, Jasinski T, Gajewski Z.A treadmill is an important tool in the equine analysis of gait, lameness, and hoof balance, as well as for the evaluation of horse rehabilitation or poor performance including dynamic endoscopy. Before all of these uses, horses have to be habituated to a treadmill locomotion. We used principal component analysis to evaluate the relationship between aspects of the horse's temperament and emotional response, and progress in the behavioral habituation to a treadmill. Fourteen horses were tested, by the same familiar handler, using the novel object test, the handling test, and both positive and n...
Prematurity and Dysmaturity Are Associated With Reduced Height and Shorter Distal Limb Length in Horses.
Journal of equine veterinary science    May 22, 2020   Volume 91 103129 doi: 10.1016/j.jevs.2020.103129
Clothier J, Small A, Hinch G, Brown WY.The long-term effects of gestational immaturity in the premature (defined as < 320 days gestation) and dysmature (normal term but showing some signs of prematurity) foal have not been thoroughly investigated. Studies have reported that a high percentage of gestationally immature foals with related orthopedic issues such as incomplete ossification may fail to fulfill their intended athletic purpose, particularly in Thoroughbred racing. In humans, premature birth is associated with shorter stature at maturity and variations in anatomical ratios, linked to alterations in metabolism and timing of...
Lineal Discrimination of Horses and Mules. A Sympatric Case from Arauca, Colombia.
Animals : an open access journal from MDPI    April 13, 2020   Volume 10, Issue 4 679 doi: 10.3390/ani10040679
Salamanca-Carreño A, Jordana J, Crosby-Granados RA, Bentez-Molano J, Parés-Casanova PM.This is the first morphological comparative study between local horses and mules from Arauca, Colombia. It was realized to compare morphological traits between both species by analysing 15 adult mules (7 males and 8 females) and 150 adult horses (137 males and 13 females), with an age interval from 2 to 22 years. Data consisted of 24 different body quantitative traits which can explain the body conformation: thoracic circumference, body length (BL), thoracic depth and width, withers height (WH), sternum height, shoulders width, chest width, forelimb cannon perimeter and length, head length and...
Major inconsistencies of inferred population genetic structure estimated in a large set of domestic horse breeds using microsatellites.
Ecology and evolution    April 12, 2020   Volume 10, Issue 10 4261-4279 doi: 10.1002/ece3.6195
Funk SM, Guedaoura S, Juras R, Raziq A, Landolsi F, Luís C, Martínez AM, Musa Mayaki A, Mujica F, Oom MDM, Ouragh L, Stranger YM, Vega-Pla JL....STRUCTURE remains the most applied software aimed at recovering the true, but unknown, population structure from microsatellite or other genetic markers. About 30% of structure-based studies could not be reproduced (, 21, 2012, 4925). Here we use a large set of data from 2,323 horses from 93 domestic breeds plus the Przewalski horse, typed at 15 microsatellites, to evaluate how program settings impact the estimation of the optimal number of population clusters that best describe the observed data. Domestic horses are suited as a test case as there is extensive background knowledge on the his...
Effect of work on body language of ranch horses in Brazil.
PloS one    January 28, 2020   Volume 15, Issue 1 e0228130 doi: 10.1371/journal.pone.0228130
Trindade PHE, Hartmann E, Keeling LJ, Andersen PH, Ferraz GC, Paranhos da Costa MJR.The horses' responses to exercise are commonly monitored using physiological variables, nonetheless physical and mental states can also be expressed through body language. The aims of this study were: (i) to identify how facial expressions and other behavioural variables change in ranch horses after a routine workday, and (ii) to investigate if these changes can be used as indicators of physical tiredness by relating them to known variables of physical fitness and workload. Fourteen crossbred ranch horses were assessed pre- and post-workday on two farms, recording the body language, physiologi...
A Comparison of Traditional and Geometric Morphometric Techniques for the Study of Basicranial Morphology in Horses: A Case Study of the Araucanian Horse from Colombia.
Animals : an open access journal from MDPI    January 10, 2020   Volume 10, Issue 1 118 doi: 10.3390/ani10010118
Parés-Casanova PM, Salamanca-Carreño A, Crosby-Granados RA, Bentez-Molano J.Skull size and shape have been widely used to study domestic animal populations and breeds. Although several techniques have been proposed to quantify cranial form, few attempts have been made to compare the results obtained by different techniques. While linear morphometrics has traditionally been used in breed characterization, recent advances in geometric morphometrics have created new techniques for specifically quantifying shape and size. The objective of this study was to compare two morphometric methods for their ability to describe external morphology. For this purpose, 20 skull specim...
Metabolomic analysis of synovial fluid from Thoroughbred racehorses diagnosed with palmar osteochondral disease using magnetic resonance imaging.
Equine veterinary journal    November 28, 2019   Volume 52, Issue 3 384-390 doi: 10.1111/evj.13199
Graham RJTY, Anderson JR, Phelan MM, Cillan-Garcia E, Bladon BM, Taylor SE.Palmar osteochondral disease (POD) is a common cause of lameness in competition horses. Magnetic resonance imaging (MRI) is the most sensitive diagnostic modality currently available, however it may not be financially or logistically practical for routine screening of POD. There is increasing interest in the use of metabolomics for diagnosis prior to progression to irreversible damage. Objective: To determine metabolite levels in synovial fluid (SF) of horses with a clinical diagnosis of POD based on diagnostic analgesia and MRI, with the hypothesis that metabolomic profiles differ between dis...
Genomic Divergence in Swedish Warmblood Horses Selected for Equestrian Disciplines.
Genes    November 27, 2019   Volume 10, Issue 12 doi: 10.3390/genes10120976
Ablondi M, Eriksson S, Tetu S, Sabbioni A, Viklund Å, Mikko S.The equestrian sport horse Swedish Warmblood (SWB) originates from versatile cavalry horses. Most modern SWB breeders have specialized their breeding either towards show jumping or dressage disciplines. The aim of this study was to explore the genomic structure of SWB horses to evaluate the presence of genomic subpopulations, and to search for signatures of selection in subgroups of SWB with high or low breeding values (EBVs) for show jumping. We analyzed high density genotype information from 380 SWB horses born in the period 2010-2011, and used Principal Coordinates Analysis and Discriminant...
Local origin or external input: modern horse origin in East Asia.
BMC evolutionary biology    November 27, 2019   Volume 19, Issue 1 217 doi: 10.1186/s12862-019-1532-y
Ning T, Ling Y, Hu S, Ardalan A, Li J, Mitra B, Chaudhuri TK, Guan W, Zhao Q, Ma Y, Savolainen P, Zhang Y.Despite decades of research, the horse domestication scenario in East Asia remains poorly understood. The study identified 16 haplogroups with fine-scale phylogenetic resolution using mitochondrial genomes of 317 horse samples. The time to the most recent common ancestor of the 16 haplogroups ranges from [0.8-3.1] thousand years ago (KYA) to [7.9-27.1] KYA. With combined analyses of the mitochondrial control region for 35 extant Przewalski's horses, 3544 modern and 203 ancient horses across the world, researchers provide evidence for that East Asian prevalent haplogroups Q and R were indigenou...
Refinement of Global Domestic Horse Biogeography Using Historic Landrace Chinese Mongolian Populations.
The Journal of heredity    October 20, 2019   Volume 110, Issue 7 769-781 doi: 10.1093/jhered/esz032
Han H, Bryan K, Shiraigol W, Bai D, Zhao Y, Bao W, Yang S, Zhang W, MacHugh DE, Dugarjaviin M, Hill EW.The Mongolian horse is one of the oldest extant horse populations and although domesticated, most animals are free-ranging and experience minimal human intervention. As an ancient population originating in one of the key domestication centers, the Mongolian horse may play a key role in understanding the origins and recent evolutionary history of horses. Here we describe an analysis of high-density genome-wide single-nucleotide polymorphism (SNP) data in 40 globally dispersed horse populations (n = 895). In particular, we have focused on new results from Chinese Mongolian horses (n = 100) that ...
Identification of metabolomic changes in horse plasma after racing by liquid chromatography-high resolution mass spectrometry as a strategy for doping testing.
Journal of equine science    October 2, 2019   Volume 30, Issue 3 55-61 doi: 10.1294/jes.30.55
Ueda T, Tozaki T, Nozawa S, Kinoshita K, Gawahara H.Recently, the illegal use of novel technologies, such as gene and cell therapies, has become a great concern for the horseracing industry. As a potential way to control this, metabolomics approaches that comprehensively analyze metabolites in biological samples have been gaining attention. However, it may be difficult to identify metabolic biomarkers for doping because physiological conditions generally differ between resting and exercise states in horses. To understand the metabolic differences in horse plasma between the resting state at training centres and the sample collection stage after...
Exploring the genetics underpinning dynamic laryngeal collapse associated with poll flexion in Norwegian-Swedish Coldblooded Trotter racehorses.
Equine veterinary journal    September 23, 2019   Volume 52, Issue 2 174-180 doi: 10.1111/evj.13171
Velie BD, Smith PM, Fjordbakk CT, Solé M, Jäderkvist Fegraeus K, Rosengren MK, Røed KH, Ihler CF, Lindgren G, Strand E.Dynamic laryngeal collapse (DLC) associated with poll flexion is the most common disorder of the upper respiratory tract (URT) in the Norwegian-Swedish Coldblooded Trotter (NSCT). The disorder, which has also been diagnosed in other breeds of trotters and gaited horses, appears to be related to anatomic phenotypes and only occurs during poll flexion when the horse is exercised 'on the bit'. Objective: Identify genomic regions associated with DLC in the NSCT by combining a rigorous phenotyping protocol with genomic data from a high-density equine genotyping array. Methods: Prospective case/cont...
Analysis of genetic variation contributing to measured speed in Thoroughbreds identifies genomic regions involved in the transcriptional response to exercise.
Animal genetics    September 11, 2019   Volume 50, Issue 6 670-685 doi: 10.1111/age.12848
Farries G, Gough KF, Parnell AC, McGivney BA, McGivney CL, McGettigan PA, MacHugh DE, Katz LM, Hill EW.Despite strong selection for athletic traits in Thoroughbred horses, there is marked variation in speed and aptitude for racing performance within the breed. Using global positioning system monitoring during exercise training, we measured speed variables and temporal changes in speed with age to derive phenotypes for GWAS. The aim of the study was to test the hypothesis that genetic variation contributes to variation in end-point physiological traits, in this case galloping speed measured during field exercise tests. Standardisation of field-measured phenotypes was attempted by assessing horse...
Determinants of Undesirable Behaviors in American Quarter Horses Housed in Box Stalls.
Journal of equine veterinary science    July 18, 2019   Volume 80 69-75 doi: 10.1016/j.jevs.2019.07.005
Ribeiro LB, Matzkeit TV, Nicolau JTS, Castilha LD, Oliveira FCL, Bankuti FI.The objective of this study was to investigate the management practices that affect undesirable behaviors in American Quarter Horses (AQH) confined to box stalls. A total of 105 adult AQH, comprising 29 females, 22 intact males, and 54 castrated males, housed in box stalls for at least 30 days, were included in the study. Behavioral activities were recorded through visual inspection at 5-min intervals over a 24-h period by two observers who took turns in shifts of 4 hours. Parameters related to animal characteristics, stall conditions, handling, training, nutrients supplied, and feeding beha...
Attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy to diagnose osteoarthritis in equine serum.
Equine veterinary journal    April 17, 2019   Volume 52, Issue 1 46-51 doi: 10.1111/evj.13115
Paraskevaidi M, Hook PD, Morais CLM, Anderson JR, White R, Martin-Hirsch PL, Peffers MJ, Martin FL.Reliable and validated biomarkers for osteoarthritis (OA) are currently lacking. Objective: To develop an accurate and minimally invasive method to assess OA-affected horses and provide potential spectral markers indicative of disease. Methods: Observational, cross-sectional study. Methods: Our cohort consisted of 15 horses with OA and 48 without clinical signs of the disease, which were used as controls. Attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy was used to investigate serum samples (50 μL) collected from these horses. Spectral processing and multivariat...
The Origin of a Coastal Indigenous Horse Breed in China Revealed by Genome-Wide SNP Data.
Genes    March 21, 2019   Volume 10, Issue 3 241 doi: 10.3390/genes10030241
Ma H, Wang S, Zeng G, Guo J, Guo M, Dong X, Hua G, Liu Y, Wang M, Ling Y, Ding X, Zhao C, Wu C. The Jinjiang horse is a unique Chinese indigenous horse breed distributed in the southern coastal areas, but the ancestry of Jinjiang horses is not well understood. Here, we used Equine SNP70 Bead Array technology to genotype 301 horses representing 10 Chinese indigenous horse breeds, and we integrated the published genotyped data of 352 individuals from 14 foreign horse breeds to study the relationships between Jinjiang horses and horse breeds from around the world. Principal component analysis (PCA), linkage disequilibrium (LD), runs of homozygosity (ROH) analysis, and ancestry estimating m...
Effect of oral supplementation of probiotic strains of Lactobacillus rhamnosus and Enterococcus faecium on the composition of the faecal microbiota of foals.
Journal of animal physiology and animal nutrition    March 10, 2019   Volume 103, Issue 3 915-924 doi: 10.1111/jpn.13079
Urubschurov V, Stroebel C, Günther E, Romanowski K, Büsing K, Zeyner A.Effects of probiotics on the intestinal microbiota of foals are yet insufficiently studied. The aim of this study was to investigate whether supplementation of Lactobacillus rhamnosus (DSM 7133) and Enterococcus faecium (DSM 7134) influences the bacterial composition of the faecal microbiota of foals. A total of 34 newborn foals were randomly assigned to the placebo group (PG, n = 16) and the treatment group (TG, n = 18). From day 1 to day 14 of life, foals orally received 3 ml of either a probiotic preparation (1.05 × 10 CFU E. faecium and 4.50 × 10 CFU L. rhamnosus) or placebo (...
Interobserver Reliability of the Animal Welfare Indicators Welfare Assessment Protocol for Horses.
Journal of equine veterinary science    February 14, 2019   Volume 75 112-121 doi: 10.1016/j.jevs.2019.02.005
Czycholl I, Klingbeil P, Krieter J.Objective tools for the assessment of animal welfare are needed. The present study analyzed the interobserver reliability of the Animal Welfare Indicators (AWIN) welfare assessment protocol for horses to further enhance knowledge concerning reliability. Therefore, two trained observers conducted 18 assessments on farm at the same time and on the same animals. The results were compared at individual level by calculation of Cohen's kappa (κ), weighted kappa (κ), and prevalence-adjusted, bias-adjusted kappa (PABAK). Spearman rank correlation coefficient (RS), intraclass correlation coefficient ...
The lipidome of Thoroughbred racehorses before and after supramaximal exercise.
Equine veterinary journal    February 9, 2019   Volume 51, Issue 5 696-700 doi: 10.1111/evj.13064
Nolazco Sassot L, Villarino NF, Dasgupta N, Morrison JJ, Bayly WM, Gang D, Sanz MG.A comprehensive study of the effect of supramaximal exercise in lipid homeostasis of Thoroughbreds provides the basis for future research on the role of lipids on energy metabolism in racehorses. Objective: To compare the plasma lipidome of Thoroughbreds before and after supramaximal exercise using an untargeted lipidomics approach. Methods: Pilot experimental study. Methods: Four Thoroughbred horses were used. The maximal oxygen consumption (VO ) was calculated for each horse. Horses then underwent treadmill exercise at the speed for which the oxygen requirements had been calculated to be 11...
Genetic Diversity of Persian Arabian Horses and Their Relationship to Other Native Iranian Horse Breeds.
The Journal of heredity    December 28, 2018   Volume 110, Issue 2 173-182 doi: 10.1093/jhered/esy061
Sadeghi R, Moradi-Shahrbabak M, Miraei Ashtiani SR, Schlamp F, Cosgrove EJ, Antczak DF.The principal aims of this study were to explore genetic diversity and genome-wide selection signatures in Persian Arabian horses and to determine genetic relationship of Persian Arabians with other Iranian horse breeds. We evaluated 71 horses from 8 matrilineal strains tracing to 47 mares from the mid to late 19th century, using the equine 670k single nucleotide polymorphism (SNP) BeadChip. Mean observed and expected heterozygosity were (0.43) and (0.45), respectively, average inbreeding measures (inbreeding estimates based on runs of homozygosity and pedigree information) were low, indicatin...
Equine Personality: Association With Breed, Use, and Husbandry Factors.
Journal of equine veterinary science    October 21, 2018   Volume 72 47-55 doi: 10.1016/j.jevs.2018.10.018
Sackman JE, Houpt KA.Temperament can be defined as innate properties of the nervous system, whereas personality includes the complex behavioral traits acquired through life. Association between personality and behavior is important for breeding, selection, and training of horses. For the first time, we evaluated if equine personality components previously identified in Japan and Europe were consistent when applied to American horses. We examined the association of personality with breed, age, sex, management, training, stereotypies, and misbehaviors. The owner directed personality survey consisted of 25 questions....
Genetic variability of Akhal-Teke horses bred in Italy.
PeerJ    September 6, 2018   Volume 6 e4889 doi: 10.7717/peerj.4889
Cozzi MC, Strillacci MG, Valiati P, Rogliano E, Bagnato A, Longeri M.The Akhal-Teke horse (AKH) is native of the modern Turkmenistan area. It was introduced in Italy from 1991 to 2000 mainly as an endurance horse. This paper characterizes the genetic variability of the whole Italian AKH horse population and evaluates their inbreeding level by analyzing microsatellite markers and mitochondrial D-Loop sequences. Methods: Seventeen microsatellite marker loci were genotyped on 95 DNA samples from almost all the AKH horses bred in Italy in the last 20 years. Standard genetic variability measures (Ho, He, FIS) were compared against the same variables published on oth...
Repeatability, reproducibility and consistency of horse shape data and its association with linearly described conformation traits in Franches-Montagnes stallions.
PloS one    August 27, 2018   Volume 13, Issue 8 e0202931 doi: 10.1371/journal.pone.0202931
Gmel AI, Druml T, Portele K, von Niederhäusern R, Neuditschko M.Linear description (LD) of conformation traits was introduced in horse breeding to minimise subjectivity in scoring. However, recent studies have shown that LD traits show essentially the same problems as traditionally scored traits, such as data converging around the mean value with very small standard deviations. To improve the assessment of conformation traits of horses, we investigated the application of the recently described horse shape space model based upon 403 digitised photographs of 243 Franches-Montagnes (FM) stallions and extracted joint angles based on specific landmark triplets....