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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.
Genome-wide analyses of the Jeju, Thoroughbred, and Jeju crossbred horse populations using the high density SNP array.
Genes & genomics    August 11, 2018   Volume 40, Issue 11 1249-1258 doi: 10.1007/s13258-018-0722-0
Kim NY, Seong HS, Kim DC, Park NG, Yang BC, Son JK, Shin SM, Woo JH, Shin MC, Yoo JH, Choi JW.The Jeju horse is an indigenous Korean horse breed that is currently registered with the Food and Agriculture Organization of the United Nations. However, there is severe lack of genomic studies on Jeju horse. This study was conducted to investigate genetic characteristics of horses including Jeju horse, Thoroughbred and Jeju crossbred (Jeju × Thoroughbred) populations. We compared the genomes of three horse populations using the Equine SNP70 Beadchip array. Short-range Linkage disequilibrium was the highest in Thoroughbred, whereas r values were lowest in Jeju horse. Expected heterozygos...
Characterization of trotter horses urine metabolome by means of proton nuclear magnetic resonance spectroscopy.
Metabolomics : Official journal of the Metabolomic Society    August 3, 2018   Volume 14, Issue 8 106 doi: 10.1007/s11306-018-1403-3
Zhu C, Faillace V, Laus F, Bazzano M, Laghi L.Metabolomics has been recognized as a powerful approach for disease screening. In order to highlight potential health issues in subjects, a key factor is the possibility to compare quantitatively the metabolome of their biofluids with reference values from healthy individuals. Such efforts towards the systematic characterization of the metabolome of biofluids in perfect health conditions, far from concluded for humans, have barely begun on horses. The present work attempts, for the first time, to give reference quantitative values for the molecules mostly represented in the urine metabolome of...
Use of principle component analysis to quantitatively score the equine metabolic syndrome phenotype in an Arabian horse population.
PloS one    July 12, 2018   Volume 13, Issue 7 e0200583 doi: 10.1371/journal.pone.0200583
Lewis SL, Holl HM, Long MT, Mallicote MF, Brooks SA.Equine metabolic syndrome (EMS), like human metabolic syndrome, comprises a collection of clinical signs related to obesity, insulin dysregulation and susceptibility to secondary inflammatory disease. Although the secondary conditions resulting from EMS can be life-threatening, diagnosis is not straightforward and often complicated by the presence of other concurrent conditions like pituitary pars intermedia dysfunction (PPID). In order to better characterize EMS, we sought to describe the variation within, and correlations between, typical physical and endocrine parameters for EMS. Utilizing ...
Progressive habituation to separation alleviates the negative effects of weaning in the mother and foal.
Psychoneuroendocrinology    July 5, 2018   Volume 97 59-68 doi: 10.1016/j.psyneuen.2018.07.005
Lansade L, Foury A, Reigner F, Vidament M, Guettier E, Bouvet G, Soulet D, Parias C, Ruet A, Mach N, Lévy F, Moisan MP.Early and definitive separation between offspring and their mothers has negative consequences on behavioral and physiological responses. This study compared sudden and definitive weaning (Sudd group, N = 16) and weaning involving progressive habituation to separation using a fence line during the month preceding definitive separation (Prog group, N = 18). The impact of these two methods was assessed in both foals and their mothers through behavioral and biological parameters, including salivary cortisol, telomere length and blood transcriptomes. On the day of definitive separation, Pro...
Statistical modeling of the equine third metacarpal bone incorporating morphology and bone mineral density.
PloS one    June 6, 2018   Volume 13, Issue 6 e0194406 doi: 10.1371/journal.pone.0194406
Liley H, Zhang J, Firth EC, Fernandez JW, Besier TF.The objective of this study was to describe the three-dimensional shape and subchondral bone mineral density (BMD) variation of the equine distal third metacarpal bone (MC3) using a statistical shape model. The association between form and function builds upon previous two-dimensional observations of MC3 epiphyseal structure. It was expected that the main source of variation would be an increase in overall MC3 bone size, correlated to an increase in subchondral BMD. Geometry and bone mineral density was obtained from CT image data of 40 healthy Thoroughbred horses. This was used to create a st...
Subchondral bone morphology in the metacarpus of racehorses in training changes with distance from the articular surface but not with age.
Journal of anatomy    February 15, 2018   Volume 232, Issue 6 919-930 doi: 10.1111/joa.12794
Martig S, Hitchens PL, Stevenson MA, Whitton RC.The repetitive large loads generated during high-speed training and racing commonly cause subchondral bone injuries in the metacarpal condyles of racehorses. Adaptive bone modelling leads to focal sclerosis at the site of highest loading in the palmar aspect of the metacarpal condyles. Information on whether and how adaptive modelling of subchondral bone changes during the career of a racehorse is sparse. The aim of this cross-sectional study was to describe the changes in subchondral bone micromorphology in the area of highest loading in the palmar aspect of the metacarpal condyle in thorough...
Using partial least squares regression as a predictive tool in describing equine third metacarpal bone shape.
Computer methods in biomechanics and biomedical engineering    October 26, 2017   Volume 20, Issue 15 1609-1612 doi: 10.1080/10255842.2017.1393806
Liley H, Zhang J, Firth E, Fernandez J, Besier T.Population variance in bone shape is an important consideration when applying the results of subject-specific computational models to a population. In this letter, we demonstrate the ability of partial least squares regression to provide an improved shape prediction of the equine third metacarpal epiphysis, using two easily obtained measurements.
Hydrochemical and multivariate analysis of groundwater quality in the northwest of Sinai, Egypt.
Journal of water and health    August 5, 2017   Volume 15, Issue 4 644-657 doi: 10.2166/wh.2017.276
El-Shahat MF, Sadek MA, Salem WM, Embaby AA, Mohamed FA.The northwestern coast of Sinai is home to many economic activities and development programs, thus evaluation of the potentiality and vulnerability of water resources is important. The present work has been conducted on the groundwater resources of this area for describing the major features of groundwater quality and the principal factors that control salinity evolution. The major ionic content of 39 groundwater samples collected from the Quaternary aquifer shows high coefficients of variation reflecting asymmetry of aquifer recharge. The groundwater samples have been classified into four clu...
Genetic diversity of Syrian Arabian horses.
Animal genetics    May 31, 2017   Volume 48, Issue 4 486-489 doi: 10.1111/age.12568
Almarzook S, Reissmann M, Arends D, Brockmann GA.Although Arabian horses have been bred in strains for centuries and pedigrees have been recorded in studbooks, to date, little is known about the genetic diversity within and between these strains. In this study, we tested if the three main strains of Syrian Arabian horses descend from three founders as suggested by the studbook. We examined 48 horses representing Saglawi (n = 18), Kahlawi (n = 16) and Hamdani (n = 14) strains using the Equine SNP70K BeadChip. For comparison, an additional 24 Arabian horses from the USA and three Przewalski's horses as an out group were added. Observed h...
Phenotypic and Genetic Analysis of the Leopard Complex Spotting in Noriker Horses.
The Journal of heredity    April 30, 2017   Volume 108, Issue 5 505-514 doi: 10.1093/jhered/esx039
Druml T, Grilz-Seger G, Neuditschko M, Neuhauser B, Brem G.Genetic analyses of coat colors are frequently restricted to subjectively categorized phenotype information. The aim of this study was to develop a method to numerically quantify the variability of leopard complex (LP) spotting phenotypes introducing tools from image analysis. Generalized Procrustes analysis eliminates systematic errors due to imaging process. The binarization of normalized images and the application of principal component analysis (PCA) on the derived pixel matrices, transform pixel information into numerical data space. We applied these methods on 90 images to ascertain the ...
Application of Genomic Estimation Methods of Inbreeding and Population Structure in an Arabian Horse Herd.
The Journal of heredity    April 27, 2017   Volume 108, Issue 4 361-368 doi: 10.1093/jhered/esx025
Al Abri MA, König von Borstel U, Strecker V, Brooks SA.Horse breeders rely heavily on pedigrees for identification of ancestry in breeding stock. Inaccurate pedigrees may erroneously assign individuals to false lineages or breed memberships resulting in wrong estimates of inbreeding and coancestry. Moreover, discrepancies in pedigree records can lead breeders seeking to limit inbreeding into making misguided breeding decisions. Genome-wide SNPs provide a quantitative tool to aid in the resolution of lineage assignments and the calculation of genomic measures of relatedness. The aim of this project was to pilot a comparison between pedigree and gen...
Prediction of the fertility of stallion frozen-thawed semen using a combination of computer-assisted motility analysis, microscopical observation and flow cytometry.
Theriogenology    April 27, 2017   Volume 97 186-200 doi: 10.1016/j.theriogenology.2017.04.036
Battut IB, Kempfer A, Lemasson N, Chevrier L, Camugli S.Spermatozoa from some stallions do not maintain an acceptable fertility after freezing and thawing. The selection of frozen ejaculates that would be suitable for insemination is mainly based on post-thaw motility, but the prediction of fertility remains limited. A recent study in our laboratory has enabled the determination of a new protocol for the evaluation of fresh stallion semen, combining microscopical observation, computer-assisted motility analysis and flow cytometry, and providing a high level of fertility prediction. The purpose of the present experiment was to perform similar invest...
Detecting taxonomic and phylogenetic signals in equid cheek teeth: towards new palaeontological and archaeological proxies.
Royal Society open science    April 5, 2017   Volume 4, Issue 4 160997 doi: 10.1098/rsos.160997
Cucchi T, Mohaseb A, Peigné S, Debue K, Orlando L, Mashkour M.The Plio-Pleistocene evolution of and the subsequent domestication of horses and donkeys remains poorly understood, due to the lack of phenotypic markers capable of tracing this evolutionary process in the palaeontological/archaeological record. Using images from 345 specimens, encompassing 15 extant taxa of equids, we quantified the occlusal enamel folding pattern in four mandibular cheek teeth with a single geometric morphometric protocol. We initially investigated the protocol accuracy by assigning each tooth to its correct anatomical position and taxonomic group. We then contrasted the ph...
An epidemiological analysis of equine welfare data from regulatory inspections by the official competent authorities.
Animal : an international journal of animal bioscience    December 9, 2016   Volume 11, Issue 7 1237-1248 doi: 10.1017/S1751731116002512
Hitchens PL, Hultgren J, Frössling J, Emanuelson U, Keeling LJ.Determining welfare status in a population is the first step in efforts to improve welfare. The primary objective of this study was to explore a new epidemiological approach for analysis of data from official competent authorities that pertain to compliance with animal welfare legislation. We reviewed data already routinely collected as part of Swedish official animal welfare inspections for 2010-13, using a checklist containing 45 checkpoints (CPs). These covered animal-, resource- and management-based measures of equine welfare. The animal-based CPs were measures that directly related to the...
Neural modulators of temperament: A multivariate approach to personality trait identification in the horse.
Physiology & behavior    September 3, 2016   Volume 167 125-131 doi: 10.1016/j.physbeh.2016.08.029
Roberts K, Hemmings AJ, Moore-Colyer M, Parker MO, McBride SD.A relationship between dopamine and temperament has previously been described in human cases of dopaminergic dysfunction. Adjustment in temperament prior to disease manifestation can enable the early identification of individuals at risk of such conditions, and scope exists to extend this application of temperament alterations to cases of dopaminergic dysfunction in horses. A multivariate and mixed-methods approach utilising a questionnaire along with two inferred measurements of dopamine activity (Spontaneous Blink Rate [SBR] and behavioral initiation rate [BIR]) were recorded from direct obs...
Comparison of a modified phenol/chloroform and commercial-kit methods for extracting DNA from horse fecal material.
Journal of microbiological methods    July 25, 2016   Volume 129 14-19 doi: 10.1016/j.mimet.2016.07.019
Janabi AHD, Kerkhof LJ, McGuinness LR, Biddle AS, McKeever KH.There are many choices for methods of extracting bacterial DNA for Next Generation Sequencing (NGS) from fecal samples. Here, we compare our modifications of a phenol/chloroform extraction method plus an inhibitor removal solution (C3) (ph/Chl+C3) to the PowerFecal® DNA Isolation Kit (MoBio-K). DNA quality and quantity coupled to NGS results were used to assess differences in relative abundance, Shannon diversity index, unique species, and principle coordinate analysis (PCoA) between biological replicates. Six replicate samples, taken from a single ball of horse feces manually collected from ...
Characterization and differentiation of equine experimental local and early systemic inflammation by expression responses of inflammation-related genes in peripheral blood leukocytes.
BMC veterinary research    June 1, 2016   Volume 12 83 doi: 10.1186/s12917-016-0706-8
Vinther AM, Heegaard PM, Skovgaard K, Buhl R, Andreassen SM, Andersen PH.Local inflammation may progress into systemic inflammation. To increase our understanding of the basic immunological processes during transition of equine local inflammation into a systemic state, investigation into the equine systemic immune response to local inflammation is warranted. Therefore, the aim of this study was to investigate the innate peripheral blood leukocyte (PBL) immune response to local inflammation in horses, and to compare this response with the PBL immune response during the early phase of acute systemic inflammation. Expression of 22 selected inflammation-related genes w...
Skeletal variation in Tennessee Walking Horses maps to the LCORL/NCAPG gene region.
Physiological genomics    March 1, 2016   Volume 48, Issue 5 325-335 doi: 10.1152/physiolgenomics.00100.2015
Staiger EA, Al Abri MA, Pflug KM, Kalla SE, Ainsworth DM, Miller D, Raudsepp T, Sutter NB, Brooks SA.Conformation has long been a driving force in horse selection and breed creation as a predictor for performance. The Tennessee Walking Horse (TWH) ranges in size from 1.5 to 1.7 m and is often used as a trail, show, and pleasure horse. To investigate the contribution of genetics to body conformation in the TWH, we collected DNA samples, body measurements, and gait/training information from 282 individuals. We analyzed the 32 body measures with a principal component analysis. Principal component (PC)1 captured 28.5% of the trait variance, while PC2 comprised just 9.5% and PC3 6.4% of trait vari...
The MC1R and ASIP Coat Color Loci May Impact Behavior in the Horse.
The Journal of heredity    February 16, 2016   Volume 107, Issue 3 214-219 doi: 10.1093/jhered/esw007
Jacobs LN, Staiger EA, Albright JD, Brooks SA.Shared signaling pathways utilized by melanocytes and neurons result in pleiotropic traits of coat color and behavior in many mammalian species. For example, in humans polymorphisms at MC1R cause red hair, increased heat sensitivity, and lower pain tolerance. In deer mice, rats, and foxes, ASIP polymorphisms causing black coat color lead to more docile demeanors and reduced activity. Horse (Equus caballus) base coat color is primarily determined by polymorphisms at the Melanocortin-1 Receptor (MC1R) and Agouti Signaling Protein (ASIP) loci, creating a black, bay, or chestnut coat. Our goal was...
Targeted Metabolomics Approach To Detect the Misuse of Steroidal Aromatase Inhibitors in Equine Sports by Biomarker Profiling.
Analytical chemistry    December 15, 2015   Volume 88, Issue 1 764-772 doi: 10.1021/acs.analchem.5b03165
Chan GH, Ho EN, Leung DK, Wong KS, Wan TS.The use of anabolic androgenic steroids (AAS) is prohibited in both human and equine sports. The conventional approach in doping control testing for AAS (as well as other prohibited substances) is accomplished by the direct detection of target AAS or their characteristic metabolites in biological samples using hyphenated techniques such as gas chromatography or liquid chromatography coupled with mass spectrometry. Such an approach, however, falls short when dealing with unknown designer steroids where reference materials and their pharmacokinetics are not available. In addition, AASs with fast...
Comparing the effect of modeled climatic variables on the distribution of African horse sickness in South Africa and Namibia.
Journal of vector ecology : journal of the Society for Vector Ecology    November 28, 2015   Volume 40, Issue 2 333-341 doi: 10.1111/jvec.12172
Liebenberg D, van Hamburg H, Piketh S, Burger R.Africa horse sickness (AHS) is a lethal disease of horses with a seasonal occurrence that is influenced by environmental conditions that favor the development of Culicoides midges (Diptera: Ceratopogonidae). This study compared and evaluated the relationship of various modeled climatic variables with the distribution and abundance of AHS in South Africa and Namibia. A comprehensive literature review of the historical AHS reported data collected from the Windhoek archives as well as annual reports from the Directorate of Veterinary services in Namibia were conducted. South African AHS reported ...
Evidence for the effect of serotonin receptor 1A gene (HTR1A) polymorphism on tractability in Thoroughbred horses.
Animal genetics    November 19, 2015   Volume 47, Issue 1 62-67 doi: 10.1111/age.12384
Hori Y, Tozaki T, Nambo Y, Sato F, Ishimaru M, Inoue-Murayama M, Fujita K.Tractability, or how easily animals can be trained and controlled, is an important behavioural trait for the management and training of domestic animals, but its genetic basis remains unclear. Polymorphisms in the serotonin receptor 1A gene (HTR1A) have been associated with individual variability in anxiety-related traits in several species. In this study, we examined the association between HTR1A polymorphisms and tractability in Thoroughbred horses. We assessed the tractability of 167 one-year-old horses reared at a training centre for racehorses using a questionnaire consisting of 17 items....
Modeling equine race surface vertical mechanical behaviors in a musculoskeletal modeling environment.
Journal of biomechanics    January 19, 2015   Volume 48, Issue 4 566-572 doi: 10.1016/j.jbiomech.2015.01.006
Symons JE, Fyhrie DP, Hawkins DA, Upadhyaya SK, Stover SM.Race surfaces have been associated with the incidence of racehorse musculoskeletal injury, the leading cause of racehorse attrition. Optimal race surface mechanical behaviors that minimize injury risk are unknown. Computational models are an economical method to determine optimal mechanical behaviors. Previously developed equine musculoskeletal models utilized ground reaction floor models designed to simulate a stiff, smooth floor appropriate for a human gait laboratory. Our objective was to develop a computational race surface model (two force-displacement functions, one linear and one nonlin...
Impact of race training on volumetric bone mineral density and its spatial distribution in the distal epiphysis of the third metatarsal bone of 2-year-old horses.
Veterinary journal (London, England : 1997)    July 1, 2014   Volume 201, Issue 3 353-358 doi: 10.1016/j.tvjl.2014.06.018
Bogers SH, Rogers CW, Bolwell CF, Roe WD, Gee EK, McIlwraith CW.The aim of the study was to use spatial and multiple correspondence analysis (MCA) to describe and compare the regional proportion and spatial pattern of volumetric bone mineral density (BMDv) values within loaded regions of the plantar metatarsal epiphysis of young horses in race training. A single 2 mm transverse peripheral quantitative computed tomography 'slice', 10 mm proximal from the distal limit of the sagittal ridge of the distal metatarsal epiphysis was obtained from 14 2-year-old Thoroughbred fillies (7 exercised and 7 controls). Six regions of interest were generated and examin...
Relationship between morphological and stabilographic variables in standing horses.
Veterinary journal (London, England : 1997)    September 26, 2013   Volume 198 Suppl 1 e65-e69 doi: 10.1016/j.tvjl.2013.09.035
Clayton HM, Buchholz R, Nauwelaerts S.A stabilogram plots movements of the centre of pressure (COP) in the horizontal plane. Derived stabilographic variables quantify postural balance, but it is not known if these variables are size dependent. The aims of this study were to determine which morphological variable was most representative of size, which stabilographic variables were most representative of balance and whether size normalisation improved estimates of postural performance. Croup height (0.93-1.77 m), mass (117-666 kg), base of support (BOS) length (0.74-1.18 m) and BOS width (0.22-0.45 m) were measured in 24 horses. Sta...
Constraints on Mammalian forelimb development: insights from developmental disparity.
Evolution; international journal of organic evolution    September 12, 2013   Volume 67, Issue 12 3645-3652 doi: 10.1111/evo.12204
Ross D, Marcot JD, Betteridge KJ, Nascone-Yoder N, Bailey CS, Sears KE.Tetrapod limb development has been studied extensively for decades, yet the strength and role of developmental constraints in this process remains unresolved. Mammals exhibit a particularly wide array of limb morphologies associated with various locomotion modes and behaviors, providing a useful system for identifying periods of developmental constraint and conserved developmental mechanisms or morphologies. In this study, landmark-based geometric morphometrics are used to investigate levels and patterns of morphological diversity (disparity) among the developing forelimbs of four mammals with...
Evaluation of conformation against traits associated with dressage ability in unridden Iberian horses at the trot.
Research in veterinary science    July 21, 2013   Volume 95, Issue 2 660-666 doi: 10.1016/j.rvsc.2013.06.017
Solé M, Santos R, Gómez MD, Galisteo AM, Valera M.The work describes and compares the conformation traits and gait characteristics in the main native Iberian dressage Purebreds (Lusitano, Spanish and Menorca horses). In total, 4 strides belonging to each of 66 males (4-14 years old) were recorded at handled trot, using a 3D semi-automatic movement analysis system. Principal component analysis (PCA) and intraclass Correlations (iC) were computed. The Menorca Purebred showed proportionally higher limbs (23.8 and 15.1cm for the forelimb cannon and pastern lengths), the Lusitano Purebred had larger inclinations (66.1°, 37.7° and 47.9° for the ...
Horse-like walking, trotting, and galloping derived from kinematic Motion Primitives (kMPs) and their application to walk/trot transitions in a compliant quadruped robot.
Biological cybernetics    March 6, 2013   Volume 107, Issue 3 309-320 doi: 10.1007/s00422-013-0551-9
Moro FL, Spröwitz A, Tuleu A, Vespignani M, Tsagarakis NG, Ijspeert AJ, Caldwell DG.This manuscript proposes a method to directly transfer the features of horse walking, trotting, and galloping to a quadruped robot, with the aim of creating a much more natural (horse-like) locomotion profile. A principal component analysis on horse joint trajectories shows that walk, trot, and gallop can be described by a set of four kinematic Motion Primitives (kMPs). These kMPs are used to generate valid, stable gaits that are tested on a compliant quadruped robot. Tests on the effects of gait frequency scaling as follows: results indicate a speed optimal walking frequency around 3.4 Hz, an...
A genome-wide association study indicates LCORL/NCAPG as a candidate locus for withers height in German Warmblood horses.
Animal genetics    February 18, 2013   Volume 44, Issue 4 467-471 doi: 10.1111/age.12031
Tetens J, Widmann P, Kühn C, Thaller G.A genome-wide association scan for loci affecting withers height was conducted in 782 German Warmblood stallions, which were genotyped using the Illumina EquineSNP50 Bead Chip. A principal components approach was applied to correct for population structure. The analysis revealed a single major QTL on ECA3 explaining ~18 per cent of the phenotypic variance, which is in concordance with recent reports from other horse populations. The LCORL/NCAPG locus represents a strong candidate gene for this QTL. This locus is among a small number that have consistently been identified to influence human hei...
Genetic diversity and population structure of Chinese pony breeds using microsatellite markers.
Genetics and molecular research : GMR    August 16, 2012   Volume 11, Issue 3 2629-2640 doi: 10.4238/2012.June.25.4
Xu LX, Yang SL, Lin RY, Yang HB, Li AP, Wan QS.China is one of the principal origins of ponies in the world. We made a comprehensive analysis of genetic diversity and population structure of Chinese ponies based on 174 animals of five indigenous Chinese pony breeds from five provinces using 13 microsatellite markers. One hundred and forty-four alleles were detected; the mean number of effective alleles among the pony breeds ranged from 5.38 (Guizhou) to 6.78 (Sichuan); the expected heterozygosity ranged from 0.82 (Guizhou) to 0.85 (Debao, Sichuan). Although abundant genetic variation was found, the genetic differentiation was low between t...