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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 variability in local Brazilian horse lines using microsatellite markers.
Genetics and molecular research : GMR    April 10, 2012   Volume 11, Issue 2 881-890 doi: 10.4238/2012.April.10.4
Silva AC, Paiva SR, Albuquerque MS, Egito AA, Santos SA, Lima FC, Castro ST, Mariante AS, Correa PS, McManus CM.Genetic variability at 11 microsatellite markers was analyzed in five naturalized/local Brazilian horse breeds or genetic groups. Blood samples were collected from 328 animals of the breeds Campeira (Santa Catarina State), Lavradeira (Roraima State), Pantaneira (Pantanal Mato-Grossense), Mangalarga Marchador (Minas Gerais State), as well as the genetic group Baixadeiro (Maranhão State), and the exotic breeds English Thoroughbred and Arab. We found significant genetic variability within evaluated microsatellite loci, with observed heterozygosis varying between 0.426 and 0.768 and polymorphism ...
Genetic diversity and admixture among Canadian, Mountain and Moorland and Nordic pony populations.
Animal : an international journal of animal bioscience    March 23, 2012   Volume 6, Issue 1 19-30 doi: 10.1017/S1751731111001212
Prystupa JM, Juras R, Cothran EG, Buchanan FC, Plante Y.As part of the requirements of the Convention on Biological Diversity, Canada has been investigating the genetic diversity of its native equine and pony populations. Along with examining four indigenous Canadian equine populations (Canadian horse, Lac La Croix pony, Newfoundland pony and Sable Island population), another 10 Mountain and Moorland, three Nordic, four horse and two feral equine populations (thought to have influenced some pony breeds) were also investigated. In total, 821 individuals were genotyped at 38 microsatellite loci. Results of the analysis of molecular variance indicated...
Genetic structure and differentiation of the Italian catria horse.
The Journal of heredity    December 14, 2011   Volume 103, Issue 1 134-139 doi: 10.1093/jhered/esr121
Bigi D, Perrotta G.Catria is 1 of the 22 native Italian horse breeds that now survive from a larger number. Thirty individuals, representative of the Catria horse, were analyzed for 11 microsatellites and compared with data of 10 breeds reared in Italy. Three different approaches, genetic distances, correspondence analysis, and clustering methods, were considered to study genetic relationships among Catria and the other horse populations. Genetic differentiation among breeds was highly significant (P < 0.01) for all loci. Average F(ST) values indicate that around 10% of the total genetic variation was explain...
Adipose tissue-derived adiponectin expression is significantly associated with increased post operative mortality in horses undergoing emergency abdominal surgery.
Equine veterinary journal. Supplement    August 4, 2011   Issue 39 26-33 doi: 10.1111/j.2042-3306.2011.00404.x
Packer MJ, German AJ, Hunter L, Trayhurn P, Proudman CJ.Adipose tissue is an important source of inflammatory cytokines (adipokines) and adiposity has been identified as having a significant effect on human morbidity and mortality. Obesity is also an emerging welfare problem in the UK horse population, but the role that it plays in secondary diseases is unclear. Objective: To examine the expression of inflammation-related adipokine genes in retroperitoneal adipose tissue of horses undergoing emergency abdominal surgery and to explore associations with adiposity and post operative survival. Methods: Retroperitoneal adipose tissue samples were obtain...
Rating of putative housekeeping genes for quantitative gene expression analysis in cyclic and early pregnant equine endometrium.
Animal reproduction science    February 18, 2011   Volume 125, Issue 1-4 124-132 doi: 10.1016/j.anireprosci.2011.02.019
Kayis SA, Atli MO, Kurar E, Bozkaya F, Semacan A, Aslan S, Guzeloglu A.The aim was an evaluation of a set of housekeeping genes (HKGs) to be used in the normalization of gene expression in the equine endometrium. Glyceraldehyde-3-phosphate dehydrogenase (GAPDH), hypoxanthine ribosyl transferase 1 (HPRT1), ubiquitin B (UBB), tubulin alpha 1 (TUBA1), ribosomal protein L32 (RPL32), beta-2-microglobulin (B2M), 18S rRNA (18S), and 28S rRNA (28S) HKGs were evaluated using real-time PCR and were compared in different physiological stages of the endometrium. Endometrial biopsies were obtained from mares on day of ovulation (d0, n=4), at late diestrus (LD, n=4), after lut...
Dynamic host-bacteria interactions during an acidotic state induction.
Environmental microbiology reports    February 1, 2011   Volume 3, Issue 1 101-105 doi: 10.1111/j.1758-2229.2010.00193.x
Rudi K.Mainly due to the lack of time-series data, we know very little about the underlying interactions leading to adverse states in the gut. I therefore investigate the host-bacteria dynamic interactions in a recently published acidotic state induction time-series experiment. Too high levels of fermentation in the hindgut may lead to elevated serum lactate levels, which is a characteristic of the acidotic state. The acidotic state was induced through injection of oligofructose directly into the caecum of five horses, with subsequent temporal measurements of host serum lactate, and a range of caecum...
Morphological variation in the horse: defining complex traits of body size and shape.
Animal genetics    November 26, 2010   Volume 41 Suppl 2 159-165 doi: 10.1111/j.1365-2052.2010.02127.x
Brooks SA, Makvandi-Nejad S, Chu E, Allen JJ, Streeter C, Gu E, McCleery B, Murphy BA, Bellone R, Sutter NB.Horses, like many domesticated species, have been selected for broad variation in skeletal size. This variation is not only an interesting model of rapid evolutionary change during domestication, but is also directly applicable to the horse industry. Breeders select for complex traits like body size and skeletal conformation to improve marketability, function, soundness and performance in the show ring. Using a well-defined set of 35 measurements, we have identified and quantified skeletal variation in the horse species. We collected measurements from 1215 horses representing 65 breeds of dive...
Vertical dimensions of suspended horses.
Equine veterinary journal    September 14, 2010   Volume 42, Issue 8 758-761 doi: 10.1111/j.2042-3306.2010.00167.x
Clutton RE, Chase-Topping M, Squires R, Lawson H, Minard H, Rose S.The dimensions of anaesthetised hobbled horses during suspension and transfer onto the operating table are unknown. These data are required for the cost-effective construction of equine surgical facilities. Objective: To measure the distance from the toe to dependent back margin (Bsusp) and poll (Psusp) of anaesthetised suspended horses and correlate them with readily obtained measures from standing animals. Methods: Digital photographs of suspended horses were taken in the anaesthesia induction box at a fixed position that allowed trigonometric determination of Bsusp and Psusp. These values w...
Evaluation of the genetic diversity and population structure of Chinese indigenous horse breeds using 27 microsatellite markers.
Animal genetics    May 19, 2010   Volume 42, Issue 1 56-65 doi: 10.1111/j.1365-2052.2010.02067.x
Ling YH, Ma YH, Guan WJ, Cheng YJ, Wang YP, Han JL, Mang L, Zhao QJ, He XH, Pu YB, Fu BL.We determined the genetic diversity and evolutionary relationships among 26 Chinese indigenous horse breeds and two introduced horse breeds by genotyping these animals for 27 microsatellite loci. The 26 Chinese horse breeds come from 12 different provinces. Two introduced horse breeds were the Mongolia B Horse from Mongolia and the Thoroughbred Horse from the UK. A total of 330 alleles were detected, and the expected heterozygosity ranged from 0.719 (Elenchuns) to 0.780 (Dali). The mean number of alleles among the horse breeds ranged from 6.74 (Hequ) to 8.81 (Debao). Although there were abunda...
Environmental risk factors of West Nile virus infection of horses in the Senegal River basin.
Epidemiology and infection    February 23, 2010   Volume 138, Issue 11 1601-1609 doi: 10.1017/S095026881000035X
Chevalier V, Dupressoir A, Tran A, Diop OM, Gottland C, Diallo M, Etter E, Ndiaye M, Grosbois V, Dia M, Gaidet N, Sall AA, Soti V, Niang M.In 2005, a serological study was carried out on horses in five ecologically contrasted zones of the Senegal River basin (Senegal) to assess West Nile virus (WNV) transmission and investigate underlying environmental risk factors. In each study zone, horses were randomly selected and blood samples taken. A land-cover map of the five study areas was built using two satellite ETM+ images. Blood samples were screened by ELISA for anti-WNV IgM and IgG and positive samples were confirmed by seroneutralization. Environmental data were analysed using a principal components analysis. The overall IgG se...
Evaluation of shape variability of stallion sperm heads by means of image analysis and Fourier descriptors.
Animal reproduction science    December 16, 2009   Volume 119, Issue 1-2 50-55 doi: 10.1016/j.anireprosci.2009.12.007
Severa L, Máchal L, Svábová L, Mamica O.This study quantified and evaluated the variability of sperm head shape for 10 different stallions. Sperm head shape characteristics including sperm head length to width ratio, position of the center of gravity, curvature, and degree of roundness were assessed and analysed from images using elliptic Fourier descriptors and inverse Fourier transformation. The first four principal components accounted for 88.46-92.33% of the total variance and provided a good summary of the overall data. In the case of the ejaculate with defective sperm heads the components accounted for 97.35-98.21% of variatio...
Motion pattern analysis of gait in horseback riding by means of Principal Component Analysis.
Human movement science    May 13, 2009   Volume 28, Issue 3 394-405 doi: 10.1016/j.humov.2009.04.002
Witte K, Schobesberger H, Peham C.As a consequence of the three interacting systems of horse, saddle, and rider, horseback riding is a very complex movement that is difficult to characterize by a limited number of biomechanical parameters or characteristic curves. Principal Component Analysis (PCA) is a technique for reducing multidimensional datasets to a minimal (i.e., optimally economic) set of dimensions. To apply PCA to horseback riding data, a "pattern vector" composed of the horizontal velocities of a set of body markers was determined. PCA was used to identify the major dynamic constituents of the three natural gaits o...
Combining microsatellite and pedigree data to estimate relationships among Skyros ponies.
Journal of applied genetics    May 13, 2009   Volume 50, Issue 2 133-143 doi: 10.1007/BF03195664
Bomcke E, Gengler N.Relationship coefficients are particularly useful to improve genetic management of endangered populations. These coefficients are traditionally based on pedigree data, but in case of incomplete or inexistent pedigrees they are replaced by coefficients calculated from molecular data. The main objective of this study was to develop a new method to estimate relationship coefficients by combining molecular with pedigree data, which is useful for specific situations where neither pedigree nor molecular data are complete. The developed method was applied to contribute to the conservation of the Skyr...
A comparison of sympathetic and conventional training methods on responses to initial horse training.
Veterinary journal (London, England : 1997)    April 16, 2009   Volume 181, Issue 1 48-52 doi: 10.1016/j.tvjl.2009.03.009
Visser EK, VanDierendonck M, Ellis AD, Rijksen C, Van Reenen CG.In 'sympathetic horsemanship' the importance of the natural behaviour of the horse and the use of body language in communication is emphasised. However, it is unclear what effect sympathetic horsemanship has on the welfare of horses. During a 5-week starting period the effect of a sympathetic (ST) versus a conventional (CT) training method was studied using 28 young Warmblood horses. Behavioural observations during the starting period as well as during a standardised final riding test were performed by trained observers. A Wilcoxon matched-pair test was used to detect differences within groups...
Konik and Hucul horses: a comparative study of exterior measurements.
Journal of animal science    March 27, 2009   Volume 87, Issue 7 2245-2254 doi: 10.2527/jas.2008-1501
Komosa M, Purzyc H.An exterior comparison was made between 2 primitive horse breeds: the Konik and the Hucul breeds. Each animal was characterized using 25 measurements and 24 indices. Statistical methods employed in this study were principal components analysis and the Student's t-test. It was found that in spite of both breeds being included in the group of horses with a primitive exterior, the Konik and the Hucul possess completely different metric properties of their body conformations. Although the mean height for the Hucul breed slightly exceeds that of the Konik, the latter has longer scapulae and metacar...
Genetic relationships of five Indian horse breeds using microsatellite markers.
Animal : an international journal of animal bioscience    May 1, 2007   Volume 1, Issue 4 483-488 doi: 10.1017/S1751731107694178
Behl R, Behl J, Gupta N, Gupta SC.The genetic relationships of five Indian horse breeds, namely Marwari, Spiti, Bhutia, Manipuri and Zanskari were studied using microsatellite markers. The DNA samples of 189 horses of these breeds were amplified by polymerase chain reaction using 25 microsatellite loci. The total number of alleles varied from five to 10 with a mean heterozygosity of 0.58 ± 0.05. Spiti and Zansakari were the most closely related breeds, whereas, Marwari and Manipuri were most distant apart with Nei's DA genetic distance of 0.071 and 0.186, respectively. In a Nei's DA genetic distances based neighbour joining...
Modulation of mandibular loading and bite force in mammals during mastication.
The Journal of experimental biology    March 6, 2007   Volume 210, Issue Pt 6 1046-1063 doi: 10.1242/jeb.02733
Ross CF, Dharia R, Herring SW, Hylander WL, Liu ZJ, Rafferty KL, Ravosa MJ, Williams SH.Modulation of force during mammalian mastication provides insight into force modulation in rhythmic, cyclic behaviors. This study uses in vivo bone strain data from the mandibular corpus to test two hypotheses regarding bite force modulation during rhythmic mastication in mammals: (1) that bite force is modulated by varying the duration of force production, or (2) that bite force is modulated by varying the rate at which force is produced. The data sample consists of rosette strain data from 40 experiments on 11 species of mammals, including six primate genera and four nonprimate species: goat...
Gait characterisation and classification in horses.
The Journal of experimental biology    January 11, 2007   Volume 210, Issue Pt 2 187-197 doi: 10.1242/jeb.02611
Robilliard JJ, Pfau T, Wilson AM.Although a large number of foot-fall sequences are possible in quadrupeds, few sequences are routinely used. The aim of this paper is to characterise, by foot-fall pattern, the gaits used by horses and develop a novel technique to classify symmetric and asymmetric gaits using one common criterion. To achieve this speed and relative foot-fall, timings of all four limbs of eight Icelandic horses were measured using accelerometers. Linear discriminant analysis (LDA) was performed to find criteria that are optimal for discriminating between the different gaits. This also allowed us to evaluate whe...
Factor analysis of body measurements in Arabian horses.
Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie    December 21, 2006   Volume 123, Issue 6 369-377 doi: 10.1111/j.1439-0388.2006.00618.x
Sadek MH, Al-Aboud AZ, Ashmawy AA.Data of 13 body measurements have been analysed from 166 Arabian horses, 123 mares and 43 stallions, ranging from 49 to 298 months of age, belonging to Alzahraa stud, Cairo, Egypt. General linear model was used to study age and gender effects on these measures. Gender was a significant source of variation for most studied traits, but not for neck girth, cannon bone circumference of fore and hind legs, and pastern girth of fore and hind legs. Age significantly affected pastern girths of fore and hind legs and cannon bone circumference of fore legs, while there was no significant effect on the o...
Individual-based assessment of population structure and admixture in Austrian, Croatian and German draught horses.
Heredity    October 11, 2006   Volume 98, Issue 2 114-122 doi: 10.1038/sj.hdy.6800910
Druml T, Curik I, Baumung R, Aberle K, Distl O, Sölkner J.All over Europe, the number of draught horses has decreased drastically during the last 50 years. As a prerequisite for efficient management decisions, we analysed the conservation status in Austrian (Noriker Carinthia - NC, Noriker Salzburg - NS), Croatian (Croatian Coldblood - C, Posavina horse - P) and German (Altmaerkisch Coldblood - A, Black Forest horse - BF, Mecklenburg Coldblood - M, Rhenish German Draught horse - R, Saxon Thuringa Coldblood - ST, Schleswig Draught horse - Sch, South German Coldblood - SG) draught horses (434) using multilocus genotypic information from 30 (effectively...
Conformation of the equine skull: a morphometric study.
Anatomia, histologia, embryologia    July 14, 2006   Volume 35, Issue 4 221-227 doi: 10.1111/j.1439-0264.2005.00663.x
Evans KE, McGreevy PD.There is a lack of an established method for quantifying equine skull morphology. This study proposes a method that is valid for use on both live and deceased horses. A total of nine head measurements (skull length, cranial length, nasal length, ratio of cranial:nasal length, cranial width, zygomatic width, mandibular depth, nasal profile area, cranial profile area) and six indices (skull index, cranial index, nasal index, mandibular index, nasal profile index, cranial profile index) were recorded from 30 horses from a variety of breeds whilst the soft tissues of the head were intact. A line w...
The variability of cranial morphology in modern horses.
Zoological science    April 11, 2006   Volume 23, Issue 3 289-298 doi: 10.2108/zsj.23.289
Komosa M, Moliński K, Godynicki S.Horses bred nowadays are characterized by high variability of the body build. The variability concerns exterior features and skeleton features. From among the skeleton parts the skull is an element influenced by selection and environmental adaptation. The aim of these investigations was to find whether cranial traits exhibit variability in relation to the body build of horses. To do this, metric parameters of skulls of 43 horses used in the investigations were analysed with various statistical techniques. On the basis of ANOVA, Principal Components Analysis and Canonical Discriminant Analysis ...
Sperm motility patterns and metabolism in Catalonian donkey semen.
Theriogenology    March 15, 2005   Volume 63, Issue 6 1706-1716 doi: 10.1016/j.theriogenology.2004.07.022
Miró J, Lobo V, Quintero-Moreno A, Medrano A, Peña A, Rigau T.The Sperm-Class Analyzer detected four subpopulations of spermatozoa with different motility characteristics in the ejaculate of the Catalonian donkey. Significant differences (P < 0.001) in the distribution of these subpopulations, as well as in total sperm number and percentage total motility, were seen in the diluted semen of four sampled donkeys. All the ejaculates evaluated showed excellent semen quality characteristics; the sperm they contained was more rapid than horse sperm. Principal components analysis showed sperm l-lactate production to be a good predictor of semen condition. This,...
Microsatellite diversity, population subdivision and gene flow in the Lipizzan horse.
Animal genetics    July 22, 2004   Volume 35, Issue 4 285-292 doi: 10.1111/j.1365-2052.2004.01157.x
Achmann R, Curik I, Dovc P, Kavar T, Bodo I, Habe F, Marti E, Sölkner J, Brem G.Blood samples of 561 Lipizzan horses from subpopulations (studs) of seven European countries representing a large fraction of the breed's population were used to examine the genetic diversity, population subdivision and gene flow in the breed. DNA analysis based on 18 microsatellite loci revealed that genetic diversity (observed heterozygosity = 0.663, gene diversity = 0.675 and the mean number of alleles = 7.056) in the Lipizzan horse is similar to other horse breeds as well as to other domestic animal species. The genetic differentiation between Lipizzan horses from different studs, although...
Characterization of enzootic foci of Venezuelan equine encephalitis virus in western Venezuela.
Vector borne and zoonotic diseases (Larchmont, N.Y.)    March 26, 2003   Volume 1, Issue 3 219-230 doi: 10.1089/153036601753552585
Barrera R, Torres N, Freier JE, Navarro JC, García CZ, Salas R, Vasquez C, Weaver SC.The distribution of the sylvatic subtype ID Venezuelan equine encephalitis (VEE) viruses in the lowland tropical forests of western Venezuela was investigated using remote sensing and geographic information system technologies. Landsat 5 Thematic Mapper satellite imagery was used to study the reflectance patterns of VEE endemic foci and to identify other locations with similar reflectance patterns. Enzootic VEE virus variants isolated during this study are the closest genetic relatives of the epizootic viruses that emerged in western Venezuela during 1992-1993. VEE virus surveillance was condu...
Responses of horses in behavioural tests correlate with temperament assessed by riders.
Equine veterinary journal    March 18, 2003   Volume 35, Issue 2 176-183 doi: 10.2746/042516403776114108
Visser EK, Van Reenen CG, Rundgren M, Zetterqvist M, Morgan K, Blokhuis HJ.Behavioural tests as well as observers' ratings have been used to study horses' temperament. However, the relationship between the ratings and the responses in behavioural tests has not yet been studied in detail. Objective: The aim of the present study was to examine this relationship between ratings and responses. Methods: Eighteen mature Swedish Warmblood horses were subjected to 2 behavioural tests, one relating to novelty (novel object test) and one to handling (handling test). Subsequently, 16 of these horses were ridden by 16 equally experienced students, having no former experience wit...
Analysis of the variations in clinical signs shown by 254 cases of equine headshaking.
The Veterinary record    March 28, 2002   Volume 150, Issue 8 236-240 doi: 10.1136/vr.150.8.236
Mills DS, Cook S, Taylor K, Jones B.A national survey of headshaking in 254 horses was undertaken to describe the clinical signs of the condition as observed by horse owners. Principal component analysis was used to determine the underlying structure of 11 signs and the criteria by which the affected horses could be most effectively differentiated; the analysis suggested five components with a variance greater than one which together explained over 60 per cent of the total variance. Other analyses of the data indicated that headshaking could develop at any age and that twice as many males were affected as females; 64 per cent of...
Locomotor characteristics of horses with navicular disease.
American journal of veterinary research    February 24, 2001   Volume 62, Issue 2 206-210 doi: 10.2460/ajvr.2001.62.206
Williams GE.To determine whether force-plate evaluation of horses with navicular disease would reveal an abnormal gait that persists despite loss of sensation to the palmar foot region, which may predispose such horses to navicular disease. Methods: 17 clinically normal Thoroughbreds and 8 Thoroughbreds with navicular disease. Methods: Data on ground reaction forces were obtained in trotting horses, using a force plate. Force-time curve variables for clinically normal horses were derived from 4 points at the beginning and 4 points at the end of the vertical and craniocaudal horizontal plots. Principal com...
The genetic structure of Spanish Celtic horse breeds inferred from microsatellite data.
Animal genetics    February 26, 2000   Volume 31, Issue 1 39-48 doi: 10.1046/j.1365-2052.2000.00591.x
Cañon J, Checa ML, Carleos C, Vega-Pla JL, Vallejo M, Dunner S.Partition of the genetic variability, genetic structure and relationships among seven Spanish Celtic horse breeds were studied using PCR amplification of 13 microsatellites on 481 random individuals. In addition, 60 thoroughbred horses were included. The average observed heterozygosity and the mean number of alleles were higher for the Atlantic horse breeds than for the Balearic Islands breeds. Only eight percentage of the total genetic variability could be attributed to differences among breeds (mean FST approximately 0.08; P < 0.01). Atlantic breeds clearly form a separate cluster from th...
Effect of furosemide on performance of Thoroughbreds racing in the United States and Canada.
Journal of the American Veterinary Medical Association    September 7, 1999   Volume 215, Issue 5 670-675 
Gross DK, Morley PS, Hinchcliff KW, Wittum TE.To determine the effect of furosemide on performance of Thoroughbreds racing on dirt surfaces at tracks in the United States and Canada. Methods: Cross-sectional study. Methods: All Thoroughbreds (n = 22,589) that finished a race on dirt surfaces at tracks in the United States and Canada between June 28 and July 13, 1997 in jurisdictions that allowed the use of furosemide. Methods: Race records were analyzed by use of multivariable ANOVA procedures and logistic regression analyses to determine the effect of furosemide on estimated 6-furlong race time, estimated racing speed, race earnings, and...