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Topic:Multivariate Analysis

Multivariate analysis involves the examination of multiple variables simultaneously to understand relationships and patterns within a dataset. In equine research, this statistical approach is used to analyze complex data related to horse health, performance, and genetics. Applications of multivariate analysis in horses include studies on gait analysis, where multiple kinematic variables are assessed to understand locomotion, and nutritional studies, where various dietary factors are evaluated for their impact on health outcomes. This page compiles peer-reviewed research studies and scholarly articles that explore the methodologies, applications, and findings of multivariate analysis in equine science, highlighting its role in advancing knowledge in areas such as veterinary medicine, breeding, and performance optimization.
Factors associated with outcome in 94 hospitalised foals diagnosed with neonatal encephalopathy.
Equine veterinary journal    March 16, 2016   Volume 49, Issue 2 207-210 doi: 10.1111/evj.12553
Lyle-Dugas J, Giguère S, Mallicote MF, Mackay RJ, Sanchez LC.Neonatal encephalopathy is the most common neurological abnormality identified in neonatal foals, but its clinical course has been rarely characterised. Objective: To describe factors associated with nonsurvival in a population of foals diagnosed with neonatal encephalopathy. Methods: Retrospective cross-sectional clinical study. Methods: Cases were selected from equine neonatal (≤14 days of age) admissions between 1996 and 2007. Multivariable logistic regression was used to identify clinical parameters, laboratory variables and therapeutic interventions associated with nonsurvival. Results:...
Substance use disorder treatment retention and completion: a prospective study of horse-assisted therapy (HAT) for young adults.
Addiction science & clinical practice    October 14, 2015   Volume 10 21 doi: 10.1186/s13722-015-0043-4
Kern-Godal A, Arnevik EA, Walderhaug E, Ravndal E.Keeping substance use disorder patients actively engaged in treatment is a challenge. Horse-assisted therapy (HAT) is increasingly used as a complementary therapy, with claimed motivational and other benefits to physical and psychological health. This naturalistic study aimed to assess HAT's impact on the duration and completion of treatment for young substance users at Oslo University Hospital. Methods: Discharge and other data were derived from the Youth Addiction Treatment Evaluation Project (YATEP) database for patients (n = 108) admitted during an 18-month period. An intention-to-treat ...
Clinical Research Abstracts of the British Equine Veterinary Association Congress 2015.
Equine veterinary journal    September 17, 2015   Volume 47 Suppl 48 28 doi: 10.1111/evj.12486_63
Lotstra RJ, van den Broek J, Power T, Marr CM, Wijnberg ID.Atrial fibrillation is a common equine arrhythmia. Quinidine alone, or with digoxin are common treatments. Studies on outcome in Warmblood populations in which duration of the AF is often unknown are limited. Objective: To identify the factors that are associated with the success of full treatment cardioversion with oral medication, and establish whether there are differences in these factors between institutions. Methods: Retrospective case series using patient records of Equine University Clinic of Utrecht University and Rossdales Equine Hospital, Newmarket. Methods: Forty-nine horses treate...
Estimation of articular cartilage properties using multivariate analysis of optical coherence tomography signal.
Osteoarthritis and cartilage    June 6, 2015   Volume 23, Issue 12 2206-2213 doi: 10.1016/j.joca.2015.05.034
Puhakka PH, Te Moller NCR, Afara IO, Mäkelä JTA, Tiitu V, Korhonen RK, Brommer H, Virén T, Jurvelin JS, Töyräs J.The aim was to investigate the applicability of multivariate analysis of optical coherence tomography (OCT) information for determining structural integrity, composition and mechanical properties of articular cartilage. Methods: Equine osteochondral samples (N = 65) were imaged with OCT, and their total attenuation and backscattering coefficients (μt and μb) were measured. Subsequently, the Mankin score, optical density (OD) describing the fixed charge density, light absorbance in amide I region (Aamide), collagen orientation, permeability, fibril network modulus (Ef) and non-fibrillar mat...
Individual and occupational characteristics associated with respiratory symptoms among Latino horse farm workers.
American journal of industrial medicine    May 4, 2015   Volume 58, Issue 6 679-687 doi: 10.1002/ajim.22452
Swanberg JE, Clouser JM, Gan W, Mannino DM, Flunker JC.Latino workers are likely exposed to a variety of respiratory hazards in the horse barn, yet the potential impact of these exposures on respiratory health has not been investigated. Methods: Using a community-based sample of 225 Latino horse farmworkers we investigated the prevalence of upper and lower respiratory symptoms and occupational characteristics associated with them. Multivariable logistic regression was used to identify factors associated with respiratory symptomology. Results: Upper respiratory symptoms prevalence ranged from 24% to 45%. Half of workers reported lower respiratory s...
Influence of disease process and duration on acute phase proteins in serum and peritoneal fluid of horses with colic.
Journal of veterinary internal medicine    January 29, 2015   Volume 29, Issue 2 651-658 doi: 10.1111/jvim.12542
Pihl TH, Scheepers E, Sanz M, Goddard A, Page P, Toft N, Andersen PH, Jacobsen S.The acute phase proteins (APP) serum amyloid A (SAA), haptoglobin, and fibrinogen are valuable blood biomarkers in equine inflammatory diseases, but knowledge of factors influencing their concentrations in blood and peritoneal fluid (PF) of horses with colic is needed. Objective: The objective of this study was to investigate the influence of demographics (age, sex, breed), disease process (simple obstruction, strangulating obstruction, inflammatory), disease location, disease duration, hypovolemia, and admission hospital on concentrations of APP, lactate and white blood cell counts (WBC) in h...
The impact of different equine influenza vaccine products and other factors on equine influenza antibody levels in Thoroughbred racehorses.
Equine veterinary journal    November 24, 2014   Volume 47, Issue 6 662-666 doi: 10.1111/evj.12353
Ryan M, Gildea S, Walsh C, Cullinane A.More knowledge of equine influenza (EI) vaccine usage in training yards and the factors that influence serological response to vaccination are required to determine evidence-based vaccination strategies. Objective: The aim of this study was to ascertain the vaccination history of a population of Thoroughbred racehorses and identify factors that impacted on their antibody titres against EI. Methods: Observational field study. Methods: The study population consisted of 102 vaccinated Thoroughbred horses in training on a single premises. The vaccination histories recorded in their official passpo...
Comprehensive analysis of the overall codon usage patterns in equine infectious anemia virus.
Virology journal    December 20, 2013   Volume 10 356 doi: 10.1186/1743-422X-10-356
Yin X, Lin Y, Cai W, Wei P, Wang X.Equine infectious anemia virus (EIAV) is an important animal model for understanding the relationship between viral persistence and the host immune response during lentiviral infections. Comparison and analysis of the codon usage model between EIAV and its hosts is important for the comprehension of viral evolution. In our study, the codon usage pattern of EIAV was analyzed from the available 29 full-length EIAV genomes through multivariate statistical methods. Results: Effective number of codons (ENC) suggests that the codon usage among EIAV strains is slightly biased. The ENC-plot analysis d...
Somatotropic axis resistance and ghrelin in critically ill foals.
Equine veterinary journal    June 28, 2013   Volume 46, Issue 1 45-49 doi: 10.1111/evj.12086
Barsnick RJ, Hurcombe SD, Dembek K, Frazer ML, Slovis NM, Saville WJ, Toribio RE.Resistance to the somatotropic axis and increases in ghrelin concentrations have been documented in critically ill human patients, but limited information exists in healthy or sick foals. Objective: To investigate components of the somatotropic axis (ghrelin, growth hormone and insulin-like growth factor-1 [IGF-1]) with regard to energy metabolism (glucose and triglycerides), severity of disease and survival in critically ill equine neonates. It was hypothesised that ghrelin and growth hormone would increase and IGF-1 would decrease in proportion to severity of disease, supporting somatotropic...
Coordination dynamics in horse-rider dyads.
Human movement science    January 4, 2013   Volume 32, Issue 1 157-170 doi: 10.1016/j.humov.2012.11.002
Wolframm IA, Bosga J, Meulenbroek RG.The sport of equestrianism is defined through close horse-rider interaction. However, no consistent baseline parameters currently exist describing the coordination dynamics of horse-rider movement across different equine gaits. The study aims to employ accelerometers to investigate and describe patterns of motor coordination between horse and rider across the equine gaits of walk, rising trot, sitting trot and canter. Eighteen female (N=18; mean age±SD: 37.57±13.04) Dutch horse-rider combinations were recruited to participate in the study. Horse-rider coordination was recorded using two tri-...
Effect of the size of evacuated blood collection tubes on total carbon dioxide concentration in equine plasma.
Journal of the American Veterinary Medical Association    September 28, 2012   Volume 241, Issue 7 922-926 doi: 10.2460/javma.241.7.922
Tinkler SH, Couëtil LL, Kennedy SA, Constable PD.To determine whether plasma total CO(2) concentrations would vary with the size of the evacuated tube used to collect blood samples. Methods: Randomized crossover study. Methods: Convenience sample of 20 healthy adult horses. Methods: Jugular venous blood was collected from horses in random order into 8 types of evacuated tubes: 2-mL glass, 2- or 3-mL plastic or plastic plasma separator, 4- or 6-mL plastic, and 10-mL glass or plastic. Total CO(2) concentrations in plasma were measured with a biochemistry analyzer. Data were analyzed via repeated-measures ANOVA and multivariate regression. Resu...
Reproductive performance of Thoroughbred mares in the Waikato region of New Zealand: 2. Multivariable analyses and sources of variation at the mare, stallion and stud farm level.
New Zealand veterinary journal    August 28, 2012   Volume 60, Issue 6 335-343 doi: 10.1080/00480169.2012.696240
Hanlon DW, Stevenson M, Evans MJ, Firth EC.The objective of this study was to utilise multivariable statistical methods appropriate for clustered data to identify mare-related explanatory variables that significantly affected the reproductive performance of Thoroughbred mares in the Waikato region of New Zealand. In addition, we aimed to determine the relative contribution of the mare, stallion and stud farm to reproductive performance. Methods: A prospective cohort study was performed involving five stud farms in the Waikato region of New Zealand during three consecutive breeding seasons (2006-2008). A total of 1,482 individual mares ...
Development of a quantitative multivariable radiographic method to evaluate anatomic changes associated with laminitis in the forefeet of donkeys.
American journal of veterinary research    August 2, 2012   Volume 73, Issue 8 1207-1218 doi: 10.2460/ajvr.73.8.1207
Collins SN, Dyson SJ, Murray RC, Newton JR, Burden F, Trawford AF.To establish and validate an objective method of radiographic diagnosis of anatomic changes in laminitic forefeet of donkeys on the basis of data from a comprehensive series of radiographic measurements. Methods: 85 donkeys with and 85 without forelimb laminitis for baseline data determination; a cohort of 44 donkeys with and 18 without forelimb laminitis was used for validation analyses. Methods: For each donkey, lateromedial radiographic views of 1 weight-bearing forelimb were obtained; images from 11 laminitic and 2 nonlaminitic donkeys were excluded (motion artifact) from baseline data det...
Relationship of heart rate and electrocardiographic time intervals to body mass in horses and ponies.
Journal of veterinary cardiology : the official journal of the European Society of Veterinary Cardiology    May 4, 2012   Volume 14, Issue 2 343-350 doi: 10.1016/j.jvc.2012.03.001
Schwarzwald CC, Kedo M, Birkmann K, Hamlin RL.To investigate the relationship of heart rate (HR) and ECG time intervals to body weight (BWT) in healthy horses and ponies. We hypothesized that HR and ECG time intervals are related to BWT. Methods: 250 healthy horses of >30 breeds; 5.5 (1-30) y [median (range)]; 479 (46-1018) kg. Methods: Prospective study. Standard base-apex ECGs were recorded while the horses were standing quietly in a box stall. Mean HR over 15 s was calculated and RR interval, PQ interval, QRS duration, and QT interval were measured by a single observer.QT was corrected for differences in heart rate using Fridericia'...
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...
Peritonitis in horses: 55 cases (2004-2007).
Acta veterinaria Hungarica    June 15, 2011   Volume 59, Issue 2 181-193 doi: 10.1556/AVet.2011.011
Nógrádi N, Tóth B, Macgillivray KC.Factors associated with the outcome of peritonitis in horses are seldom described. The objectives of this study were to determine the common clinical signs and clinicopathologic findings and to reveal prognostic factors associated with the outcome of peritonitis in equine patients. Data were examined in a retrospective manner in 55 horses diagnosed with and treated for peritonitis. The most common clinical and clinicopathologic findings were tachycardia (94%), increased amount of peritoneal fluid on ultrasound (84%), altered mucous membranes (82%), bacteria noted on the direct smear (67%), hyp...
Predictors of race-day jockey falls in jumps racing in Australia.
Accident; analysis and prevention    December 9, 2010   Volume 43, Issue 3 840-847 doi: 10.1016/j.aap.2010.11.003
Hitchens P, Blizzard L, Jones G, Day L, Fell J.Thoroughbred jumps racing jockeys have a fall rate greater than their flat racing counterparts. Previous studies have focused on factors that contribute to falls by horses but, to date, there has not been a study of risk factors for falls to jockeys in jumps races. Data on race-day falls were extracted from stipendiary stewards reports lodged with Principal Racing Authorities following each race meeting. Denominator data were provided by Racing Information Services Australia on races conducted from August 2002 until July 2009. Univariable and multivariable analyses, estimating incidence rate r...
Comparison of the clinical, microbiological, radiological and haematological features of foals with pneumonia caused by Rhodococcus equi and other bacteria.
Veterinary journal (London, England : 1997)    November 25, 2009   Volume 187, Issue 1 109-112 doi: 10.1016/j.tvjl.2009.10.025
Leclere M, Magdesian KG, Kass PH, Pusterla N, Rhodes DM.The purpose of this study was to compare the clinical, microbiological, radiological, haematological and cytological features of foals with pneumonia caused by Rhodococcus equi infection and with other bacteria, in order to provide markers for early diagnosis and treatment. A retrospective study of 113 cases of bacterial pneumonia was undertaken. Although there was considerable overlap in the affected populations, foals with R. equi pneumonia were significantly younger and had higher respiratory rates. Radiological evidence of thoracic abscessation had a sensitivity of 71% and a specificity of...
Factors associated with likelihood of horses having a high serum Streptococcus equi SeM-specific antibody titer.
Journal of the American Veterinary Medical Association    October 16, 2009   Volume 235, Issue 8 973-977 doi: 10.2460/javma.235.8.973
Boyle AG, Sweeney CR, Kristula M, Boston R, Smith G.To identify factors associated with an increased likelihood that horses would have a serum Streptococcus equi SeM-specific antibody titer > or = 1:1,600. Methods: Cross-sectional study. Methods: 188 healthy client-owned horses. Methods: A single serum sample from each horse was tested for SeM-specific antibody titer with an ELISA. Multivariate logistic regression was used to identify factors associated with having a titer > or = 1:1,600. Results: Age, breed, and vaccination status were significantly associated with the likelihood of having a titer > or = 1:1,600. The odds of having a ...
Multivariate analysis for characteristics of heat tolerance in horses in Brazil.
Tropical animal health and production    July 7, 2009   Volume 42, Issue 2 185-191 doi: 10.1007/s11250-009-9404-x
Castanheira M, Paiva SR, Louvandini H, Landim A, Fiorvanti MC, Paludo GR, Dallago BS, McManus C.The environment in which the horse is reared affects its ability to maintain thermal balance which is in turn related to thermal characteristics and regulatory physiological mechanisms. In this study a multivariate analysis of physiological traits in relation to heat tolerance in horses was carried out in the Federal District, Brazil. The aim was to test the ability of these analyses to separate groups of animals and determine which physiological traits are most important in the adaptation to heat stress. Forty adult horses (4 to 13 years) were used, ten from each of four different genetic gro...
Factors influencing conception rates of Arab mares in Tunisia.
Animal reproduction science    May 4, 2009   Volume 117, Issue 1-2 106-110 doi: 10.1016/j.anireprosci.2009.04.010
Benhajali H, Richard-Yris MA, Ezzaouia M, Charfi F, Hausberger M.In order to investigate the factors affecting the reproduction efficiency of Arab breeding mares in Tunisia, breeding data corresponding to 2340 mated cycles, over 5 years (from 2000 to 2004), from 555 mares offspring of 50 sires and bred with 17 stallions were analysed using a multivariate logistic regression. We chose logit link function and binomial distribution and we used log-likelihood-ratio (LL) and Wald tests (X(2)Wald) to test the mean values. The factors of variation included in the model were the year, the stallion, the age of the mare at mating, the sire and the category of the mar...
Exercise during training is associated with racing performance in Thoroughbreds.
Veterinary journal (London, England : 1997)    April 17, 2009   Volume 181, Issue 1 43-47 doi: 10.1016/j.tvjl.2009.03.008
Verheyen KL, Price JS, Wood JL.This study aimed to determine the effects of exercise on racecourse performance in horses racing on the flat. Daily exercise and race records were obtained over a 2-year period for a cohort of racehorses in training for which injury data were also available. Multivariable regression techniques were used to investigate associations between canter, training gallop and race distances accumulated in the 30 days prior to each race and the odds of winning the race, earning prize money and the amount of prize money won. Higher cumulative high-speed (gallop+race) distances were associated with increas...
Multiple-trait selection for radiographic health of the limbs, conformation and performance in Warmblood riding horses.
Animal : an international journal of animal bioscience    December 1, 2008   Volume 2, Issue 12 1724-1732 doi: 10.1017/S1751731108003091
Stock KF, Distl O.Information on 26 434 German Warmblood horses born between 1992 and 2001 was used for multivariate genetic analyses of radiographic health, conformation and performance traits to compare different modes of single- and multiple-trait selection of sires. Results of standardized radiological examinations of 5155 Hanoverian Warmblood horses, conformation evaluations from studbook inspections of 20 603 mares, and performance evaluations from mare performance tests and auction horse inspections of 16 098 horses were used for multivariate genetic analyses. Genetic parameters were estimated with restr...
Profiling training preparation in young Australian Thoroughbred racehorses.
Australian veterinary journal    October 31, 2008   Volume 86, Issue 11 419-424 doi: 10.1111/j.1751-0813.2008.00358.x
Cogger N, Perkins N, Hodgson DR, Reid SW, Evans DL.To describe the impact of age, sex, and musculoskeletal (MS) injury on three preparation-level measures of performance: (i) the duration of preparation, (ii) time from the beginning of the preparation until the first start in a race or barrier trial, and (iii) time from the first start until the end of the preparation. Methods: Daily training and injury data for 2- and 3-year old Thoroughbred racehorses were collected fortnightly from 14 trainers in NSW, Australia. Training data were aggregated into units referred to as 'preparations'. Univariate and multivariate analytical methods were used t...
Factors associated with outcome in foals with neonatal isoerythrolysis (72 cases, 1988-2003).
Journal of veterinary internal medicine    August 11, 2008   Volume 22, Issue 5 1216-1222 doi: 10.1111/j.1939-1676.2008.0171.x
Polkes AC, Giguère S, Lester GD, Bain FT.Neonatal foals with isoerythrolysis (NI) often die, but the risk factors for death have not been identified. Objective: To identify factors associated with outcome in foals with NI and to identify factors associated with death from liver failure or kernicterus in the same population. Methods: Seventy-two foals with NI examined at referral institutions. Methods: Retrospective case series. Information on signalment, clinical examination findings, laboratory testing, treatment, complications, outcome, and necropsy results were obtained. Results: The overall survival rate was 75% (54 of 72). Liver...
Walk-run classification of symmetrical gaits in the horse: a multidimensional approach.
Journal of the Royal Society, Interface    July 29, 2008   Volume 6, Issue 33 335-342 doi: 10.1098/rsif.2008.0238
Starke SD, Robilliard JJ, Weller R, Wilson AM, Pfau T.Walking and running are two mechanisms for minimizing energy expenditure during terrestrial locomotion. Duty factor, dimensionless speed, existence of an aerial phase, percentage recovery (PR) or phase shift of mechanical energy and shape of the vertical ground reaction force profile have been used to discriminate between walking and running. Although these criteria work well for the classification of most quadrupedal gaits, they result in conflicting evidence for some gaits, such as the tölt (a symmetrical, four-beat gait used by Icelandic horses). We use established pattern recognition meth...
A multicenter case-control study of risk factors for equine protozoal myeloencephalitis.
Journal of the American Veterinary Medical Association    December 18, 2007   Volume 231, Issue 12 1857-1863 doi: 10.2460/javma.231.12.1857
Cohen ND, Mackay RJ, Toby E, Andrews FM, Barr BS, Beech J, Bernard WV, Clark CK, Divers TJ, Furr MO, Kohn CW, Levy M, Reed SM, Seahorn TL, Slovis NM.To identify risk factors for equine protozoal myeloencephalitis (EPM) among horses examined at 11 equine referral hospitals. Methods: Case-control study. Methods: 183 horses with EPM, 297 horses with neurologic disease other than EPM (neurologic controls), and 168 horses with non-neurologic diseases (non-neurologic controls) examined at 11 equine referral hospitals in the United States. Methods: A study data form was completed for all horses. Data were compared between the case group and each of the control groups by means of bivariate and multivariate polytomous logistic regression. Results: ...
Fracture rate in Thoroughbred racehorses is affected by dam age and parity.
Veterinary journal (London, England : 1997)    September 25, 2006   Volume 174, Issue 2 295-301 doi: 10.1016/j.tvjl.2006.07.023
Verheyen KL, Price JS, Wood JL.This study's aim was to determine the effects of dam age and parity on the rate of fracture in offspring in Thoroughbred racehorses in training for flat racing. It was hypothesised that first foals and those from older mares would have a higher fracture rate than subsequent foals and those from younger mares. A two-year observational cohort study collected data from eight trainers on 335 horses that were monitored since the start of their training as yearlings. Multivariable Poisson regression analyses showed that first foals had a significantly lower fracture rate than subsequent ones (RR=0.3...
The influence of collagen fiber orientation and other histocompositional characteristics on the mechanical properties of equine cortical bone.
The Journal of experimental biology    July 22, 2006   Volume 209, Issue Pt 15 3025-3042 doi: 10.1242/jeb.02304
Skedros JG, Dayton MR, Sybrowsky CL, Bloebaum RD, Bachus KN.This study examined relative influences of predominant collagen fiber orientation (CFO), mineralization (% ash), and other microstructural characteristics on the mechanical properties of equine cortical bone. Using strain-mode-specific (S-M-S) testing (compression testing of bone habitually loaded in compression; tension testing of bone habitually loaded in tension), the relative mechanical importance of CFO and other material characteristics were examined in equine third metacarpals (MC3s). This model was chosen since it had a consistent non-uniform strain distribution estimated by finite ele...
Effect of training location and time period on racehorse performance in New Zealand. 2. Multivariable analysis.
New Zealand veterinary journal    March 16, 2005   Volume 52, Issue 5 243-249 doi: 10.1080/00480169.2004.36435
Perkins NR, Reid SW, Morris RS.To investigate training location (horses trained in Matamata vs those trained at all other venues in New Zealand), and time period (1996-1997 and 1998-1999), while controlling for other horse- and race- or trial-related factors, as a means of assessing the possible impact of construction of a new training surface at the Matamata Racing Club on indirect measures of racehorse performance (number of starts, and failure to race within 6 months of any start). Methods: Multivariable logistic regression and poisson analysis were used to analyse data derived using a retrospective cohort approach. Mult...