Analyze Diet

Topic:Predictive Model

Predictive models in equine research involve the use of statistical and computational techniques to forecast outcomes related to horse health, performance, and behavior. These models integrate various data inputs, such as genetic information, physiological parameters, and environmental factors, to predict future events or conditions. Applications of predictive models in equine science include anticipating disease outbreaks, assessing performance potential, and optimizing breeding strategies. By analyzing historical and real-time data, these models can provide insights that assist in decision-making processes. This page compiles peer-reviewed research studies and scholarly articles that explore the development, validation, and application of predictive models in the context of equine science.
Inertial measurement unit technology for gait detection: a comprehensive evaluation of gait traits in two Italian horse breeds.
Frontiers in veterinary science    October 16, 2024   Volume 11 1459553 doi: 10.3389/fvets.2024.1459553
Asti V, Ablondi M, Molle A, Zanotti A, Vasini M, Sabbioni A.The shift of the horse breeding sector from agricultural to leisure and sports purposes led to a decrease in local breeds' population size due to the loss of their original breeding purposes. Most of the Italian breeds must adapt to modern market demands, and gait traits are suitable phenotypes to help this process. Inertial measurement unit (IMU) technology can be used to objectively assess them. This work aims to investigate on IMU recorded data (i) the influence of environmental factors and biometric measurements, (ii) their repeatability, (iii) the correlation with judge evaluations, and (...
Colostrum conductivity, pH and Brix index as predictors of passive immunity transfer in foals.
Equine veterinary journal    October 16, 2024   Volume 57, Issue 4 898-903 doi: 10.1111/evj.14421
Magalhaes HB, Canisso IF.Foal immunity relies heavily on the absorption of colostrum immunoglobulins; thus, colostrum evaluation is used to predict the transfer of passive immunity (TPI), and its conductivity is associated with TPI in cattle. Leading up to and at parturition, a reduction in colostrum pH and conductivity is thought to be necessary for TPI; however, this remains to be determined. Objective: To assess conductivity, pH, and Brix refractometer index of colostrum to predict the TPI in foals. Methods: Field study. Methods: The colostrum of 241 mares was assessed for conductivity, pH, and Brix index using han...
Analyses of whole-genome sequences from 185 North American Thoroughbred horses, spanning 5 generations.
Scientific reports    October 2, 2024   Volume 14, Issue 1 22930 doi: 10.1038/s41598-024-73645-9
Bailey E, Finno CJ, Cullen JN, Kalbfleisch T, Petersen JL.Whole genome sequences (WGS) of 185 North American Thoroughbred horses were compared to quantify the number and frequency of variants, diversity of mitotypes, and autosomal runs of homozygosity (ROH). Of the samples, 82 horses were born between 1965 and 1986 (Group 1); the remaining 103, selected to maximize pedigree diversity, were born between 2000 and 2020 (Group 2). Over 14.3 million autosomal variants were identified with 4.5-5.0 million found per horse. Mitochondrial sequences associated the North American Thoroughbreds with 9 of 17 clades previously identified among diverse breeds. Indi...
Supervised Machine Learning Techniques for Breeding Value Prediction in Horses: An Example Using Gait Visual Scores.
Animals : an open access journal from MDPI    September 20, 2024   Volume 14, Issue 18 doi: 10.3390/ani14182723
Bussiman F, Alves AAC, Richter J, Hidalgo J, Veroneze R, Oliveira T.Gait scores are widely used in the genetic evaluation of horses. However, the nature of such measurement may limit genetic progress since there is subjectivity in phenotypic information. This study aimed to assess the application of machine learning techniques in the prediction of breeding values for five visual gait scores in Campolina horses: dissociation, comfort, style, regularity, and development. The dataset contained over 5000 phenotypic records with 107,951 horses (14 generations) in the pedigree. A fixed model was used to estimate least-square solutions for fixed effects and adjusted ...
Straight from the horse’s mouth: The effect of different feedstuffs on oral pH in horses and ponies.
Journal of equine veterinary science    September 4, 2024   Volume 142 105181 doi: 10.1016/j.jevs.2024.105181
Daniels SP, Whiteside EJ, Martin S, Moore-Colyer MJS, Harris P.Feedstuffs, especially ensiled forage, may be detrimental to equid oral health by exposing the oral cavity to low pH. This study aimed to identify if salivary pH was altered by 1) a range of different feedstuffs and (2) specifically by feeding haylages with differing nutrient profiles. Two studies were conducted. The first measured oral pH following five feedstuffs, (hay, haylage, unmolassed sugarbeet pulp, unmolassed alfalfa chaff and rolled oats), tested individually over five days. Saliva (≥1 ml) was collected in triplicate, prior to feeding, directly after ingesting 500 g of each feedstu...
The prognostic importance of physiological and biochemical parameters in horses afflicted with colic.
Open veterinary journal    August 31, 2024   Volume 14, Issue 8 1801-1807 doi: 10.5455/OVJ.2024.v14.i8.8
Mickevičienė I, Mikalauskienė D, Miknienė Z.Colic, a primary cause of illness and death in horses, necessitates the development of improved prognostic tools. Unassigned: The aim of this study was to investigate the prognostic significance of physiological and biochemical parameters in horses suffering from colic. Unassigned: A comprehensive clinical evaluation of 117 horses included assessment of heart rate, mucous membranes, capillary refill time, rectal temperature, respiratory rate, gut motility, reflux, and limb pulse strength. Unassigned: Stomach reflux, absence of gut noises, and increased heart rate (mean increase of 12 bpm) stro...
Quality Assessment of Reconstructed Cow, Camel and Mare Milk Powders by Near-Infrared Spectroscopy and Chemometrics.
Molecules (Basel, Switzerland)    August 23, 2024   Volume 29, Issue 17 3989 doi: 10.3390/molecules29173989
Majadi M, Barkó A, Varga-Tóth A, Maukenovna ZS, Batirkhanovna DZ, Dilora S, Lukacs M, Kaszab T, Mednyánszky Z, Kovacs Z.Milk powders are becoming a major attraction for many industrial applications due to their nutritional and functional properties. Different types of powdered milk, each with their own distinct chemical compositions, can have different functionalities. Consequently, the development of rapid monitoring methods is becoming an urgent task to explore and expand their applicability. Lately, there is growing emphasis on the potential of near-infrared spectroscopy (NIRS) as a rapid technique for the quality assessment of dairy products. In the present work, we explored the potential of NIRS coupled wi...
Multivariate analysis of morphometric traits of the horse ecotypes reared in highlands of Bale Zone, Ethiopia.
Veterinary and animal science    August 22, 2024   Volume 25 100391 doi: 10.1016/j.vas.2024.100391
Guyo M, Tareke M, Tonamo A, Bediye D, Defar G.This study was conducted to evaluate morphometric traits of horse ecotypes reared in four districts of the Bale highlands, southeastern Ethiopia. Twenty-seven morphometric traits were measured from 500 horses (294 males and 206 females) of both sexes. Data were analyzed using SAS 2012. This study revealed that certain traits, such as head length, loin length, bi-ischial width, and sternum height of horses were similar. However, significant differences ( < 0.0001, < 0.01, < 0.05) were observed in other traits across the districts. All traits were affected by age ( < 0.05) except rump width an...
Explainable machine learning for assessing upper respiratory tract of racehorses from endoscopy videos.
Computers in biology and medicine    August 21, 2024   Volume 181 109030 doi: 10.1016/j.compbiomed.2024.109030
Tahir AM, Guo L, Ward RK, Yu X, Rideout A, Hore M, Wang ZJ.Laryngeal hemiplegia (LH) is a major upper respiratory tract (URT) complication in racehorses. Endoscopy imaging of horse throat is a gold standard for URT assessment. However, current manual assessment faces several challenges, stemming from the poor quality of endoscopy videos and subjectivity of manual grading. To overcome such limitations, we propose an explainable machine learning (ML)-based solution for efficient URT assessment. Specifically, a cascaded YOLOv8 architecture is utilized to segment the key semantic regions and landmarks per frame. Several spatiotemporal features are then ex...
Evaluation of circulating miRNAs in mares approaching parturition.
Domestic animal endocrinology    August 19, 2024   Volume 89 106879 doi: 10.1016/j.domaniend.2024.106879
Kikuchi M, Murase H, Urata K, Ishige T, Nagata SI, Tozaki T, Kakoi H, Ishiguro-Oonuma T, Kizaki K.Circulating microRNAs (miRNAs) are stable in body fluids and can serve as biomarkers for various diseases and physiological states. Although pregnancy-related miRNAs have been identified in various mammals, studies on parturition-related circulating miRNAs in mares are limited. Therefore, this study aimed to identify parturition-related miRNAs and examine their potential applications in the prediction of parturition date. miRNAs were extracted from the plasma of Thoroughbred mares 30 days (295-326 days pregnant) and 5 (323-352 days pregnant) - 0 (328-357 days pregnant) days before parturition,...
Gut Microbiota Profiling as a Promising Tool to Detect Equine Inflammatory Bowel Disease (IBD).
Animals : an open access journal from MDPI    August 18, 2024   Volume 14, Issue 16 doi: 10.3390/ani14162396
Sävilammi T, Alakangas RR, Häyrynen T, Uusi-Heikkilä S.Gastrointestinal disorders are common and debilitating in horses, but their diagnosis is often difficult and invasive. Fecal samples offer a non-invasive alternative to assessing the gastrointestinal health of horses by providing information about the gut microbiota and inflammation. In this study, we used 16S sequencing to compare the fecal bacterial diversity and composition of 27 healthy horses and 49 horses diagnosed with inflammatory bowel disease (IBD). We also measured fecal calprotectin concentration, a marker of intestinal inflammation, in healthy horses and horses with IBD. We found ...
Digital video analysis reveals gait parameters that predict performance in the jumping test phase of three-day eventing.
Journal of equine veterinary science    August 17, 2024   Volume 141 105166 doi: 10.1016/j.jevs.2024.105166
Johns LT, Smythe MP, Dewberry LS, Staiger EA, Allen K, Brooks SA.In international equestrian sport, visual inspections assess gait and lameness to protect the welfare of performance horses during competition. Horses competing internationally in three-day eventing must pass two mandatory inspections (pre-competition and post-cross country) before attempting the final phase: the jumping test (JT). We hypothesized that digitally quantifying objective gait parameters captured during the two mandatory inspections will identify locomotor characteristics that predict success during the jumping test. Utilizing the DeepLabCut (DLC) software package for labeling of a...
Environmental and Historical Determinants of African Horse Sickness: Insights from Predictive Modeling.
Transboundary and emerging diseases    August 13, 2024   Volume 2024 5586647 doi: 10.1155/2024/5586647
Kim K, Xu T, Kannan Villalan A, Chi T, Yu X, Jin M, Wu R, Ni G, Sui S, Wang Z, Wang X.African horse sickness (AHS) is a viral disease transmitted by arthropods that impacts Equidae, specifically horses and related species. Recognized as a notifiable disease by the World Organisation for Animal Health (WOAH), AHS is associated with a high mortality rate of 80%-90% in susceptible hosts and exhibits rapid transmission dynamics. Historical records document numerous instances of mass horse deaths attributed to AHS, with recent occurrences in Thailand and Malaysia in 2020 causing heightened concerns within the local horse industry. The lack of a comprehensive global perspective on th...
Assessment of fetal development during mid and late term pregnancies by standard B-Mode ultrasonography in Shetland ponies.
Journal of equine veterinary science    August 12, 2024   Volume 141 105162 doi: 10.1016/j.jevs.2024.105162
Wagner LH, Aurich J, Claaßen S, Melchert M, Kaps M, Aurich C.Transrectal and transabdominal ultrasonography is an established method to monitor pregnancy, fetal growth and wellbeing in different species. Growth charts with multiple bio-morphometric parameters to estimate days of gestation and days before parturition exist in small companion animals, sheep and goats, riding type horses and large ponies but not in small horse breeds like Shetland ponies. The aim of this study was to apply fetal biometric assessment and detailed description of physiologic fetal development to mid and late term pregnancies in Shetland mares and to generate reference data fo...
A comparative study across mule, equine and equine clone pregnancies regarding the determination of the day of birth.
Theriogenology    August 5, 2024   Volume 228 104-109 doi: 10.1016/j.theriogenology.2024.08.006
Octaviano JI, Alonso MA, Boakari YL, Gomes V, Mori CS, Fleury PDC, Fernandes CB.Monitoring equine parturition effectively is essential for preemptive intervention in periparturient issues and ensuring the overall well-being of both mares and foals. However, its implementation in breeding farms is challenging due to variable gestational lengths and nocturnal births. Predictive techniques have the potential to streamline the monitoring process, reduce labor intensity, and minimize costs. Research on foaling prediction in mares carrying mule or equine clone fetuses is scarce. Therefore, this study aimed to comparatively analyze foaling prediction parameters in mares pregnant...
Breeding Value Estimation Based on Morphological Evaluation of the Maremmano Horse Population through Factor Analysis.
Animals : an open access journal from MDPI    July 31, 2024   Volume 14, Issue 15 2232 doi: 10.3390/ani14152232
Giontella A, Silvestrelli M, Cocciolone A, Pieramati C, Sarti FM.Morphological scoring is a common evaluation method for domestic animals. The National Association of Maremmano Breeders (ANAM) has provided a dataset containing the records of 600 horses, four metric measurements (cm) and 24 traits with a continuous evaluation scale, each one with 15 classes. Moreover, a body condition score (BCS) with five classes is included. In this study, factor analysis was conducted to create a small number of informative factors (3) obtained from these traits, and a new BLUP-AM-MT index was established. The New Estimated Breeding Value (NEBV1) of each horse was compute...
Imputation of single nucleotide polymorphism genotypes in ungenotyped sport horses from the genotypes of their progeny.
Animal : an international journal of animal bioscience    July 31, 2024   Volume 18, Issue 9 101278 doi: 10.1016/j.animal.2024.101278
Doyle JL, Egan S, Berry DP.Many sport horse studbooks worldwide use microsatellite markers for parentage verification. However, many have expressed a desire to introduce genomic selection using genome-wide dense single nucleotide polymorphism (SNP) genotypes to complement their current breeding programmes. Hence, it does not make sense to genotype the same animal for both microsatellite markers and SNP markers. Transitioning to SNP-based parentage verification is an obvious solution but one barrier to this transition is the lack of SNP data on parents from which to verify parentage against. Therefore, the objective of t...
Application of blood parameters for the early diagnosis of natural ascending placentitis in pregnant mares.
Theriogenology    July 30, 2024   Volume 228 37-53 doi: 10.1016/j.theriogenology.2024.07.025
Feijo LS, Wolfsdorf KE, Canisso IF, Parry S, Felippe MJB.Placental infection is an important cause of late-term pregnancy loss and neonatal diseases in horses. Detection of changes in blood parameters especially during early placentitis could improve the diagnostic accuracy, treatment decision, and potential outcomes. The objectives of this 2-part study were to identify differences in circulating immunological, inflammatory, and hormonal parameters between mares with natural ascending placentitis and control mares; evaluate each and combination of parameters as predictors of placentitis; and determine how these parameters indicate severity of placen...
Modelling the Influence of Climate and Vector Control Interventions on Arbovirus Transmission.
Viruses    July 30, 2024   Volume 16, Issue 8 doi: 10.3390/v16081221
Fairbanks EL, Daly JM, Tildesley MJ.Most mathematical models that assess the vectorial capacity of disease-transmitting insects typically focus on the influence of climatic factors to predict variations across different times and locations, or examine the impact of vector control interventions to forecast their potential effectiveness. We combine features of existing models to develop a novel model for vectorial capacity that considers both climate and vector control. This model considers how vector control tools affect vectors at each stage of their feeding cycle, and incorporates host availability and preference. Applying this...
Methodological approaches to assessing the genetic predisposition of osteochondrosis of the tarsocrural joint in the Pura Raza Española horses.
Animal : an international journal of animal bioscience    July 25, 2024   Volume 18, Issue 9 101255 doi: 10.1016/j.animal.2024.101255
Ripollés-Lobo M, Molina A, Novales M, Ziadi C, Hernández E, Valera M.Osteochondrosis (OC) is a developmental orthopaedic disease of significant concern in numerous sport horse breeds, with significant international relevance. Using digital radiographs, we assessed the occurrence of hock (tarsocrural joint) OC in 3 048 Pura Raza Española (PRE) horses which took part in a morpho-functional test, in three specific locations in the tarsus limbs: the Distal Intermediate Ridge of the Tibia (DIRT), the lateral trochlear ridges of the talus (LTT), and the medial trochlear ridges of the talus (MTT). An incidence rate of 13.3% was found for hock OC in the analysed samp...
What the hay: predicting equine voluntary forage intake using a meta-analysis approach.
Animal : an international journal of animal bioscience    July 18, 2024   Volume 18, Issue 9 101266 doi: 10.1016/j.animal.2024.101266
Leishman EM, Sahar M, Cieslar S, Darani P, Ellis JL.To properly formulate diets, the ability to accurately estimate feed intake is critical as the amount of feed consumed will influence the amount of nutrients delivered to the animal. Inaccurate intake estimates may lead to under- or over-feeding of nutrients to the animal. Individual differences in equine forage intake are well-known, but predictive equations based on animal and nutritional factors are not comprehensive. The objective of the present study was to consolidate the current body of knowledge in the published literature on voluntary forage DM intake (VFDMI) in equines and conduct a ...
From facial expressions to algorithms: a narrative review of animal pain recognition technologies.
Frontiers in veterinary science    July 17, 2024   Volume 11 1436795 doi: 10.3389/fvets.2024.1436795
Chiavaccini L, Gupta A, Chiavaccini G.Facial expressions are essential for communication and emotional expression across species. Despite the improvements brought by tools like the Horse Grimace Scale (HGS) in pain recognition in horses, their reliance on human identification of characteristic traits presents drawbacks such as subjectivity, training requirements, costs, and potential bias. Despite these challenges, the development of facial expression pain scales for animals has been making strides. To address these limitations, Automated Pain Recognition (APR) powered by Artificial Intelligence (AI) offers a promising advancement...
Automated recognition of emotional states of horses from facial expressions.
PloS one    July 15, 2024   Volume 19, Issue 7 e0302893 doi: 10.1371/journal.pone.0302893
Feighelstein M, Riccie-Bonot C, Hasan H, Weinberg H, Rettig T, Segal M, Distelfeld T, Shimshoni I, Mills DS, Zamansky A.Animal affective computing is an emerging new field, which has so far mainly focused on pain, while other emotional states remain uncharted territories, especially in horses. This study is the first to develop AI models to automatically recognize horse emotional states from facial expressions using data collected in a controlled experiment. We explore two types of pipelines: a deep learning one which takes as input video footage, and a machine learning one which takes as input EquiFACS annotations. The former outperforms the latter, with 76% accuracy in separating between four emotional states...
Muscle-Driven Predictive Physics Simulations of Quadrupedal Locomotion in the Horse.
Integrative and comparative biology    July 14, 2024   Volume 64, Issue 3 694-714 doi: 10.1093/icb/icae095
van Bijlert PA, Geijtenbeek T, Smit IH, Schulp AS, Bates KT.Musculoskeletal simulations can provide insights into the underlying mechanisms that govern animal locomotion. In this study, we describe the development of a new musculoskeletal model of the horse, and to our knowledge present the first fully muscle-driven, predictive simulations of equine locomotion. Our goal was to simulate a model that captures only the gross musculoskeletal structure of a horse, without specialized morphological features. We mostly present simulations acquired using feedforward control, without state feedback ("top-down control"). Without using kinematics or motion captur...
Intelligence-based anti-doping via an Intelligence and Drug Testing Management (IDTM) system.
Drug testing and analysis    July 10, 2024   doi: 10.1002/dta.3770
Kwok WH, Leung EMK, Chan RCM, Ho ENM.The Intelligence and Drug Testing Management (IDTM), a system that can enhance drug testing analytics with related horse information and intelligence in a single platform, can help identify and mitigate potential doping and other threats.
Detection times of clodronic acid in horses with orthopedic disease.
Journal of veterinary pharmacology and therapeutics    June 16, 2024   doi: 10.1111/jvp.13453
Seguí Pedrosa B, Dujardin C, Moses B, Thompson C, Sarasola P, Gattacceca F, Loup B, Garcia P, Popot MA, Bailly-Chouriberry L.Clodronic acid is designated as a controlled medication for competition horses by the International Federation for Equestrian Sports and, according to the International Federation of Horseracing Authorities, clodronic acid is not to be administered to racehorses younger than 3.5 years or within 30 days prior to a race. In this study, 35 horses involved in competition were treated with a single dose of 1.53 mg clodronic acid/kg bodyweight intramuscularly. Plasma samples were obtained before treatment and 10, 20, 30, and 40 days post-administration. Clodronic acid concentrations were mea...
Transrectal ultrasonographic assessment of the fetal proximal phalanx: A new tool to assess fetal age and bone development in horses.
Theriogenology    June 13, 2024   Volume 226 167-172 doi: 10.1016/j.theriogenology.2024.06.010
Renaudin C, Wensley F, Morgan J, Cassano J, Spriet M.Fetal age in Quarter Horses can be predicted within 2 weeks from 100- to 200- days of gestation using femur length, biparietal diameter (cranium diameter) and eye approximated volume. However, as pregnancy advances, the femur and cranium become too large to be imaged in their entirety using ultrasound and the corresponding biometric parameters can no longer be measured. In this longitudinal study, the proximal phalanx (P1) was evaluated as a novel biometric parameter for late gestation to predict fetal age and bone maturation. Transrectal ultrasound was performed in ten pregnant mares with kno...
A fresh look at the SarcoFluor antibody test for the detection of specific antibodies to Sarcocystis neurona for the diagnosis of equine protozoal myeloencephalitis.
Veterinary parasitology    June 3, 2024   Volume 330 110219 doi: 10.1016/j.vetpar.2024.110219
Pandit PS, Smith WA, Finno CJ, Aleman M, Conrad PA, Packham A, Plancarte M, Woolard K, Marsh A, Pusterla N.Equine protozoal myeloencephalitis (EPM) is a challenging disease to diagnose in horses with neurological signs. To optimize contemporary diagnostic testing, including the use of serum:CSF antibody ratios, the SarcoFluor antibody test for Sarcocystis neurona requires revalidation. The SarcoFluor, a previously validated immunofluorescent antibody test (IFAT) for the detection of antibodies specific to S. neurona in serum and cerebrospinal fluid (CSF) of naturally infected horses was analyzed using recent data and considering a serum:CSF antibody ratio threshold. Utilization of serum and CSF pho...
Spatiotemporal pattern and suitable areas analysis of equine influenza in global scale (2005-2022).
Frontiers in veterinary science    June 3, 2024   Volume 11 1395327 doi: 10.3389/fvets.2024.1395327
Ding J, Wang Y, Liang J, He Z, Zhai C, He Y, Xu J, Lei L, Mu J, Zheng M, Liu B, Shi M.Equine influenza (EI) is a severe infectious disease that causes huge economic losses to the horse industry. Spatial epidemiology technology can explore the spatiotemporal distribution characteristics and occurrence risks of infectious diseases, it has played an important role in the prevention and control of major infectious diseases in humans and animals. For the first time, this study conducted a systematic analysis of the spatiotemporal distribution of EI using SaTScan software and investigated the important environmental variables and suitable areas for EI occurrence using the Maxent mode...
Risk assessment in equine anesthesia: a first evaluation of the usability, utility and predictivity of the two-part CHARIOT.
Frontiers in veterinary science    May 23, 2024   Volume 11 1384525 doi: 10.3389/fvets.2024.1384525
Brumund L, Wittenberg-Voges L, Rohn K, Kästner SBR.An accurate risk score that can predict peri-anesthetic morbidity and mortality in equine patients could improve peri-operative management, outcome and client communication. Unassigned: Three hunded horses underwent pre-anesthetic risk assessment using the American Society of Anesthesiologists-Physical Status augmented with equine-specific diseases (ASA-PS-Equine), a multifactorial 10-part rubric risk scale (10-RS), and a combination of both, the Combined horse anesthetic risk identification and optimization tool (CHARIOT). Intra-and post-anesthetic complications, the recovery phase and mortal...