Analyze Diet

Topic:Animal Species

The topic "Animal Species and Horses" explores the interactions and relationships between horses and various other animal species. This includes understanding the ecological roles horses play within their environments, as well as their interactions with domestic and wild animals. Research in this area may cover aspects such as competition for resources, symbiotic relationships, and behavioral influences between horses and other species. Studies may also investigate the impact of horses on biodiversity and ecosystem dynamics. This page compiles peer-reviewed research studies and scholarly articles that examine these interspecies relationships, focusing on the ecological, behavioral, and environmental implications of horses interacting with other animals.
Risk Factors for Disease in Military Working Equines.
Military medicine    August 6, 2026   Volume 191, Issue Supplement_1 16-21 doi: 10.1093/milmed/usaf625
LaDouceur E, Raynor K, Chilcoat C, Crawford J, Heitz E.Diseases can impact Military Working Equids (MWEs) readiness and limit days in service. The objectives of this study are to categorize diseases in MWEs and evaluate potential risk factors for disease. Methods: Pathology reports from MWEs from 2005 to 2025 were retrieved from the Joint Pathology Center archives. Disease processes with ≥5 cases were evaluated for potential risk factors, including MWE breed, sex, neuter status, geographic location, and age at sampling. Results: Diagnoses included inflammation (n = 30), neoplasia/proliferation (n = 24), within normal limits (n = 12),...
Clinical outcomes of a novel flowable calcium silicate cement in equine endodontic treatment.
Equine veterinary journal    August 5, 2026   doi: 10.1002/evj.70299
Jackson K, Faulkner J, Staszyk C, Ha W, Quintrell E, Kelty E.Orthograde endodontic treatment of equine cheek teeth is performed infrequently with variable success rates of obturation with calcium hydroxide paste (CHP). A novel flowable calcium silicate cement (eCSC) formulated for use as an obturation material in equine teeth has demonstrated acceptable canal filling volumes and evidence of dentinal tubule penetration. However, clinical outcomes of eCSC-obturated equine teeth have not been reported. Objective: To report the clinical outcomes of orthograde endodontic treatment using eCSC. Methods: Retrospective case series. Methods: Horses that underwent...
Evaluation of Serum Specific IgE Sensitization Profiles in a Korean Domestic Horse Population Using a Multiplex Allergen Line-blot Assay: A Cross-Sectional Screening Study.
Journal of equine veterinary science    August 5, 2026   106118 doi: 10.1016/j.jevs.2026.106118
Cho GJ, Jeon J, Eun JK, Almazbek I.The purpose of this study was to evaluate the clinical applicability of a multiplex serum specific Immunoglobulin E (sIgE) test kit 'ANITIA Equine IgE' for identifying the causes of allergic diseases in horses raised in Korea, and to determine the major sensitization antigen profiles in the domestic horse population. Serum or plasma samples were collected from a total of 140 horses, classified by management system (Group A, n=108) and purpose (Group B, n=32). IgE concentrations for 120 environmental and dietary allergens were measured using a multiplex line-blot assay based on an indirect immu...
Implications of dominance deviations for reproductive and morphological traits in the genetic management of the Pura Raza Española horse.
Genetics, selection, evolution : GSE    August 5, 2026   Volume 58, Issue 1 59 doi: 10.1186/s12711-026-01075-4
Perdomo-González DI, Valera M, Molina A, Azor P, Sánchez JP.Dominance is a non-additive genetic effect involving allele interaction at the same locus. In animal breeding, it has often been ignored due to its complexity and the low accuracy of pedigree-based estimates. This study analysed dominance variance components for reproductive traits [age at first foaling (AFF), reproductive efficiency (RE), interval between first and second foaling (I12)] and morphological traits [scapulo-ischial length (SIL), dorsal sternal diameter (DSD), knee circumference (KC)] in Pura Raza Española (PRE) mares. The aim was to assess the magnitude of dominance effects acro...
Russell’s viper envenomation in a 9-month pregnant mare saved with high-dose antivenom: a first-in-world case report.
Transactions of the Royal Society of Tropical Medicine and Hygiene    August 4, 2026   trag076 doi: 10.1093/trstmh/trag076
Raut SD, Khambatta P, Raut P, Raut S.Snakebite during pregnancy is an uncommon but potentially catastrophic event, with maternal and foetal outcomes closely related to the severity of envenomation. While snakebite in pregnant women has been sporadically reported and is known to be associated with significant obstetrical complications, envenomation in animals, particularly in pregnant horses, is exceedingly rare. Only a few isolated cases of snakebite in horses have been documented, and to the best of our knowledge, snakebite in a pregnant mare has not been previously reported in the medical or veterinary literature. Russell's vip...
Rethinking Equine Cystitis: Evidence from Four Atypical Clinical Presentations.
Life (Basel, Switzerland)    August 4, 2026   Volume 16, Issue 8 1285 doi: 10.3390/life16081285
Biazik A, Sobuś M, Henklewski R, Wieteska M, Kordowitzki P.In this case series, four equines were diagnosed with cystitis, resulting in divergent clinical outcomes. Three animals achieved complete clinical resolution without recurrence, whereas one required euthanasia due to progressive clinical deterioration. All diagnoses were established through a dual-modality investigative protocol comprising cystoscopic evaluation and histopathological examination of bladder mucosal biopsies. The cohort exhibited considerable etiological heterogeneity. One case was classified as chronic idiopathic cystitis, while another was attributed to an opportunistic bacter...
Equine Ulcerative Genital Lesions Associated with Parapoxvirus.
Viruses    August 4, 2026   Volume 18, Issue 8 852 doi: 10.3390/v18080852
Cullinane A, Garvey M, Collins D, Lyons R, Nelly M, Grimes A.In 2026, a widespread outbreak of ulcerative dermatitis of unknown aetiology occurred in breeding horses in Ireland. The lesions resembled those associated with equine herpesvirus 3 (EHV3) infection, i.e., papules, vesicles, and ulcers on the penis of stallions and on the vulval and anal areas of mares. This study aimed to identify the probable causative agent. The methods applied included metagenomic sequencing of DNA, phylogenetic analysis, and real-time PCR. Metagenomic analysis directly from a penile sample confirmed the presence of equine parapoxvirus (EqPPV) DNA. Phylogenetic analysis in...
Health assessment of Tokara horses on Nakanoshima island: potential chronic hepatic dysfunction induced by Leopard plant (Farfugium japonicum) ingestion.
The Journal of veterinary medical science    August 3, 2026   doi: 10.1292/jvms.26-0275
Yamashita N, Yoshihara T, Hatazoe T, Misumi K, Hobo S.We investigated the health of Tokara horses (n=34) on Nakanoshima as part of conservation efforts for this breed. Although the horses were clinically healthy, elevated white blood cell count, neutrophil count and gamma-glutamyl transferase (GGT) levels were observed, leading to suspicion of chronic hepatic dysfunction and infectious disease. A survey revealed that the caretakers had been feeding the horses Leopard plant, which contains toxic pyrrolizidine alkaloids (PAs). The abnormal GGT levels observed in these horses may suggest the possibility of chronic PA poisoning resulting from the con...
Advanced 3D Horse Reconstruction: Integrating Image-to-3D Modelling and Non-Rigid Registration for On-Barn Body Measurements.
Animals : an open access journal from MDPI    August 3, 2026   Volume 16, Issue 15 2397 doi: 10.3390/ani16152397
Yuan X, Wang S, Zhu Q, Wang Y, Ruchay A, Pezzuolo A, Wang Q, Li J, Guo H.Precision livestock farming (PLF) relies on high-precision three-dimensional (3D) horse reconstruction and automatic body measurement to support refined breeding management and health surveillance. However, data collection is restricted by building environment noise and hardware layout constraints; complex equine body shapes and large individual variations induce local geometric distortions in reconstructed models, limiting field deployment. Drawing on generative 3D reconstruction, this study develops the first image-to-3D pipeline that leverages three consumer depth cameras to reconstruct hig...
Nucleic acid detection and molecular traceability of equine herpesvirus 1 in imported horses.
Frontiers in microbiology    August 3, 2026   Volume 17 1900100 doi: 10.3389/fmicb.2026.1900100
Wang L, Gao Z, Bai Z, Pu J, Shi X, Zhang W, Xu Z, Li Z.Equid alphaherpesvirus 1 is a major pathogen threatening the global equine industry, causing respiratory disease, abortion, and neurological disease. Unassigned: In April 2024, during routine pathogen screening of a batch of imported quarantine horses from the Netherlands, four out of 20 nasal swab samples tested positive for EHV-1 nucleic acid. Unassigned: The affected horses exhibited only mild respiratory signs. ORF30 SNP typing at nucleotide position 2254 and Sanger sequencing confirmed that all positive samples belonged to the N752 non-neuropathogenic genotype. As virus isolation was unsu...
First Molecular Survey of Equine Adenovirus Type 1 Infection Among Horses in Poland.
International journal of molecular sciences    August 1, 2026   Volume 27, Issue 15 6902 doi: 10.3390/ijms27156902
Stasiak K, Dunowska M, Rola J.Equine adenovirus type 1 (EAdV-1) infection has been recognised among horses worldwide. The virus predominantly targets respiratory tract but has also been recovered from other body systems. The objective of the study was to determine the frequency of EAdV-1 infection among selected horse populations in Poland and to estimate genetic variability within the viruses obtained. A quantitative PCR assay targeting a partial gene was used to screen 1150 nasal swabs collected from 1145 horses from 19 horse studs throughout Poland. The samples were collected opportunistically between 2012 and 2025. A ...
Isolation, Expansion and Characterization of Mesenchymal Stromal Cells from Fresh and Cryopreserved Umbilical Cord Tissues in Horse and Dog.
Animals : an open access journal from MDPI    August 1, 2026   Volume 16, Issue 15 2349 doi: 10.3390/ani16152349
Capone A, Merlo B, Lanci A, Ballotta G, Iacono E.Mesenchymal stromal cells (MSCs) derived from perinatal tissues represent a promising resource for regenerative medicine due to their proliferative, immunomodulatory, and differentiation properties. Among these tissues, the umbilical cord is considered an accessible and ethically acceptable source of MSCs. This study evaluated the feasibility of whole umbilical cord cryopreservation in canine and equine species and assessed the biological properties of MSCs isolated from cryopreserved tissues compared with fresh samples. Equine Wharton's jelly and canine umbilical cord tissues were processed e...
Seasonal modulation of platelet indices in mares.
Chronobiology international    July 31, 2026   1-12 doi: 10.1080/07420528.2026.2710242
Satué K, La Fauci D, Colomer-Selva R, Cravana C, Fazio E.Platelet indices provide valuable information on platelet activation, heterogeneity, and production kinetics, yet their physiological variability remains poorly characterized in horses. Although seasonal changes in platelet count have been described, the seasonal modulation of derived platelet indices in mares remains poorly understood. The aim of this study was to evaluate the seasonal variation of platelet count and derived platelet indices in clinically healthy mares from the Valencia region (Spain), and to assess their interrelationships. Forty clinically healthy Spanish Purebred mares (6-...
Morphological and Biomechanical Characterization of Amniotic Membranes Across Species: Equine, Canine, Porcine, Ovine, and Human Samples-A Pilot Study.
Veterinary ophthalmology    July 31, 2026   Volume 29, Issue 5 e70236 doi: 10.1111/vop.70236
Petersen MB, Seibel MP, Freitas EC, Locatelli CI, Formenton ABK, Vassoler JM, Kwitko S, Marinho DR, Pigatto JAT.The use of amniotic membrane (AM) has become well established in the treatment of ocular surface disorders in both humans and animals. However, comparative studies of AM from different species remain scarce. Objective: To compare the thickness and biomechanical properties of equine, canine, porcine, and ovine AMs with those of human AM. Methods: Placentas were collected, and AMs were manually separated from the chorion. All AM samples were cryopreserved in a 1:1 solution of Dulbecco's Modified Eagle's Medium (DMEM) and glycerin at -80°C for 60 days. After thawing, samples underwent thicknes...
Approaches to Thoroughbred Horse Identification in Diverse Sample Types Using Multiplexed SNP-PCR Sequencing Panels.
Animal genetics    July 29, 2026   Volume 57, Issue 4 e70170 doi: 10.1002/age.70170
Maniego J, Harding C, Hincks P, Habershon-Butcher J, Ryder E.The ability to determine the identity of equine samples would be highly advantageous in cases of ambiguous sample source, as individual-specific controls for gene editing detection, or forensic examination of suspect biological materials in potential doping cases. To this end, a SNP-PCR sequencing-based panel comprising 93 markers in one reaction was designed and investigated for use in Thoroughbred horses. Marker amplification performance and discriminating power were calculated against a population survey of 264 Thoroughbred whole blood samples from routine doping testing. The sensitivity of...
Favorable survival of horses with guttural pouch mycosis following hospital-based treatment.
Journal of the American Veterinary Medical Association    July 29, 2026   1-6 doi: 10.2460/javma.26.04.0248
Phillips NAI, McOnie RC, Delvescovo B, Radcliffe R, Ducharme NG, Hackett ES.To report the clinical outcomes and survival time in horses undergoing treatment of guttural pouch mycosis. Unassigned: Client-owned horses with guttural pouch mycosis admitted between 2005 and 2024 for evaluation and treatment were identified by medical record search. Signalment, disease history, and surgical and treatment details were recorded. Owners were contacted for follow-up information. Unassigned: 41 horses with guttural pouch mycosis were identified, of which 28 had epistaxis or a history of epistaxis on presentation. Thirty-five horses underwent surgical treatment, and the procedure...
Differences between horses (Equus caballus) displaying oral and locomotor stereotypies in their responses to a stable mirror.
Behavioural processes    July 28, 2026   105415 doi: 10.1016/j.beproc.2026.105415
Lewis K, McBride SD, Parker MO, Faithfull R, Proops L.Recent cross-species analyses suggest that the different forms of stereotypic behaviour have heterogeneous causal mechanisms. In ungulates, there are indications that some forms of locomotor stereotypy may be linked to social factors. Using the domestic horse as a model species within this clade, we investigated whether individuals displaying the locomotor stereotypy box-walking (n=6) demonstrated greater responses to a stable mirror, intended to mimic presence of a conspecific, than horses displaying the oral stereotypy crib-biting (n=5) and non-stereotypic horses (n=5). After a 24hr baseline...
Somatic cell nuclear transfer as a complementary tool for genetic conservation of the Peruvian Paso horse.
The Journal of reproduction and development    July 28, 2026   doi: 10.1262/jrd.2026-068
Cortez JV, Segura Portocarrero GT, Murga Valderrama NL, Bardales Escalante W, Encina Ruiz R, Velásquez Castillo CL, Grupen CG, Maicelo Quintana JL.The Peruvian Paso horse, a breed of national significance in Peru known for its unique gait, has been selectively bred for nearly 500 years and now faces potential risks due to reduced genetic diversity. To investigate the potential of somatic cell nuclear transfer to enhance genetic conservation strategies, a program was initiated to produce cloned Peruvian Paso foals. Skin biopsies from a highly awarded stallion with exceptional breed-defining traits were used as the source of donor somatic cells. Of the 15 cloned embryos reconstructed, seven blastocysts were produced, and five were transfer...
Species-Specific Mechanisms of Sperm Transport: Predominant Roles of Motility in Ewes and Uterine Contractility in Mares.
Reproduction (Cambridge, England)    July 28, 2026   xaag068 doi: 10.1093/reprod/xaag068
Barakat E, Caldas E, Reigner F, Barrière P, Blard T, Lasserre O, Cognié J, Tsikis G, de Graaf SP, Druart X.The factors controlling sperm transport within the female genital tract vary among species. The aim of this study was to quantify the respective roles of sperm motility and uterine contractions in passage of sperm within the reproductive tract of the mare and ewe. Sperm imaging was performed in vivo within the female genital tract of mares and ewes using probe-based confocal laser endomicroscopy (pCLE) after intrauterine insemination during two stages of the cycle characterized by high (oestrus) or low (luteal phase) uterine contractility. Fluorescent microbeads (2 µm in diameter) were insemi...
A Global Structural Variation Map Reveals Novel Variants for Body Conformation and Racing Ability in Horses.
Genomics, proteomics & bioinformatics    July 27, 2026   qzag071 doi: 10.1093/gpbjnl/qzag071
Gong Y, Liu X, Zheng Z, Zeng S, Zhang Y, Pu Y, Pan J, Ma Y, Jiang L.The selection of horses has been instrumental in shaping long-range mobility, advancing warfare strategies, and diversifying equine phenotypes. However, the structural variants (SVs) favored by this process remain largely unexplored. Utilizing high-fidelity Pacific Biosciences sequencing, we assembled three high-quality horse genomes, incorporating 237 Mb (9.48%) of novel sequences relative to the existing reference genome. These assemblies achieved an average Benchmarking Universal Single-Copy Orthologs completeness of 95.1%. By employing a graph-based approach, we genotyped 23,163 high-con...
SURVIVAL ON THE MARGINS: NICHE PARTITIONING AND DENSITY-DEPENDENT SPATIAL DISTRIBUTION OF EQUINE CYATHOSTOMINS.
The Journal of parasitology    July 27, 2026   Volume 112, Issue 4 426-434 doi: 10.1645/26-35
Ripley NE, Gravatte HS, Reinemeyer CR, Nielsen MK.Habitat preferences of gastrointestinal nematodes are well-documented in small hosts, but equine cyathostomin diversity has largely been characterized only at farm or regional levels. While organ-level site preferences are known, within-organ spatial distributions remain unexplored. We investigated the longitudinal and radial distribution of adult cyathostomins within the large-intestinal lumen. Intact large intestines from 5 Shetland ponies were frozen post-necropsy and transected into 4-cm sections. Three micro-habitat samples (2.5 cm diameter) were collected per section. We recovered 2,444 ...
Plasma Homocysteine Concentrations in Horses with Left-Sided Valvular Heart Disease.
Animals : an open access journal from MDPI    July 26, 2026   Volume 16, Issue 15 2307 doi: 10.3390/ani16152307
Egli P, Williams Louie E, Stirn M, van Loon G, Decloedt A, Schwarzwald CC, Mitchell KJ.In human medicine, homocysteine, a sulfur-containing amino acid, is used as a biomarker reflecting endothelial dysfunction, inflammation, thrombogenesis, oxidative stress and cardiovascular disease. An automated enzyme-cycling assay for homocysteine, established for humans, has been validated and reference ranges have been created for horses. In this study the homocysteine assay was further evaluated by assessing short-term stability (whole blood and plasma samples stored at 4 °C and room temperature for 24 h), long-term stability (two years), the effect of different anticoagulants (lithium h...
Phenotypic Definition Influences Genetic Inference and Predictive Ability for Reining Performance in Quarter Horses Using Random Regression Models.
Animal science journal = Nihon chikusan Gakkaiho    July 23, 2026   Volume 97, Issue 1 e70223 doi: 10.1111/asj.70223
Santana ML, Bignardi AB.Reining performance is influenced by subjectivity and competition structure, challenging genetic evaluation. This study estimated genetic parameters for reining performance in Brazilian Quarter Horses using random regression models (RRM) and evaluated how alternative phenotypic definitions affect genetic inference and predictive ability. A dataset comprising 21,165 longitudinal records from 1603 horses was analyzed, comparing within-group rank (RANK) and Blom-transformed rank (BLOM). Model comparison indicated that cubic RRM provided the best fit for both phenotypes. Heritability estimates wer...
High-Throughput Equine Plasma Profiling Using Laser-Assisted Rapid Evaporative Ionisation Mass Spectrometry.
Journal of mass spectrometry : JMS    July 23, 2026   Volume 61, Issue 8 e70077 doi: 10.1002/jms.70077
Molnár A, Arko M, Troha K, Marton A, Tauber B, Iglič A, Balogh GT, Balog J, Hočevar M, Kos VK, Battelino S, Kralj-Iglič V, Schlosser G.Remnants of erythrocyte removal from blood constitute therapeutic plasma-a water-based solution containing mainly platelets, extracellular vesicles (EVs), protein and lipid complexes and ions. Plasma-based therapies, including their use to accelerate wound healing in human and animal patients, are increasingly gaining prominence in regenerative medicine; however, methods for the optimal preparation of individual plasma are still under development. Rapid and accurate analysis of plasma composition is essential for the development of therapeutic applications and for ensuring the quality of plasm...
Penile and preputial pythiosis in Saudi Arabian horses: clinicopathological features and surgical outcomes.
Frontiers in veterinary science    July 22, 2026   Volume 13 1872270 doi: 10.3389/fvets.2026.1872270
El-Shafaey ES, Salem M, Awadin W, Mosbah E, Rizk MA, Meligy AMA, Shousha S, Aljazzar A, El Sebaei MG.Pythiosis, caused by , is a chronic granulomatous disease of horses characterized by invasive, ulcerative, and pyogranulomatous cutaneous lesions. Involvement of the external genitalia is uncommon and remains poorly characterized, particularly regarding environmental exposure and treatment outcomes. This study aimed to describe the epidemiological pattern, clinicopathological features, diagnostic findings, and surgical outcomes of penile and preputial genital pythiosis in a hospital-presented horse cohort. Unassigned: A retrospective study was conducted on 123 horses presented with cutaneous u...
Longitudinal and spatial declines in equine Hendra virus vaccination despite continued risk.
Vaccine    July 22, 2026   Volume 88 128937 doi: 10.1016/j.vaccine.2026.128937
Linnegar B, McCallum H, Peel AJ.Hendra virus is an emerging zoonosis endemic to Australia with high fatality of infection in horses and humans. The role of infected domestic horses as amplifying bridge hosts for onward transmission to humans led to the creation of an equine vaccine as a One Health solution against spillover. Despite the risk this disease represents, previously reported equine vaccination rates were low. This study explored vaccination trends between 2012 and 2023 at fine spatial scales and identified demographic and ecological predictors of vaccination against emerging zoonoses. Over 1 million doses of Equiv...
Intratumoral para-toluenesulfonamide as a tumor-ablative therapy for equine cutaneous tumors: a case series of three horses.
Veterinary and animal science    July 21, 2026   Volume 34 100777 doi: 10.1016/j.vas.2026.100777
Lo HC, Yan-Der H, Chang PL, Lin MY, Kee S.Equine neoplasia, including sarcoids, melanomas, and squamous cell carcinomas, presents therapeutic challenges due to recurrence and limitations of conventional treatments. Para-toluenesulfonamide (p-TLS) is a tumor-ablating agent that is associated with localized tumor necrosis and subsequent lesion resolution. It has been evaluated in human clinical settings as an intratumoral treatment of malignant airway obstruction caused by non-small cell lung cancer. This study aimed to describe the clinical outcomes and tolerability of intratumoral p-TLS in equine neoplasia. Three equine cases, includi...
Phenotypic and genetic factors that affect the likelihood of Standardbred foals achieving a race start.
Scientific reports    July 20, 2026   doi: 10.1038/s41598-026-63159-x
Tanner JC, Beatson PR, Hickford JGH, Barrell GK.This study was conducted to quantify the probability of a Standardbred foal attaining early career milestones and to estimate some environmental and genetic factors that influence achievement of those milestones. Data for all Standardbred foals registered at birth in New Zealand from 1995 to 2018 were used to estimate variance components and fixed effects influencing attainment of three early-career traits; registered with trainer (REG), starting in a trial (TRIAL) and starting in a race (RACE). The study population comprised 65,256 foals. Of these, 65.5% attained REG, 55.4% progressed to TRIA...
Unveiling wolf dietary specialization on free ranging horses using forensic genetics and field monitoring.
Scientific reports    July 20, 2026   doi: 10.1038/s41598-026-59871-3
Freitas J, Godinho R, Mendonça R, Nakamura M, Rio-Maior H, Ringhofer M, Yamamoto S, Hirata S, Álvares F.Wolves occasionally specialize on free-ranging horses when they are abundant and alternative prey is scarce, potentially reducing horse productivity, triggering conflicts with owners, and hampering conservation of both species. Yet, ecological and demographic impacts of wolf predation on horses remain poorly understood. We investigated wolf-horse interactions in NW Portugal by combining wolf monitoring, diet analysis, spatial overlap between wolf and horse activity areas, and horse pedigree reconstruction from genetically identified individuals recovered from wolf scat remains, feeding sites a...
Global distribution of cattle, horses, goats, sheep and buffaloes at 1 km resolution for 2000-2022 based on subnational census data and spatiotemporal machine learning.
PeerJ    July 17, 2026   Volume 14 e21494 doi: 10.7717/peerj.21494
Parente L, Ehrmann S, Hengl T, Fritz S, Bonannella C, Malek Ž, Gonzalez Fischer C, Perez K, Stanimirova R, Meyer C, Wisser D, Cinardi G, Sloat L.The article describes the production and evaluation of annual livestock densities and headcounts of cattle, horses, sheep, goats and buffaloes (including 95% probability prediction intervals) at 1 km spatial resolution for the 2000-2022 period using spatiotemporal machine learning. A compilation of subnational livestock census data has been imported, harmonized and used as reference data (55,336 census polygons and 939,257 individual data entries; covering 147 countries) to build predictive models. A large stack of multi-source harmonized raster data sets (128 individual layers) were used as f...