Analyze Diet

Topic:Bioinformatics

Bioinformatics in horses involves the application of computational tools and techniques to analyze and interpret biological data related to equine species. This interdisciplinary field integrates biology, computer science, and information technology to study genetic, genomic, and proteomic information in horses. Bioinformatics can be used to investigate genetic variations, understand disease mechanisms, and assist in the development of targeted therapies and breeding programs. Key areas of focus include genome sequencing, gene expression analysis, and the identification of genetic markers associated with specific traits or conditions. This page compiles peer-reviewed research studies and scholarly articles that explore the application and impact of bioinformatics on equine genetics, health, and breeding.
Application of Nanopore Sequencing for High Throughput Genotyping in Horses.
Animals : an open access journal from MDPI    July 6, 2023   Volume 13, Issue 13 doi: 10.3390/ani13132227
Gurgul A, Jasielczuk I, Szmatoła T, Sawicki S, Semik-Gurgul E, Długosz B, Bugno-Poniewierska M.Nanopore sequencing is a third-generation biopolymer sequencing technique that relies on monitoring the changes in an electrical current that occur as nucleic acids are passed through a protein nanopore. Increasing quality of reads generated by nanopore sequencing systems encourages their application in genome-wide polymorphism detection and genotyping. In this study, we employed nanopore sequencing to identify genome-wide polymorphisms in the horse genome. To reduce the size and complexity of genome fragments for sequencing in a simple and cost-efficient manner, we amplified random DNA fragme...
Two Novel Variants in MITF and PAX3 Associated With Splashed White Phenotypes in Horses.
Journal of equine veterinary science    July 3, 2023   Volume 128 104875 doi: 10.1016/j.jevs.2023.104875
McFadden A, Martin K, Foster G, Vierra M, Lundquist EW, Everts RE, Martin E, Volz E, McLoone K, Brooks SA, Lafayette C.Mutations causing depigmentation are relatively common in Equus caballus (horse). Over 40 alleles in multiple genes are associated with increased white spotting (as of February 2023). The splashed white phenotype, a coat spotting pattern described as appearing like the horse has been splashed with white paint, was previously associated with variants in the PAX3 and MITF genes. Both genes encode transcription factors known to control melanocyte migration and pigmentation. We report two novel mutations, a stop-gain mutation in PAX3 (XM_005610643.3:c.927C>T, ECA6:11,196,181, EquCab3.0) and a m...
Correction: Górski et al. Application of Two-Dimensional Entropy Measures to Detect the Radiographic Signs of Tooth Resorption and Hypercementosis in an Equine Model. Biomedicines 2022, 10, 2914.
Biomedicines    June 29, 2023   Volume 11, Issue 7 doi: 10.3390/biomedicines11071865
Górski K, Borowska M, Stefanik E, Polkowska I, Turek B, Bereznowski A, Domino M.Incorrect Reference: In the original article [1], the reference [43] was incorrectly written as Padhye, N.; Rios, D.; Fay, V.; Hanneman, S.K. Pressure Injury Link to Entropy of Abdominal Temperature; Cizik School of Nursing, The University of Texas Health Science Center at Houston: Houston, TX, USA, 2022; Preprint. It should be Flood, M.W.; Grimm, B. EntropyHub: An open-source toolkit for entropic time series analysis. PLoS ONE 2021, 16, e0259448. With this correction, the order of references has not been changed. The authors state that the scientific conclusions are unaffected. This correcti...
Multiplex Detection of Transgenes Using πCode Technology for Gene Doping Control.
Analytical chemistry    June 28, 2023   Volume 95, Issue 27 10149-10154 doi: 10.1021/acs.analchem.3c00988
Ohnuma A, Tozaki T, Kikuchi M, Ishige T, Kakoi H, Hirota KI, Takahashi Y, Nagata SI.To ensure fair competition and sports integrity, gene doping is prohibited in horseracing and equine sports. One gene doping method is by administering exogenous genes, called transgenes, to postnatal animals. Although several transgene detection methods have been developed for horses, many are unsuitable for multiplex detection. In this proof-of-concept study, we developed a highly sensitive and multiplex transgene detection method using multiple πCode with identification patterns printed on the surface. The following steps were employed: (1) multiplex polymerase chain reaction amplification...
Exploring the Influence of Growth-Associated Host Genetics on the Initial Gut Microbiota in Horses.
Genes    June 27, 2023   Volume 14, Issue 7 doi: 10.3390/genes14071354
Lee J, Kang YJ, Kim YK, Choi JY, Shin SM, Shin MC.The influences of diet and environmental factors on gut microbial profiles have been widely acknowledged; however, the specific roles of host genetics remain uncertain. To unravel host genetic effects, we raised 47 Jeju crossbred (Jeju × Thoroughbred) foals that exhibited higher genetic diversity. Foals were raised under identical environmental conditions and diets. Microbial composition revealed that Firmicutes, Bacteroidetes, and Spirochaetes were the predominant phyla. We identified 31 host-microbiome associations by utilizing 47,668 single nucleotide polymorphisms (SNPs) and 734 taxa with...
Fusion of visible and thermal images improves automated detection and classification of animals for drone surveys.
Scientific reports    June 27, 2023   Volume 13, Issue 1 10385 doi: 10.1038/s41598-023-37295-7
Krishnan BS, Jones LR, Elmore JA, Samiappan S, Evans KO, Pfeiffer MB, Blackwell BF, Iglay RB.Visible and thermal images acquired from drones (unoccupied aircraft systems) have substantially improved animal monitoring. Combining complementary information from both image types provides a powerful approach for automating detection and classification of multiple animal species to augment drone surveys. We compared eight image fusion methods using thermal and visible drone images combined with two supervised deep learning models, to evaluate the detection and classification of white-tailed deer (Odocoileus virginianus), domestic cow (Bos taurus), and domestic horse (Equus caballus). We cla...
Muscle fibre transition and transcriptional changes of horse skeletal muscles during traditional Mongolian endurance training.
Equine veterinary journal    June 22, 2023   Volume 56, Issue 1 178-192 doi: 10.1111/evj.13968
Bou T, Ding W, Ren X, Liu H, Gong W, Jia Z, Zhang X, Dugarjaviin M, Bai D.Traditional Mongolian endurance training is an effective way to improve the athletic ability of the horse for endurance events and is widely used. This incorporates aerobic exercise and intermittent fasting and these altered physiologic conditions are associated with switches between muscle fibre types. Objective: To better understand the adaption of horse skeletal muscle to traditional Mongolian endurance training from muscle fibre characteristics and transcriptional levels and to explore possible molecular mechanisms associated with the endurance performance of horses. Methods: Before-after ...
Machine Learning-Based Sensor Data Fusion for Animal Monitoring: Scoping Review.
Sensors (Basel, Switzerland)    June 20, 2023   Volume 23, Issue 12 5732 doi: 10.3390/s23125732
Aguilar-Lazcano CA, Espinosa-Curiel IE, Ríos-Martínez JA, Madera-Ramírez FA, Pérez-Espinosa H.The development of technology, such as the Internet of Things and artificial intelligence, has significantly advanced many fields of study. Animal research is no exception, as these technologies have enabled data collection through various sensing devices. Advanced computer systems equipped with artificial intelligence capabilities can process these data, allowing researchers to identify significant behaviors related to the detection of illnesses, discerning the emotional state of the animals, and even recognizing individual animal identities. This review includes articles in the English langu...
Genetic Diversity and Maternal Phylogenetic Relationships among Populations and Strains of Arabian Show Horses.
Animals : an open access journal from MDPI    June 17, 2023   Volume 13, Issue 12 2021 doi: 10.3390/ani13122021
Machmoum M, Badaoui B, Petit D, Germot A, El Alaoui MA, Boujenane I, Piro M.Genetic diversity and phylogenetic relationships within the Arabian show horse populations are of particular interest to breeders worldwide. Using the complete mitochondrial DNA D-loop sequence (916 pb), this study aimed (i) to understand the genetic relationship between three populations, the Desert-Bred (DB), a subset of the Kingdom of Saudi Arabia (KSA), United Arab Emirates (UAE) and Bahrain (BAH), the Straight Egyptian (EG) and the Polish bloodline (PL), and (ii) to assess the accuracy of the traditional strain classification system based on maternal lines, as stated by the Bedouin cultur...
Exogenous interleukin-1 beta stimulation regulates equine tenocyte function and gene expression in three-dimensional culture which can be rescued by pharmacological inhibition of interleukin 1 receptor, but not nuclear factor kappa B, signaling.
Molecular and cellular biochemistry    June 14, 2023   doi: 10.1007/s11010-023-04779-z
Beaumont RE, Smith EJ, Zhou L, Marr N, Thorpe CT, Guest DJ.We investigated how Interleukin 1 beta (IL-1β) impacts equine tenocyte function and global gene expression in vitro and determined if these effects could be rescued by pharmacologically inhibiting nuclear factor-κB (NF-B) or interleukin 1 signalling. Equine superficial digital flexor tenocytes were cultured in three-dimensional (3D) collagen gels and stimulated with IL-1β for two-weeks, with gel contraction and interleukin 6 (IL6) measured throughout and transcriptomic analysis performed at day 14. The impact of three NF-B inhibitors on gel contraction and IL6 secretion were measured in 3D ...
Imputed genomes of historical horses provide insights into modern breeding.
iScience    June 14, 2023   Volume 26, Issue 7 107104 doi: 10.1016/j.isci.2023.107104
Todd ET, Fromentier A, Sutcliffe R, Running Horse Collin Y, Perdereau A, Aury JM, Èche C, Bouchez O, Donnadieu C, Wincker P, Kalbfleisch T....Historical genomes can provide important insights into recent genomic changes in horses, especially the development of modern breeds. In this study, we characterized 8.7 million genomic variants from a panel of 430 horses from 73 breeds, including newly sequenced genomes from 20 Clydesdales and 10 Shire horses. We used this modern genomic variation to impute the genomes of four historically important horses, consisting of publicly available genomes from 2 Przewalski's horses, 1 Thoroughbred, and a newly sequenced Clydesdale. Using these historical genomes, we identified modern horses with high...
The Relevance of the Expected Value of the Proportion of Arabian Genes in Genetic Evaluations for Eventing Competitions.
Animals : an open access journal from MDPI    June 13, 2023   Volume 13, Issue 12 doi: 10.3390/ani13121973
Sánchez-Guerrero MJ, Ripollés-Lobo M, Bartolomé E, Perdomo-González DI, Valera M.The Arabian horse is a generally reliable sport horse, and continues to be a remarkable endurance horse, so the relevance of the expected value of the proportion of Arabian genes (EV%AG) in horses participating in eventing could be a relevant factor. A total of 1089 horses participating in eventing (8866 records) were used. A GLM revealed that the EV%AG was significant in dressage, show jumping and cross-country. A BLUP genetic evaluation was computed with five genetic models (without the EV%AG (0) using as a covariate (A), as a fixed effect (B), with variance heterogeneity, and in genetic gro...
Genetic diversity and signatures of selection in four indigenous horse breeds of Iran.
Heredity    June 12, 2023   Volume 131, Issue 2 96-108 doi: 10.1038/s41437-023-00624-7
Mousavi SF, Razmkabir M, Rostamzadeh J, Seyedabadi HR, Naboulsi R, Petersen JL, Lindgren G.Indigenous Iranian horse breeds were evolutionarily affected by natural and artificial selection in distinct phylogeographic clades, which shaped their genomes in several unique ways. The aims of this study were to evaluate the genetic diversity and genomewide selection signatures in four indigenous Iranian horse breeds. We evaluated 169 horses from Caspian (n = 21), Turkmen (n = 29), Kurdish (n = 67), and Persian Arabian (n = 52) populations, using genomewide genotyping data. The contemporary effective population sizes were 59, 98, 102, and 113 for Turkmen, Caspian, Persian Ar...
Long-read sequencing assays designed to detect potential gene editing events in the myostatin gene revealed distinct haplotype signatures in the Thoroughbred horse population.
Animal genetics    June 8, 2023   Volume 54, Issue 4 470-482 doi: 10.1111/age.13332
Maniego J, Giles O, Hincks P, Stewart G, Proudman C, Ryder E.We present here the use of targeted, long-read sequencing of the myostatin (MSTN) gene as a model to detect potential gene editing events in Thoroughbred horses. MSTN is a negative regulator of muscle development, making the gene a prime candidate target for gene doping. By sequencing the complete gene in one PCR product, we can catalogue all mutations without the need to produce short-fragment libraries. A panel of reference material fragments with defined mutations was constructed and successfully sequenced by both Oxford Nanopore and Illumina-based methods, showing that gene doping editing ...
Ancient segmentally duplicated LCORL retrocopies in equids.
PloS one    June 8, 2023   Volume 18, Issue 6 e0286861 doi: 10.1371/journal.pone.0286861
Batcher K, Varney S, Raudsepp T, Jevit M, Dickinson P, Jagannathan V, Leeb T, Bannasch D.LINE-1 is an active transposable element encoding proteins capable of inserting host gene retrocopies, resulting in retro-copy number variants (retroCNVs) between individuals. Here, we performed retroCNV discovery using 86 equids and identified 437 retrocopy insertions. Only 5 retroCNVs were shared between horses and other equids, indicating that the majority of retroCNVs inserted after the species diverged. A large number (17-35 copies) of segmentally duplicated Ligand Dependent Nuclear Receptor Corepressor Like (LCORL) retrocopies were present in all equids but absent from other extant peris...
Cerebellar axonopathy in Shivers horses identified by spatial transcriptomic and proteomic analyses.
Journal of veterinary internal medicine    June 8, 2023   Volume 37, Issue 4 1568-1579 doi: 10.1111/jvim.16784
Valberg SJ, Williams ZJ, Henry ML, Finno CJ.Shivers in horses is characterized by abnormal hindlimb movement when walking backward and is proposed to be caused by a Purkinje cell (PC) axonopathy based on histopathology. Objective: Define region-specific differences in gene expression within the lateral cerebellar hemisphere and compare cerebellar protein expression between Shivers horses and controls. Methods: Case-control study of 5 Shivers and 4 control geldings ≥16.2 hands in height. Methods: Using spatial transcriptomics, gene expression was compared between Shivers and control horses in PC soma and lateral cerebellar hemisphere w...
The faecal microbiome of Exmoor ponies shows step-wise compositional changes with increasing levels of management by humans.
Equine veterinary journal    June 2, 2023   doi: 10.1111/evj.13961
Bull K, Davies G, Jenkins TP, Peachey L.Horses can suffer from gastrointestinal (GI) disease in domestic environments, often precipitated by human-led changes in management. Understanding the consequences of these changes on equine gut microbiota is key to the prevention of such disease episodes. Objective: Profile the faecal microbiota of adult female Exmoor ponies under three management conditions, representing increasing levels of management by humans, encompassing different diets; whilst controlling for age, breed and sex. Methods: Cross-sectional descriptive. Methods: Faecal samples were collected from three populations of Exmo...
Refining the evolutionary tree of the horse Y chromosome.
Scientific reports    June 2, 2023   Volume 13, Issue 1 8954 doi: 10.1038/s41598-023-35539-0
Bozlak E, Radovic L, Remer V, Rigler D, Allen L, Brem G, Stalder G, Castaneda C, Cothran G, Raudsepp T, Okuda Y, Moe KK, Moe HH, Kounnavongsa B....The Y chromosome carries information about the demography of paternal lineages, and thus, can prove invaluable for retracing both the evolutionary trajectory of wild animals and the breeding history of domesticates. In horses, the Y chromosome shows a limited, but highly informative, sequence diversity, supporting the increasing breeding influence of Oriental lineages during the last 1500 years. Here, we augment the primary horse Y-phylogeny, which is currently mainly based on modern horse breeds of economic interest, with haplotypes (HT) segregating in remote horse populations around the wor...
A method to generate capture baits for targeted sequencing.
Nucleic acids research    June 1, 2023   Volume 51, Issue 13 e69 doi: 10.1093/nar/gkad460
Sundararaman B, Vershinina AO, Hershauer S, Kapp JD, Dunn S, Shapiro B, Green RE.Hybridization capture approaches allow targeted high-throughput sequencing analysis at reduced costs compared to shotgun sequencing. Hybridization capture is particularly useful in analyses of genomic data from ancient, environmental, and forensic samples, where target content is low, DNA is fragmented and multiplex PCR or other targeted approaches often fail. Here, we describe a DNA bait synthesis approach for hybridization capture that we call Circular Nucleic acid Enrichment Reagent, or CNER (pronounced 'snare'). The CNER method uses rolling-circle amplification followed by restriction dige...
Novel holistic pharmacokinetic model applied to plasma and urine concentrations of 2,5-dihydroxybenzene sulphonate following administrations of calcium dobesilate and etamsylate to exercised horses.
Journal of veterinary pharmacology and therapeutics    May 31, 2023   doi: 10.1111/jvp.13387
Paine SW, Harding C, Waller CC, Zemenova J, Viljanto M, Habershon Butcher J, Hincks PR.Calcium dobesilate (CD) is a synthetic venoactive drug used in veterinary medicine to treat equine navicular disease. Etamsylate is a haemostatic agent used in horses for the treatment of exercise-induced pulmonary haemorrhage. Both etamsylate and CD dissociate in the circulatory system with 2,5-HBSA as the active drug. The aim of the research was to be able to provide detection time (DT) advice from pharmacokinetic (PK) studies in Thoroughbred horses to better inform trainers, and their veterinary surgeons, prescribing these substances for treatment of Thoroughbred racehorses. Two (pilot stud...
Novel equid papillomavirus from domestic donkey.
Equine veterinary journal    May 28, 2023   doi: 10.1111/evj.13957
Ikechukwu CK, Qin K, Zhang H, Pan J, Zhang W.Papillomaviruses can be of great medical importance as they infect humans and animals such as Equus species, other livestock and pets. They are responsible for several papillomas and benign tumours in their host. Objective: To describe a novel equid papillomavirus detected in oral swab samples collected from donkeys (Equus asinus) found on the Northwest plateau of China. Methods: Cross-sectional. Methods: Swab samples collected from the oral mucosa of 32 donkeys in the Gansu Province of China, were subjected to viral metagenomic analysis to detect the presence of Papillomavirus. After de novo ...
The Interfascicular Matrix of Energy Storing Tendons Houses Heterogenous Cell Populations Disproportionately Affected by Aging.
Aging and disease    May 22, 2023   doi: 10.14336/AD.2023.0425-1
Zamboulis DE, Marr N, Lenzi L, Birch HL, Screen HRC, Clegg PD, Thorpe CT.Energy storing tendons such as the human Achilles and equine superficial digital flexor tendon (SDFT) are prone to injury, with incidence increasing with aging, peaking in the 5 decade of life in the human Achilles tendon. The interfascicular matrix (IFM), which binds tendon fascicles, plays a key role in energy storing tendon mechanics, and aging alterations to the IFM negatively impact tendon function. While the mechanical role of the IFM in tendon function is well-established, the biological role of IFM-resident cell populations remains to be elucidated. Therefore, the aim of this study was...
Methylome and transcriptome data integration reveals aberrantly regulated genes in equine sarcoids.
Biochimie    May 19, 2023   Volume 213 100-113 doi: 10.1016/j.biochi.2023.05.008
Semik-Gurgul E, Szmatoła T, Gurgul A, Pawlina-Tyszko K, Gałuszka A, Pędziwiatr R, Witkowski M, Ząbek T.DNA methylation is a key mechanism in transcription regulation, and aberrant methylation is a common and important mechanism in tumor initiation, maintenance, and progression. To find genes that are aberrantly regulated by altered methylation in horse sarcoids, we used reduced representation bisulfite sequencing (RRBS) accompanied by RNA sequencing (RNA-Seq) for methylome (whole genome DNA methylation sequencing) and transcriptome profiling, respectively. We found that the DNA methylation level was generally lower in lesion samples than in controls. In the analyzed samples, a total of 14,692 d...
Proteotypic peptides of hairs for the identification of common European domestic and wild animal species revealed by in-sample protein digestion and mass spectrometry analysis.
Journal of separation science    May 3, 2023   Volume 46, Issue 13 e2300064 doi: 10.1002/jssc.202300064
Kuckova S, Smirnova TA, Straka D, Meledina A, Santrucek J, Humpolakova K, Hoskova M, Cejnar P, Hynek R.The aim of this work is to offer an alternative or complementary analytical tool to the time-consuming and expensive methods commonly used for the recognition of animal species according to their hair. The paper introduces a simple and fast way for species differentiation of animal hairs called in-sample digestion. A total of 10 European animal species, including cat, cow, common degu, dog, fallow deer, goat, horse, sika deer, rabbit, roe deer, and 17 different breeds of dogs were examined using specific tryptic cleavage directly in hair followed by matrix-assisted laser desorption/ionization-...
A genome-wide landscape of mRNAs, miRNAs, lncRNAs, and circRNAs of skeletal muscles during dietary restriction in Mongolian horses.
Comparative biochemistry and physiology. Part D, Genomics & proteomics    May 2, 2023   Volume 46 101084 doi: 10.1016/j.cbd.2023.101084
Bou T, Ding W, Liu H, Gong W, Jia Z, Dugarjaviin M, Bai D.The proportion of different muscle fibers is essential for the horse breed's aptitude for athletic activities. Adaptation of locomotor muscle is correlated with altered physiologic conditions. To investigate the adaptive changes of muscle fiber phenotype and transcriptome in horse skeletal muscle during dietary restriction (DR). The muscle fiber type distribution and deep RNA-seq analysis of detecting differentially expressed mRNAs (DEGs), miRNA (DEMIRs), lncRNAs (DELs), circRNAs (DECs), and their function analysis were investigated in gluteus medius muscle of Mongolian horses during DR. A tot...
SNP-Based Heritability of Osteochondrosis Dissecans in Hanoverian Warmblood Horses.
Animals : an open access journal from MDPI    April 25, 2023   Volume 13, Issue 9 doi: 10.3390/ani13091462
Zimmermann E, Distl O.Before the genomics era, heritability estimates were performed using pedigree data. Data collection for pedigree analysis is time consuming and holds the risk of incorrect or incomplete data. With the availability of SNP-based arrays, heritability can now be estimated based on genotyping data. We used SNP array and 1.6 million imputed genotype data with different minor allele frequency restrictions to estimate heritabilities for osteochondrosis dissecans in the fetlock, hock and stifle joints of 446 Hanoverian warmblood horses. SNP-based heritabilities were estimated using a genomic restricted...
Water stabilizes an alternate turn conformation in horse heart myoglobin.
Scientific reports    April 13, 2023   Volume 13, Issue 1 6094 doi: 10.1038/s41598-023-32821-z
Bronstein A, Marx A.Comparison of myoglobin structures reveals that protein isolated from horse heart consistently adopts an alternate turn conformation in comparison to its homologues. Analysis of hundreds of high-resolution structures discounts crystallization conditions or the surrounding amino acid protein environment as explaining this difference, that is also not captured by the AlphaFold prediction. Rather, a water molecule is identified as stabilizing the conformation in the horse heart structure, which immediately reverts to the whale conformation in molecular dynamics simulations excluding that structur...
Effect of dietary iron supplementation on the equine fecal microbiome. Arantes JA, Borges AS, Zakia LS, Surette MG, Weese JS, Costa MC, Arroyo LG.Iron is an essential element for all living organisms, including bacteria, as several virulence factors and replication components are influenced by iron concentration. The objective of this study was to determine whether the composition and diversity of the fecal microbiota of adult horses are affected by supplemental dietary iron. Ten clinically healthy horses were randomly divided into a control and an iron-supplemented group ( = 5). The treated group was supplemented with oral ferrous sulphate monohydrate (720 ppm of iron), whereas the control group received 320 ppm of iron daily for 15 d....
Transcriptomics Reveal Molecular Differences in Equine Oocytes Vitrified before and after In Vitro Maturation.
International journal of molecular sciences    April 7, 2023   Volume 24, Issue 8 6915 doi: 10.3390/ijms24086915
Angel-Velez D, Meese T, Hedia M, Fernandez-Montoro A, De Coster T, Pascottini OB, Van Nieuwerburgh F, Govaere J, Van Soom A, Pavani K, Smits K.In the last decade, in vitro embryo production in horses has become an established clinical practice, but blastocyst rates from vitrified equine oocytes remain low. Cryopreservation impairs the oocyte developmental potential, which may be reflected in the messenger RNA (mRNA) profile. Therefore, this study aimed to compare the transcriptome profiles of metaphase II equine oocytes vitrified before and after in vitro maturation. To do so, three groups were analyzed with RNA sequencing: (1) fresh in vitro matured oocytes as a control (FR), (2) oocytes vitrified after in vitro maturation (VMAT), a...
Species-specific molecular differentiation of embryonic inner cell mass and trophectoderm: A systematic review.
Animal reproduction science    April 6, 2023   Volume 252 107229 doi: 10.1016/j.anireprosci.2023.107229
Marsico TV, Valente RS, Annes K, Oliveira AM, Silva MV, Sudano MJ.A wide-ranging review study regarding the molecular characterization of the first cell lineages of the developmental embryo is lacking, especially for the primary events during earliest differentiation which leads to the determination of cellular fate. Here, a systematic review and meta-analysis were conducted according to PRISMA guidelines. MEDLINE-PubMed was searched based on an established search strategy through April 2021. Thirty-six studies fulfilling the inclusion criteria were subjected to qualitative and quantitative analysis. Among the studies, 50 % (18/36) used mice as an animal mod...