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.
Integrating genome-wide methylation and transcriptome-wide analyses to reveal the genetic mechanism of milk traits in Kazakh horses.
Gene    December 24, 2022   Volume 856 147143 doi: 10.1016/j.gene.2022.147143
Liu L, Zhang Y, Ma H, Cao H, Liu W.Horse Milk has important quantitative characteristics and high economic value. However, the DNA methylation regulators involved in horse milk traits have not been clarified. To explore the important role of genome-wide DNA methylation in regulating equine milk yield, this study systematically investigated the genome-wide DNA methylation profiles of Kazakh horse blood by comparing a high-production group (HP, average daily milk yield of 7.5 kg) and low-production group (LP, average daily milk yield of 3.2 kg) using deep whole-genome bisulfite sequencing. First, both groups showed similar prop...
Whole-Genome Sequence Analysis Reveals the Origin of the Chakouyi Horse.
Genes    December 19, 2022   Volume 13, Issue 12 doi: 10.3390/genes13122411
Li Y, Liu Y, Wang M, Lin X, Li Y, Yang T, Feng M, Ling Y, Zhao C.The Chakouyi horse is an ancient Chinese indigenous horse breed distributed in Gansu Province in northwestern China, and is also one of the key breeds protected by the government. However, the origin of the Chakouyi horse remains unclear. As it is distributed in a key region of the Silk Road, it was speculated that the origin of the Chakouyi horse might involve the foreign horse breeds found along this ancient commercial artery. In this study, whole-genome resequencing data of 12 horse breeds, including both indigenous and foreign horses, were applied to reveal the genetic relationships betwee...
Analysis of Proteins and Peptides of Highly Purified CD9+ and CD63+ Horse Milk Exosomes Isolated by Affinity Chromatography.
International journal of molecular sciences    December 17, 2022   Volume 23, Issue 24 16106 doi: 10.3390/ijms232416106
Sedykh SE, Purvinsh LV, Burkova EE, Dmitrenok PS, Ryabchikova EI, Nevinsky GA.Exosomes are nanovesicles with a 40-150 nm diameter and are essential for communication between cells. Literature data suggest that exosomes obtained from different sources (cell cultures, blood plasma, urea, saliva, tears, spinal fluid, milk) using a series of centrifugations and ultracentrifugations contain hundreds and thousands of different protein and nucleic acid molecules. However, most of these proteins are not an intrinsic part of exosomes; instead, they co-isolate with exosomes. Using consecutive ultracentrifugation, gel filtration, and affinity chromatography on anti-CD9- and anti-C...
Common protein-coding variants influence the racing phenotype in galloping racehorse breeds.
Communications biology    December 13, 2022   Volume 5, Issue 1 1320 doi: 10.1038/s42003-022-04206-x
Han H, McGivney BA, Allen L, Bai D, Corduff LR, Davaakhuu G, Davaasambuu J, Dorjgotov D, Hall TJ, Hemmings AJ, Holtby AR, Jambal T, Jargalsaikhan B....Selection for system-wide morphological, physiological, and metabolic adaptations has led to extreme athletic phenotypes among geographically diverse horse breeds. Here, we identify genes contributing to exercise adaptation in racehorses by applying genomics approaches for racing performance, an end-point athletic phenotype. Using an integrative genomics strategy to first combine population genomics results with skeletal muscle exercise and training transcriptomic data, followed by whole-genome resequencing of Asian horses, we identify protein-coding variants in genes of interest in galloping ...
Investigation of MicroRNA Biomarkers in Equine Distal Interphalangeal Joint Osteoarthritis.
International journal of molecular sciences    December 8, 2022   Volume 23, Issue 24 15526 doi: 10.3390/ijms232415526
Baker ME, Lee S, Clinton M, Hackl M, Castanheira C, Peffers MJ, Taylor SE.Osteoarthritis of the equine distal interphalangeal joint is a common cause of lameness. MicroRNAs from biofluids are promising biomarkers and therapeutic candidates. Synovial fluid samples from horses with mild and severe equine distal interphalangeal joint osteoarthritis were submitted for small RNA sequencing. The results demonstrated that miR-92a was downregulated in equine synovial fluid from horses with severe osteoarthritis and there was a significant increase in COMP, COL1A2, RUNX2 and SOX9 following miR-92a mimic treatment of equine chondrocytes in monolayer culture. This is the first...
Identification of putative orthologs of clinically relevant antimicrobial peptides in the equine ocular surface and amniotic membrane.
Veterinary ophthalmology    December 7, 2022   Volume 26 Suppl 1, Issue Suppl 1 125-133 doi: 10.1111/vop.13042
Hisey EA, Martins BC, Donnelly CG, Cassano JM, Katzman SA, Murphy CJ, Thomasy SM, Leonard BC.This study aimed to define the antimicrobial peptide (AMP) expression pattern of the equine ocular surface and amniotic membrane using a targeted qPCR approach and 3'Tag-sequencing. It will serve as a reference for future studies of ocular surface innate immunity and amniotic membrane therapies. Methods: A targeted qPCR approach was used to investigate the presence of orthologs for three of the most highly expressed beta-defensins (DEFB1, DEFB4B, and DEFB103A) of the human ocular surface and amniotic membrane in equine corneal epithelium, conjunctiva, and amniotic membrane. 3'Tag-sequencing wa...
Conditionally immortalised equine skeletal muscle cell lines for in vitro analysis.
Biochemistry and biophysics reports    December 5, 2022   Volume 33 101391 doi: 10.1016/j.bbrep.2022.101391
Rooney MF, Neto NGB, Monaghan MG, Hill EW, Porter RK.Thoroughbred racehorse performance is largely influenced by a major quantitative trait locus at the () gene which determines aptitude for certain race distances due to a promoter region insertion mutation influencing functional phenotypes in skeletal muscle. To develop an system for functional experiments we established three novel equine skeletal muscle cell lines reflecting the variation in phenotype associated with genotype (CC/II, CT/IN and TT/NN for SNP g.66493737C > T/SINE insertion 227 bp polymorphism). Primary equine skeletal muscle myoblasts, isolated from Thoroughbred horse , we...
Whole-genome identification of transposable elements reveals the equine repetitive element insertion polymorphism in Chinese horses.
Animal genetics    December 5, 2022   Volume 54, Issue 2 144-154 doi: 10.1111/age.13277
Liu X, Zhang Y, Pu Y, Ma Y, Jiang L.Transposable elements (TEs) are diverse, abundant, and complicated in genomes. They not only can drive the genome evolution process but can also act as special resources for adaptation. However, little is known about the evolutionary processes that shaped horses. In this work, 126 horse assemblages involved in most horse breeds in China were used to investigate the patterns of TE variation for the first time. By using RepeatMasker and melt software, we found that the horse-specific short interspersed repetitive elements family, equine repetitive elements (ERE1), exhibited polymorphisms in hors...
Analysis of the Whole-Genome Sequences from an Equus Parent-Offspring Trio Provides Insight into the Genomic Incompatibilities in the Hybrid Mule.
Genes    November 23, 2022   Volume 13, Issue 12 2188 doi: 10.3390/genes13122188
Ren X, Liu Y, Zhao Y, Li B, Bai D, Bou G, Zhang X, Du M, Wang X, Bou T, Shen Y, Dugarjaviin M.Interspecific hybridization often shows negative effects on hybrids. However, only a few multicellular species, limited to a handful of plants and animals, have shown partial genetic mechanisms by which hybridization leads to low fitness in hybrids. Here, to explore the outcome of combining the two genomes of a horse and donkey, we analyzed the whole-genome sequences from an parent-offspring trio using Illumina platforms. We generated 41.39× and 46.21× coverage sequences for the horse and mule, respectively. For the donkey, a 40.38× coverage sequence was generated and stored in our laborat...
Integrated multi-omics reveals novel microbe-host lipid metabolism and immune interactions in the donkey hindgut.
Frontiers in immunology    November 18, 2022   Volume 13 1003247 doi: 10.3389/fimmu.2022.1003247
Li Y, Ma Q, Shi X, Liu G, Wang C.Evidence has shown that gut microbiota play a key role in host metabolism and health; however, little is known about the microbial community in the donkey hindgut as well as the interactions that occur between gut microbes and the host. This study aimed to explore the gut microbiome differences by analyzing the microbial community and differentially expressed genes (DEGs) related to lipid metabolism and the immune system along the donkey hindgut. The hindgut tissues (cecum, ventral colon, and dorsal colon) were separated, and the contents of each section were collected from six male donkeys fo...
The Innovative Informatics Approaches of High-Throughput Technologies in Livestock: Spearheading the Sustainability and Resiliency of Agrigenomics Research.
Life (Basel, Switzerland)    November 15, 2022   Volume 12, Issue 11 1893 doi: 10.3390/life12111893
Suminda GGD, Ghosh M, Son YO.For more than a decade, next-generation sequencing (NGS) has been emerging as the mainstay of agrigenomics research. High-throughput technologies have made it feasible to facilitate research at the scale and cost required for using this data in livestock research. Scale frameworks of sequencing for agricultural and livestock improvement, management, and conservation are partly attributable to innovative informatics methodologies and advancements in sequencing practices. Genome-wide sequence-based investigations are often conducted worldwide, and several databases have been created to discover ...
The stallion sperm acrosome: Considerations from a research and clinical perspective.
Theriogenology    November 14, 2022   Volume 196 121-149 doi: 10.1016/j.theriogenology.2022.11.012
Hernández-Avilés C, Ramírez-Agámez L, Varner DD, Love CC.During the fertilization process, the interaction between the sperm and the oocyte is mediated by a process known as acrosomal exocytosis (AE). Although the role of the sperm acrosome on fertilization has been studied extensively over the last 70 years, little is known about the molecular mechanisms that govern acrosomal function, particularly in species other than mice or humans. Even though subfertility due to acrosomal dysfunction is less common in large animals than in humans, the evaluation of sperm acrosomal function should be considered not only as a complementary but a routine test whe...
Mitochondrial DNA D-loop hyper-variable region 1 variability in Kurdish horse breed.
Veterinary medicine and science    November 11, 2022   Volume 9, Issue 2 721-728 doi: 10.1002/vms3.996
Nikbakhsh M, Varkoohi S, Seyedabadi HR.Kurdish horse is one of the most valuable horse genetic resources in the Middle East. To assess the genetic diversity of Kurdish horses, Mitochondrial DNA D-loop hyper-variable region1 (HVR1) was sequenced in 29 non-related Kurdish horses which were sampled from diverse geographic regions of Iran. Total DNA was extracted from the collected blood samples by modified salting out method. The HVR1 was amplified by PCR and then sequenced using ABI PRISM BigDyeTM Terminator Cycle Sequencing Ready Reaction Kit. Consequently, the sequences were trimmed to 294 bp using BIOEDIT to become comparable wit...
A Review of Radiomics and Artificial Intelligence and Their Application in Veterinary Diagnostic Imaging.
Veterinary sciences    November 8, 2022   Volume 9, Issue 11 620 doi: 10.3390/vetsci9110620
Bouhali O, Bensmail H, Sheharyar A, David F, Johnson JP.Great advances have been made in human health care in the application of radiomics and artificial intelligence (AI) in a variety of areas, ranging from hospital management and virtual assistants to remote patient monitoring and medical diagnostics and imaging. To improve accuracy and reproducibility, there has been a recent move to integrate radiomics and AI as tools to assist clinical decision making and to incorporate it into routine clinical workflows and diagnosis. Although lagging behind human medicine, the use of radiomics and AI in veterinary diagnostic imaging is becoming more frequent...
Equine sinusitis aetiology is linked to sinus microbiome by amplicon sequencing.
Equine veterinary journal    November 7, 2022   Volume 55, Issue 5 798-807 doi: 10.1111/evj.13884
Lowman ME, Tipton CD, Labordère AL, Brown JA.Information regarding the microbiome in sinusitis using genetic sequencing is lacking and more-in-depth understanding of the microbiome could improve antimicrobial selection and treatment outcomes for cases of primary sinusitis. Objective: To describe sinus microbiota in samples from horses with sinusitis and compare microbiota and the presence of antimicrobial resistance genes between primary, dental-related and other secondary causes of sinusitis. Methods: Retrospective case series. Methods: Records of equine sinusitis from 2017 to 2021 were reviewed and historical microbial amplicon sequenc...
Characterization of microbial communities and predicted metabolic pathways in the uterus of healthy mares.
Open veterinary journal    November 7, 2022   Volume 12, Issue 6 797-805 doi: 10.5455/OVJ.2022.v12.i6.3
Thomson P, Pareja J, Núñez A, Santibáñez R, Castro R.Culture-independent techniques have made it possible to expand the knowledge about the composition of bacterial communities present in the healthy uterus and their role in health and disease, mainly in humans. However, in animals like mares, there is a dearth of information regarding this area. To narrow this knowledge gap, the objective of this study was to identify and characterize the composition and function of the uterine microbiome of a group of Chilean purebred mares (CPM), an equine breed with the oldest genealogical record in South America and an economical important reproductive indu...
Administration and detection of gene therapy in horses: A systematic review.
Drug testing and analysis    November 7, 2022   Volume 15, Issue 2 143-162 doi: 10.1002/dta.3394
Haughan J, Ortved KF, Robinson MA.Gene therapy uses genetic modification of cells to produce a therapeutic effect. Defective or missing genes can be repaired or replaced, or gene expression can be modified using a variety of technologies. Repair of defective genes can be achieved using specialized gene editing tools. Gene addition promotes gene expression by introducing synthetic copies of genes of interest (transgenes) into cells where they are transcribed and translated into therapeutic proteins. Protein production can also be modified using therapies that regulate gene expression. Gene therapy is currently prohibited in bot...
Selection of species specific panel of reference genes in peripheral blood mononuclear cells of native livestock species adapted to trans-Himalayan region of Leh-Ladakh.
Scientific reports    November 2, 2022   Volume 12, Issue 1 18473 doi: 10.1038/s41598-022-22588-0
Tiwari M, Sodhi M, Verma P, Vivek P, Kataria RS, Niranjan SK, Bharti VK, Masharing N, Gujar G, Chanda D, Mukesh M.The identification of appropriate references genes is an integral component of any gene expression-based study for getting accuracy and reliability in data interpretation. In this study, we evaluated the expression stability of 10 candidate reference genes (GAPDH, RPL4, EEF1A1, RPS9, HPRT1, UXT, RPS23, B2M, RPS15, ACTB) in peripheral blood mononuclear cells of livestock species that are adapted to high altitude hypoxia conditions of Leh-Ladakh. A total of 37 PBMCs samples from six native livestock species of Leh-Ladakh region such as Ladakhi cattle, Ladakhi yak, Ladakhi donkey, Chanthangi goat...
Trichostatin A-Mediated Epigenetic Modulation Predominantly Triggers Transcriptomic Alterations in the Ex Vivo Expanded Equine Chondrocytes.
International journal of molecular sciences    October 29, 2022   Volume 23, Issue 21 13168 doi: 10.3390/ijms232113168
Ząbek T, Witarski W, Szmatoła T, Sawicki S, Mrozowicz J, Samiec M.Epigenetic mechanisms of gene regulation are important for the proper differentiation of cells used for therapeutic and regenerative purposes. The primary goal of the present study was to investigate the impacts of 5-aza-2' deoxycytidine (5-AZA-dc)- and/or trichostatin A (TSA)-mediated approaches applied to epigenomically modulate the ex vivo expanded equine chondrocytes maintained in monolayer culture on the status of chondrogenic cytodifferentiation at the transcriptome level. The results of next-generation sequencing of 3' mRNA-seq libraries on stimulated and unstimulated chondrocytes of th...
Identification of Candidate Genes for Twinning Births in Dezhou Donkeys by Detecting Signatures of Selection in Genomic Data.
Genes    October 19, 2022   Volume 13, Issue 10 1902 doi: 10.3390/genes13101902
Xie T, Zhang S, Shen W, Zhang G, Guo R, Zhang W, Cao Y, Pan Q, Liu F, Sun Y, Liu S.Twinning trait in donkeys is an important manifestation of high fecundity, but few reports are available elucidating its genetic mechanism. To explore the genetic mechanism underlying the twin colt trait in Dezhou donkeys, DNA from 21 female Dezhou donkeys that had birthed single or twin colts were collected for whole-genome resequencing. FST, θπ and Tajima’s D were used to detect the selective sweeps between single and twin colt fecundity in the Dezhou donkey groups. Another set of 20 female Dezhou donkeys with single or multiple follicles during estrus were selected to compare concentrat...
Artificial Intelligence for Lameness Detection in Horses-A Preliminary Study.
Animals : an open access journal from MDPI    October 17, 2022   Volume 12, Issue 20 2804 doi: 10.3390/ani12202804
Feuser AK, Gesell-May S, Müller T, May A.Lameness in horses is a long-known issue influencing the welfare, as well as the use, of a horse. Nevertheless, the detection and classification of lameness mainly occurs on a subjective basis by the owner and the veterinarian. The aim of this study was the development of a lameness detection system based on pose estimation, which permits non-invasive and easily applicable gait analysis. The use of 58 reference points on easily detectable anatomical landmarks offers various possibilities for gait evaluation using a simple setup. For this study, three groups of horses were used: one training gr...
MSTN Regulatory Network in Mongolian Horse Muscle Satellite Cells Revealed with miRNA Interference Technologies.
Genes    October 11, 2022   Volume 13, Issue 10 doi: 10.3390/genes13101836
Budsuren U, Ulaangerel T, Shen Y, Liu G, Davshilt T, Yi M, Bold D, Zhang X, Bai D, Dorjgotov D, Davaakhuu G, Jambal T, Li B, Du M, Dugarjav M, Bou G.Myostatin (MSTN), a member of the transforming growth factor-β superfamily, inhibits the activation of muscle satellite cells. However, the role and regulatory network of MSTN in equine muscle cells are not well understood yet. We discovered that MSTN knockdown significantly reduces the proliferation rate of equine muscle satellite cells. In addition, after the RNA sequencing of equine satellite cells transfected with MSTN-interference plasmid and control plasmid, an analysis of the differentially expressed genes was carried out. It was revealed that MSTN regulatory networks mainly involve ge...
Analysis of ancient and modern horse genomes reveals the critical impact of lncRNA-mediated epigenetic regulation on horse domestication.
Frontiers in genetics    October 5, 2022   Volume 13 944933 doi: 10.3389/fgene.2022.944933
Xu B, Yang G, Jiao B, Zhu H. The domestication of horses has played critical roles in human civilizations. The excavation of ancient horse DNA provides crucial data for studying horse domestication. Studies of horse domestication can shed light on the general mechanisms of animal domestication. We wish to explore the gene transcription regulation by long noncoding RNAs (lncRNAs) that influence horse domestication. First, we assembled the ancient DNA sequences of multiple horses at different times and the genomes of horses, donkeys, and Przewalski horses. Second, we extracted sequences of lncRNA genes shared in ancient ...
Mining the equine gut metagenome: poorly-characterized taxa associated with cardiovascular fitness in endurance athletes.
Communications biology    October 3, 2022   Volume 5, Issue 1 1032 doi: 10.1038/s42003-022-03977-7
Mach N, Midoux C, Leclercq S, Pennarun S, Le Moyec L, Rué O, Robert C, Sallé G, Barrey E.Emerging evidence indicates that the gut microbiome contributes to endurance exercise performance. Still, the extent of its functional and metabolic potential remains unknown. Using elite endurance horses as a model system for exercise responsiveness, we built an integrated horse gut gene catalog comprising ~25 million unique genes and 372 metagenome-assembled genomes. This catalog represents 4179 genera spanning 95 phyla and functional capacities primed to exploit energy from dietary, microbial, and host resources. The holo-omics approach shows that gut microbiomes enriched in Lachnospiraceae...
Replacement of microsatellite markers by imputed medium-density SNP arrays for parentage control in German warmblood horses.
Journal of applied genetics    September 29, 2022   Volume 63, Issue 4 783-792 doi: 10.1007/s13353-022-00725-9
Nolte W, Alkhoder H, Wobbe M, Stock KF, Kalm E, Vosgerau S, Krattenmacher N, Thaller G, Tetens J, Kühn C.In horses, parentage control is currently performed based on an internationally standardized panel of 17 microsatellite (MS) markers comprising 12 mandatory and five optional markers. Unlike MS, single nucleotide polymorphism (SNP) profiles support a wider portfolio of genomic applications, including parentage control. A transition to SNP-based parentage control is favorable, but requires additional efforts for ensuring generation-overlapping availability of marker genotypes of the same type. To avoid double genotyping of either parents or offspring for changing to SNP technology and enable ef...
The major role of junctional diversity in the horse antibody repertoire.
Molecular immunology    September 27, 2022   Volume 151 231-241 doi: 10.1016/j.molimm.2022.09.011
Navas C, Manso T, Martins F, Minto L, Moreira R, Minozzo J, Antunes B, Vale A, McDaniel JR, Ippolito GC, Felicori LF.The antibody repertoire (Rep-seq) sequencing revolutionized the diversity of antigen B cell receptor studies, allowing deep and quantitative analysis to decipher the role of adaptive immunity in health and disease. Particularly, horse (Equus caballus) polyclonal antibodies have been produced and used since the century XIX to treat and prophylaxis diphtheria, tuberculosis, tetanus, pneumonia, and, more recently, COVID-19. However, our knowledge about the horse B cell receptors repertories is minimal. We present a deep horse antibody heavy chain repertoire (IGH) characterization of non-infected ...
Discovery of exercise-related genes and pathway analysis based on comparative genomes of Mongolian originated Abaga and Wushen horse.
Open life sciences    September 26, 2022   Volume 17, Issue 1 1269-1281 doi: 10.1515/biol-2022-0487
Pan J, Purev C, Zhao H, Zhang Z, Wang F, Wendoule N, Qi G, Liu Y, Zhou H.The Mongolian horses have excellent endurance and stress resistance to adapt to the cold and harsh plateau conditions. Intraspecific genetic diversity is mainly embodied in various genetic advantages of different branches of the Mongolian horse. Since people pay progressive attention to the athletic performance of horse, we expect to guide the exercise-oriented breeding of horses through genomics research. We obtained the clean data of 630,535,376,400 bp through the entire genome second-generation sequencing for the whole blood of four Abaga horses and ten Wushen horses. Based on the data an...
Shallow shotgun sequencing of the microbiome recapitulates 16S amplicon results and provides functional insights.
Molecular ecology resources    September 26, 2022   Volume 23, Issue 3 549-564 doi: 10.1111/1755-0998.13713
Stothart MR, McLoughlin PD, Poissant J.Prevailing 16S rRNA gene-amplicon methods for characterizing the bacterial microbiome of wildlife are economical, but result in coarse taxonomic classifications, are subject to primer and 16S copy number biases, and do not allow for direct estimation of microbiome functional potential. While deep shotgun metagenomic sequencing can overcome many of these limitations, it is prohibitively expensive for large sample sets. Here we evaluated the ability of shallow shotgun metagenomic sequencing to characterize taxonomic and functional patterns in the faecal microbiome of a model population of feral ...
High-throughput sequencing technologies in the detection of livestock pathogens, diagnosis, and zoonotic surveillance.
Computational and structural biotechnology journal    September 26, 2022   Volume 20 5378-5392 doi: 10.1016/j.csbj.2022.09.028
Suminda GGD, Bhandari S, Won Y, Goutam U, Kanth Pulicherla K, Son YO, Ghosh M.Increasing globalization, agricultural intensification, urbanization, and climatic changes have resulted in a significant recent increase in emerging infectious zoonotic diseases. Zoonotic diseases are becoming more common, so innovative, effective, and integrative research is required to better understand their transmission, ecological implications, and dynamics at wildlife-human interfaces. High-throughput sequencing (HTS) methodologies have enormous potential for unraveling these contingencies and improving our understanding, but they are only now beginning to be realized in livestock resea...
Long-Read Transcriptome of Equine Bronchoalveolar Cells.
Genes    September 25, 2022   Volume 13, Issue 10 1722 doi: 10.3390/genes13101722
Sage SE, Nicholson P, Leeb T, Gerber V, Jagannathan V.We used Pacific Biosciences long-read isoform sequencing to generate full-length transcript sequences in equine bronchoalveolar lavage fluid (BALF) cells. Our dataset consisted of 313,563 HiFi reads comprising 805 Mb of polished sequence information. The resulting equine BALF transcriptome consisted of 14,234 full-length transcript isoforms originating from 7017 unique genes. These genes consisted of 6880 previously annotated genes and 137 novel genes. We identified 3428 novel transcripts in addition to 10,806 previously known transcripts. These included transcripts absent from existing genome...
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