| Literature DB >> 28974924 |
Bei Li1, Xiaolong He2, Yiping Zhao1, Dongyi Bai1, Wunierfu Shiraigo1, Qinan Zhao1, Dugarjaviin Manglai1.
Abstract
BACKGROUND: Studies on the molecular genetics of horse skin pigmentation have typically focused on very few genes and proteins. In this study, we used Illumina sequencing to determine the global gene expression profiles in horses with white-colored coats and those with black-colored coats, with the goal of identifying novel genes that could regulate horse coat color.Entities:
Keywords: Coat color; Mongolian horse; Pigmentation; RNA-Seq; Tyrosine
Mesh:
Substances:
Year: 2017 PMID: 28974924 PMCID: PMC5622463 DOI: 10.1186/s41065-017-0048-y
Source DB: PubMed Journal: Hereditas ISSN: 0018-0661 Impact factor: 3.271
Fig. 1GO functional analysis of DEGs based on RNA-Seq data. The results can be separated into 3 main categories: “biological processes”, “cellular components”, and “molecular function”
The 30 genes highly expressed in horse skin
| Gene | Black coat color FPKM | White coat color FPKM |
|---|---|---|
| LATH | 72,811 | 20,843 |
| LOC100053601 | 27,981 | 7759 |
| RPL37 | 22,692 | 15,081 |
| EEF1A1 | 15,280 | 16,186 |
| RPS12 | 11,689 | 10,908 |
| RPS27 | 10,792 | 9377 |
| RPL23A | 10,674 | 8141 |
| RPL31 | 10,403 | 9728 |
| RPL10 | 10,021 | 1180 |
| RPL30 | 9785 | 7974 |
| RPL35 | 8571 | 7940 |
| RPS26 | 8320 | 7405 |
| RPS3A | 8190 | 8098 |
| RPL13A | 8138 | 7984 |
| RPS19 | 8102 | 7883 |
| RPL36A | 7815 | 1615 |
| RPS25 | 7764 | 6562 |
| LOC100146711 | 7500 | 6102 |
| LOC100630410 | 7423 | 5754 |
| RPLP0 | 7281 | 7544 |
| RPS20 | 7247 | 7066 |
| RPS11 | 7117 | 6546 |
| RPL26 | 7102 | 7405 |
| RPS7 | 6983 | 6742 |
| RPS23 | 6869 | 5602 |
| RPS18 | 6865 | 5851 |
| RPL35A | 6761 | 5431 |
| RPL17 | 6699 | 6305 |
| RPL39 | 6606 | 6870 |
| RPL9 | 6372 | 5806 |
GO ontology of differentially expressed genes of black and white horse skin
| GO ontology | Cluster frequency |
| |
|---|---|---|---|
| DEG | % | ||
| Biological processes | |||
| Lipid metabolic process | 21 | 1.41 | 2.60E-05 |
| Lipid biosynthetic process | 13 | 0.87 | 2.70E-05 |
| Cellular lipid metabolic process | 16 | 1.07 | 5.74E-05 |
| Skeletal system development | 12 | 0.80 | 1.15E-04 |
| Behavior | 13 | 0.87 | 8.62E-04 |
| Phospholipid biosynthetic process | 6 | 0.40 | 2.04E-03 |
| Tyrosine metabolic process | 3 | 0.20 | 2.65E-03 |
| System development | 34 | 2.28 | 2.84E-03 |
| Gycerolipid metabolic process | 7 | 0.47 | 3.05E-03 |
| developmental process | 42 | 2.81 | 3.71E-03 |
| Multicellular organismal development | 39 | 2.61 | 4.03E-03 |
| Secondary metabolic process | 5 | 0.33 | 5.13E-03 |
| Glycerolipid biosynthetic process | 5 | 0.33 | 5.37E-03 |
| Anatomical structure development | 35 | 2.34 | 5.56E-03 |
| Phospholipid metabolic process | 7 | 0.47 | 6.62E-03 |
| Multicellular organismal process | 52 | 3.48 | 6.63 E-03 |
| Response to wounding | 12 | 0.80 | 6.97E-03 |
| Organ development | 26 | 1.74 | 8.40E-03 |
| Organophosphate metabolic process | 7 | 0.47 | 8.42E-03 |
| Carboxylic acid transport | 6 | 0.40 | 9.57E-03 |
| Organic acid transport | 6 | 0.40 | 9.84E-03 |
| Aromatic amino acid family metabolic process | 3 | 0.20 | 0.0119 |
| Aromatic compound catabolic process | 3 | 0.20 | 0.0131 |
| Regulation of biological quality | 22 | 1.47 | 0.0169 |
| Cell adhesion | 13 | 0.87 | 0.0201 |
| Amine transport | 5 | 0.33 | 0.0202 |
| Biological adhesion | 13 | 0.87 | 0.0203 |
| Oxoacid metabolic process | 11 | 0.74 | 0.0246 |
| Carboxylic acid metabolic process | 11 | 0.74 | 0.0246 |
| Organic acid metabolic process | 11 | 0.74 | 0.0257 |
| Cellular ketone metabolic process | 11 | 0.74 | 0.0276 |
| Vitamin metabolic process | 4 | 0.27 | 0.0282 |
| Response to external stimulus | 15 | 1.00 | 0.0300 |
| Tissue development | 12 | 0.80 | 0.0321 |
| Locomotory behavior | 7 | 0.47 | 0.0339 |
| Metal ion homeostasis | 6 | 0.40 | 0.0346 |
| Anterior/posterior pattern formation | 5 | 0.33 | 0.0349 |
| Chemical homeostasis | 10 | 0.67 | 0.0365 |
| System process | 21 | 1.41 | 0.0384 |
| Lipid transport | 5 | 0.33 | 0.0389 |
| Cation homeostasis | 7 | 0.47 | 0.0404 |
| Sensory perception of light stimulus | 6 | 0.40 | 0.0418 |
| Visual perception | 6 | 0.40 | 0.0418 |
| Tyrosine catabolic process | 2 | 0.13 | 0.0431 |
| Regulation of very-low-density lipoprotein particle remodeling | 2 | 0.13 | 0.0431 |
| Amino acid transport | 4 | 0.27 | 0.0448 |
| Lipid localization | 5 | 0.33 | 0.0496 |
| Cellular component | |||
| Extracellular region | 39 | 2.61 | 8.82E-07 |
| Extracellular region part | 23 | 1.54 | 1.63E-05 |
| Extracellular space | 17 | 1.14 | 2.10E-04 |
| Endoplasmic reticulum | 17 | 1.14 | 6.86E-03 |
| High-density lipoprotein particle | 3 | 0.20 | 0.0186 |
| Protein-lipid complex | 3 | 0.20 | 0.0350 |
| Plasma lipoprotein particle | 3 | 0.20 | 0.0350 |
| Molecular function | |||
| O-acyltransferase activity | 7 | 0.47 | 7.67E-07 |
| Acyltransferase activity | 9 | 0.60 | 2.76E-04 |
| Transferase activity, transferring acyl groups other than amino-acyl groups | 9 | 0.60 | 2.95E-04 |
| Transferase activity, transferring acyl groups | 9 | 0.60 | 3.83E-04 |
| Receptor binding | 17 | 1.14 | 2.77 E-03 |
| Cytokine activity | 7 | 0.47 | 5.80E-03 |
| Hemoglobin binding | 2 | 0.13 | 0.0248 |
| Protein dimerization activity | 10 | 0.67 | 0.0371 |
| Carboxylesterase activity | 4 | 0.27 | 0.0460 |
% = DGE/BGDGE × 100%; DEG represents the number of differentially expressed genes annotated to each GO ontology. BGDEG represents the number of all background differentially expressed genes annotated to each GO ontology
Enriched pathways of differentially expressed genes in black and white skin
| Pathways | Differentially expressed genesa | KEGG unigenesb |
| Pathway ID |
|---|---|---|---|---|
| PPAR signaling pathway | 4 | 69 | 0.023 | hsa03320 |
| Cell adhesion molecules | 5 | 143 | 0.028 | hsa04514 |
| Tyrosine metabolism | 3 | 38 | 0.057 | hsa00350 |
| Ubiquinone and other terpenoid-quinone biosynthesis | 2 | 11 | 0.060 | hsa00130 |
aDifferentially expressed genes in each pathway in the KEGG database
bGene numbers in this pathway in the KEGG database
Fig. 2Comparison between gene expression levels of black and white horse skin libraries. The X and Y-axes show the mRNA expression levels in the 4 samples. The up-regulated and down-regulated genes are represented in red and black
The top 10 up-regulated and down-regulated differentially expressed genes in white coat color vs. black coat color
| Gene | Log2 (White FPKM/Black FPKM) | UP/DOWN | Function |
|---|---|---|---|
| MHCB3 | 10.379 | up | MHC class I protein complex |
| CALCB | 5.537 | up | hormone activity |
| CPSF4L | 4.888 | up | metal ion binding |
| LOC100057688 | 4.685 | up | protein binding |
| UNKNOW | 3.833 | up | oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen, reduced flavin or flavoprotein as 1 donor, and incorporation of 1 atom of oxygen |
| LOC100054146 | 3.707 | up | nucleosome assembly |
| FOSB | 3.674 | up | sequence-specific DNA binding |
| CACNB4 | 3.548 | up | protein binding |
| UNKNOW | 3.506 | up | protein binding |
| CHODL | 3.327 | up | carbohydrate binding |
| CPNE6 | −7.670 | down | protein binding |
| UNKNOW | −6.393 | down | protein binding |
| LOC100629895 | −6.058 | down | mammaglobin-A-like |
| UNKNOW | −5.387 | down | protein binding |
| C1QTNF6 | −5.038 | down | collagen trimer |
| NALCN | −4.743 | down | cation channel activity |
| LOC100061216 | −4.383 | down | integral component of membrane |
| HBB | −4.327 | down | oxygen transport |
| OTOR | −4.318 | down | protein binding |
| UNKNOW | −4.229 | down | keratin filament |
Fig. 3qRT-PCR validation of DEGs characterized by RNA-Seq. The results verify the differential expression of genes in black and white coat color skin, which is consistent with the RNA-Seq findings
Fig. 4Common pathways of melanin synthesis in animals. Enzymes are abbreviated as follows: tyrosine aminotransferase, TA; tyrosine hydroxylase, TH; phenoloxidase, PO; dopachrome tautomerase, DCT; tyrosinase-related protein 1, TRP1; 5,6-dihydroxyindole, DHI; 5,6-dihydroxyindole-2-carboxylic acid, DHICA