| Literature DB >> 31015528 |
Basharat Bhat1, Ashutosh Singh1, Zaffar Iqbal2, Jai K Kaushik3, A R Rao4, Syed Mudasir Ahmad5, Hina Bhat5, Aadil Ayaz2, F D Sheikh2, Shalini Kalra3, Syed Shanaz2, Masood Salim Mir2, Pawan Kumar Agarwal6, Trilochan Mohapatra6, Nazir A Ganai7.
Abstract
The genetics of coat color variation remains a classic area. Earlier studies have focused on a limited number of genes involved in color determination; however, the complete set of trait determinants are still not well known. In this study, we used high-throughput sequencing technology to identify and characterize intricate interactions between genes that cause complex coat color variation in Changthangi Pashmina goats, producer of finest and costly commercial animal fiber. We systematically identified differentially expressed mRNAs and lncRNAs from black, brown and white Pashmina goat skin samples by using RNA-sequencing technique. A pairwise comparison of black, white and brown skin samples yielded 2479 significantly dysregulated genes (2422 mRNA and 57 lncRNAs). Differentially expressed genes were enriched in melanin biosynthesis, melanocyte differentiation, developmental pigmentation, melanosome transport activities GO terms. Our analysis suggested the potential role of lncRNAs on color coding mRNAs in cis and trans configuration. We have also developed online data repository as a component of the study to provide a central location for data access, visualization and interpretation accessible through http://pcd.skuastk.org/ .Entities:
Mesh:
Substances:
Year: 2019 PMID: 31015528 PMCID: PMC6478727 DOI: 10.1038/s41598-019-42676-y
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1RNA-seq analyses of DEGs in different coat colour of Pashmina fiber. (A) Venn diagram representing DEGs between different groups. (B) Showing the overlap of differentially expressed mRNA between groups. (C) Showing the overlap of differentially expressed lncRNA between groups.
Gene Ontology (GO) terms for differentially expressed genes.
| Category | GO ID | GO Term | Contrast Group | |||||
|---|---|---|---|---|---|---|---|---|
| White V/s Black | White V/s Brown | Brown V/s Black | ||||||
|
|
|
|
|
|
| |||
| BP | GO.0046189 |
| 8 | 0.0 | 8 | 0.0 | — | — |
| BP | GO.0042438 |
| 6 | 0.000563 | 4 | 0.0011 | — | — |
| BP | GO:0048066 |
| 6 | 0.016 | — | — | 4 | 0.015 |
| BP | GO:0006582 |
| 6 | 0.00108 | 4 | 0.0017 | 2 | 0.08 |
| BP | GO:0043473 |
| 9 | 0.00551 | — | — | 5 | 0.013 |
| BP | GO.0046148 |
| 7 | 0.011 | 4 | 0.024 | — | — |
| BP | GO:0030318 | melanocyte differentiation | 4 | 0.0405 | — | — | 4 | 0.006 |
| BP | GO.0002376 |
| 82 | 0.0 | 57 | 0.0 | 22 | 0.027 |
| BP | GO:0060070 | canonical Wnt signaling pathway | 16 | 0.0016 | — | — | — | — |
| BP | GO.0044763 |
| 359 | 0.0 | 182 | 0.0 | 80 | 0.049 |
| BP | GO.0044700 |
| 192 | 0.0 | 83 | 0.0 | 46 | 0.034 |
| BP | GO.0007154 |
| 195 | 0.0 | 85 | 0.0 | 46 | 0.04 |
| BP | GO.0042127 |
| 177 | 0.0 | 39 | 0.0 | 17 | 0.022 |
| BP | GO.0007166 |
| 102 | 0.0 | 48 | 0.0 | 26 | 0.009 |
| BP | GO.0050789 |
| 183 | 0.0 | 90 | 0.0 | 40 | 0.034 |
| BP | GO.0065007 |
| 345 | 0.0 | 163 | 0.0 | 40 | 0.0341 |
| BP | GO.0014033 |
| 8 | 0.0072 | — | — | 4 | 0.036 |
| BP | GO.0006954 |
| 31 | 0.0 | 21 | 0.0 | 11 | 0.010 |
| CC | GO.0033162 |
| 3 | 0.03741 | 3 | 0.0043 | — | — |
| CC | GO.0044425 |
| 213 | 0.0 | 111 | 0.0 | — | — |
| CC | GO.0044464 |
| 420 | 0.0 | 76 | 0.0 | 33 | 0.034 |
| CC | GO.0045009 |
| 3 | 0.0374 | 3 | 0.0043 | — | — |
| CC | GO.0005576 |
| 159 | 0.0 | 101 | 0.0 | 38 | 0.025 |
| CC | GO.0031224 |
| 188 | 0.0 | 102 | 0.0 | — | — |
| CC | GO:0042470 | melanosome | 8 | 0.04761 | 5 | 0.03 | — | — |
| CC | GO:0048770 |
| 8 | 0.0476 | 5 | 0.033 | ||
| MF | GO:0004896 | cytokine receptor activity | 8 | 0.0121 | — | — | — | — |
| MF | GO:0005044 |
| 6 | 0.0191 | 5 | 0.0024 | — | — |
| MF | GO:0098772 |
| 45 | 0.0039 | — | — | — | — |
| MF | GO:0044877 |
| 38 | 0.036 | — | — | — | — |
| MF | GO:0060089 |
| 16 | 0.0061 | 31 | 0.0016 | — | — |
| MF | GO:0005488 |
| 360 | 0.0 | 169 | 0.0 | 84 | 0.0499 |
| MF | GO:0005515 | protein binding | 186 | 0.0 | 84 | 0.0 | — | — |
| MF | GO:0043167 | ion binding | 139 | 0.0 | 22 | 0.0 | 40 | 0.0065 |
| MF | GO:0046872 | metal ion binding | 129 | 0.0 | 61 | 0.0 | 34 | 0.037 |
Note: ‘BP’, ‘CC’ and ‘MF’ represent biological process, cellular component and molecular function, respectively.
*P-Value is FDR corrected P-value.
Figure 2Differentially expressed coat color genes in Changthangi Pashmina goat and their involvement in melanogenesis signaling pathway (Adapted from ref.[18]). DEGs are shown in red coloured frames. Number (1, 2, and 3) represents contrast groups. 1 Black Vs White. 2 Black Vs Brown. 3 White Vs Brown.
Figure 32D – Hierarchical clustering analysis exploring the difference in gene expression between White, Black and Brown Pashmina fiber. Each row in the map represents a differentially expressed gene and column represents condition used. Log10(FPKM) value is used for constructing heat-map. Blank space specifies gene is not significantly expressed in a particular sample.
Figure 4Comparison of expression and genomic features of predicted lncRNA and mRNA in Pashmina goat. The lncRNA and mRNA identified in this study are utilized to identify few primary differences between two classes. (A) Distribution of transcript length of long non-coding and coding transcripts in Pashmina goat skin. The X-axis/horizontal axis represents the length of transcripts and Y-axis/vertical axis represents percentage of genes. LncRNAs were shorter in length than mRNAs with 0.7 kb and 3 kb average length of each transcript, respectively. (B) Distribution of number of exons present in mRNA and lncRNA, most of lncRNA (80%) have 2 or 3 exons whereas mRNAs tend to have two or more exons. Due to the limitation of algorithms single-exon lncRNAs were filtered out from the goat genome. (C) Expression levels indicated by LOG10(FPKM + 1) in the mRNA and lncRNAs. (D) Represents distribution of ORF in mRNA and lncRNAs. LncRNAs have shorter ORF in length than mRNAs with a mean of 100 bp and 400 bp, for lncRNAs and mRNAs, respectively.