| Literature DB >> 34201517 |
Aiju Liu1, Xiaoyong Chen1, Menghe Liu2, Limeng Zhang3, Xiaofei Ma1, Shujun Tian1,4.
Abstract
Litter size is a considerable quality that determines the production efficiency of mutton sheep. Therefore, revealing the molecular regulation of high and low fertility may aid the breeding process to develop new varieties of mutton sheep. CircRNAs are the important factors regulating follicular development, but their mechanism role in the regulation of litter size in Hanper sheep is not clear. In the present study, ovarian tissues from the follicular (F) or luteal phase (L) of Hanper sheep that were either consecutive monotocous (M) or polytocous were collected. Then, we performed transcriptome sequencing to screen for differentially expressed circRNAs (DE-circRNAs) and elucidate their function. In total, 4256 circRNA derived from 2184 host genes were identified in which 183 (146 were upregulated, while 37 were downregulated) were differentially expressed in monotocous sheep in the follicular phase versus polytocous sheep in the follicular phase (MF vs. PF). Moreover, 34 circRNAs (14 were upregulated, while 20 were downregulated) were differentially expressed in monotocous sheep in the luteal phase versus polytocous sheep in the luteal sheep (ML vs. PL). This was achieved through DE-circRNAs function enrichment annotation analysis by GESA, GO, and KEGG, which function through the EGF-EGFR-RAS-JNK, TGF-β and thyroid hormone signaling pathway to affect the litter size of Hanper sheep in MF vs. PF and ML vs. PL. STEM results showed that MAPK signaling pathways play a key role in MF vs. PF and ML vs. PL. Through WGCNA analysis, AKT3 was a core gene in MF vs. PF and ML vs. PL. Moreover, competitive endogenous RNA (ceRNA) network analysis revealed the target binding sites for miRNA such as oar-miR-27a, oar-miR-16b, oar-miR-200a/b/c, oar-miR-181a, oar-miR-10a/b, and oar-miR-432 in the identified DE-cirRNAs.Entities:
Keywords: Hanper sheep; circRNAs; fecundity; functional enrichment; ovary
Year: 2021 PMID: 34201517 PMCID: PMC8300399 DOI: 10.3390/ani11071863
Source DB: PubMed Journal: Animals (Basel) ISSN: 2076-2615 Impact factor: 2.752
The basic information on litter size.
| Group | Without Pregnancy Sheep (Earmark) | Litter Size | |||
|---|---|---|---|---|---|
| First Parity | Second Parity | Third Parity | Four Parity | ||
| Polytocous group | 3E202 | 3 | 3 | 5 | |
| 6T01 | 3 | 4 | 2 | ||
| 6T06 | 3 | 3 | 4 | 3 | |
| CE104 | 3 | 3 | 3 | ||
| 3E161 | 3 | 3 | 4 | ||
| CE103 | 3 | 4 | 3 | 4 | |
| Monotocous group | 9M06 | 1 | |||
| MY91 | |||||
| MY86 | |||||
| 3E146 | |||||
| 3E79 | |||||
| MY66 | |||||
Quantitative real-time PCR primer sequences.
| Type | Gene Name | Primer Sequences (5′-3′) | Amplicon Size (bp) |
|---|---|---|---|
| CircRNA | novel_circ_0006554 | F: ACGACAATGAGGAGTGTGGG | 198 |
| R: GTCCTTCAATGACCGAGCAGT | |||
| novel_circ_0005901 | F: ACACTAAGTGATGACGAATCTTTTC | 190 | |
| R: CCACCCACAAAGCAGAGGAT | |||
| novel_circ_0008937 | F: TGACGTGAATGTCTATGCTCAGT | 153 | |
| R: GGAGAGGGTGAAGGATCCCA | |||
| novel_circ_0016082 | F: CTGAGAACCAACAGCAGTGGA | 187 | |
| R: AGCTCTTCCAGGCGGTTTC | |||
| novel_circ_0002314 | F: GCTGCTGATGCAACAGGGTT | 198 | |
| R: CAGGCAGAGGGCAGGTTTTA | |||
| novel_circ_0005615 | F: GAGGCTGTAACGGAAGAGGA | 199 | |
| R: AGCACGTTAGGTTTGTTGGT | |||
| novel_circ_0005617 | F: GGGCTTTTCTTTGCCTCCTG | 199 | |
| R: TTGTGGGACAAAATATTCGGGA | |||
| novel_circ_0010148 | F: GGAGCCAAAACCCAGAGTCAA | 187 | |
| R: ACCTGAAGCTGGAGTCACAAG | |||
| novel_circ_0014289 | F: TTGGAGGATGTCAAGGCCAA | 180 | |
| R: TACTGGTGATAGGCCAGCCA | |||
| Control | GADPH | F: ACAGTCAAGGCAGAGAACGG | 107 |
| R: CCAGCATCACCCCACTTGAT | |||
| miRNA | oar-miR-16b | GCGCGTAGCAGCACGTAAA | |
| oar-miR-200a | CGCGCGAACACTGTCTGGT | ||
| oar-miR-432 | CGCGTCTTGGAGTAGGTCATT | ||
| Control | U6 | AGTGCAGGGTCCGAGGTATT |
The top 17 expressed circRNAs in MF vs. PF and ML vs. PL.
| ID | Host_Gene_Name | MF. TPM | PF. TPM | ML. TPM | PL. TPM |
|---|---|---|---|---|---|
| novel_circ_0005901 |
| 527 | 151 | 377 | 663 |
| novel_circ_0006554 |
| 533 | 122 | 343 | 774 |
| novel_circ_0014057 |
| 457 | 129 | 330 | 615 |
| novel_circ_0008317 |
| 444 | 150 | 220 | 504 |
| novel_circ_0012048 |
| 410 | 221 | 165 | 264 |
| novel_circ_0014135 |
| 334 | 164 | 135 | 335 |
| novel_circ_0008261 |
| 426 | 207 | 291 | 450 |
| novel_circ_0009916 |
| 273 | 94 | 212 | 335 |
| novel_circ_0010401 |
| 271 | 69 | 199 | 292 |
| novel_circ_0001969 |
| 189 | 103 | 118 | 175 |
| novel_circ_0001127 |
| 254 | 82 | 288 | 397 |
| novel_circ_0016729 |
| 198 | 89 | 159 | 249 |
| novel_circ_0003675 |
| 190 | 107 | 109 | 223 |
| novel_circ_0013646 |
| 221 | 78 | 158 | 264 |
| novel_circ_0006681 |
| 168 | 88 | 169 | 238 |
| novel_circ_0009038 |
| 133 | 29 | 70 | 156 |
| novel_circ_0004301 |
| 191 | 50 | 109 | 233 |
The numbers in each column denote the expression level of circRNA in descending order. Red and green denote the higher and lower expression levels of circRNAs, respectively. Also, the lighter the color, the lower is the circRNA TPM value. Note: Normalized expression level in TPM = (read count × 1,000,000)/libsize (libsize is the sum of circRNA read count). MF: Monotocous sheep in the follicular phase, PF: Polytocous sheep in the follicular phase, ML: Monotocous sheep in the luteal phase, PL: Polytocous sheep in the luteal phase.
Figure 1Differential expression of circRNAs. (A) The diagram showing the circRNA distribution and expression in chromosomes. The crosswise length of red lines and blue bar represents the number of circRNA transcripts in the set (The longer the transverse length, the more transcripts). The red ruler has the same length units. (B) Scatter plots of differentially expressed circRNAs. Red, blue, and gray dots in the graph represent transcripts that were significantly up-regulated, down-regulated, or unchanged respectively, which in monotocous sheep in the luteal phase versus polytocous sheep in the luteal phase (MF vs. PF), and in monotocous sheep in the follicular phase versus polytocous sheep in the luteal phase (ML vs. PL).
Figure 2GSEA enrichment plots. (A) GSEA enrichment plots of GO terms which and in monotocous sheep in the luteal phase versus polytocous sheep in the luteal phase (MF vs. PF). (B) Rank-based gene set enrichment analysis of significant genes. Different colors represent different GO enrichment terms.
Figure 3The top 20 KEGG enrichment analyses of differentially expressed circRNAs (DECs). (A,B) KEGG enrichment analysis which in monotocous sheep in the luteal phase versus polytocous sheep in the luteal phase (MF vs. PF). (C) KEGG enrichment analysis which in monotocous sheep in the follicular phase versus polytocous sheep in the luteal phase (ML vs. PL). Different colors represent different KEGG enrichment terms.
KEGG enrichment analysis of all differentially expressed transcripts in ML vs. PL.
| Pathway Name | Genes | |
|---|---|---|
| Cell adhesion molecules (CAMs) | 0.01 | |
| Glycosaminoglycan degradation | 0.02 |
|
| Dorso-ventral axis formation | 0.02 |
|
| Arrhythmogenic right ventricular cardiomyopathy (ARVC) | 0.06 |
|
| Hypertrophic cardiomyopathy (HCM) | 0.06 |
|
| Dilated cardiomyopathy | 0.07 |
|
| ECM-receptor interaction | 0.07 |
|
| Small cell lung cancer | 0.08 |
|
| Protein digestion and absorption | 0.09 |
|
| Thyroid hormone signaling pathway | 0.10 |
|
| Lysosome | 0.10 |
|
| Leukocyte transendothelial migration | 0.10 |
|
| Tight junction | 0.11 |
|
| Phagosome | 0.13 |
|
| Focal adhesion | 0.16 |
|
| Proteoglycans in cancer | 0.17 |
|
| Regulation of actin cytoskeleton | 0.17 |
|
| Pathways in cancer | 0.25 |
|
| PI3K-Akt signaling pathway | 0.26 |
|
| Metabolic pathways | 0.66 |
|
Figure 4(A) Trend profiles produced by STEM across two phases. The profiles are placed according to the number of genes assigned. Colored profiles denote that gene expression was significantly enriched in those patterns, with a Q value of ≤0.05. In every pattern, the number of genes is revealed in the upper corner of the profile. (B) GSEA enrichment plots of KEGG signaling pathways. (C) Hierarchical clustering analysis of differential expressed host gene of circRNAs in Profile 1 and 11. Red and blue indicate the high and low expressions, respectively.
Figure 5(A) Dendrogram of all 12 samples; (B) Soft threshold determination of gene co-expression network. The left panel shows the scale-free fit index (y-axis) as a function of the soft-thresholding power (x-axis). The right panel displays the mean connectivity (degree, y-axis) as a function of the soft-thresholding power (x-axis). (C) Shows a hierarchical cluster tree of coexpression modules identified by WGCNA. Every leaf on a tree is a gene. The main branches are made up of 9 modules, which are color-coded. (D) ME correlation between different modules. Black dots represent circRNAs, and the higher the value, the higher the correlation. The more and larger the asterisk, the greater the pairwise correlation between the modules. (E) Association analysis of gene co-expression network modules with tissues. Each row corresponds to a module, whose name is displayed on the left, and each column corresponds to a particular sample. The color of each cell at the row-column intersection indicates the correlation coefficient between the module and the sample. High correlations between specific modules and samples are shown in red.
KEGG enrichment analysis of the target modules.
| Module Color | KEGG Term | Gene | |
|---|---|---|---|
| Blue | Ubiquitin mediated proteolysis | 3.50 × 10−2 | |
| Ras signaling pathway | 4.40 × 10−2 | ||
| Black | Leishmaniasis | 9.40 × 10−2 | |
| Brown | Wnt signaling pathway | 5.90 × 10−2 | |
| Green | Focal adhesion | 3.20 × 10−2 | |
| Toxoplasmosis | 5.60 × 10−2 | ||
| mTOR signaling pathway | 1.30 × 10−2 | ||
| PI3K-Akt signaling pathway | 1.90 × 10−2 | ||
| Estrogen signaling pathway | 3.50 × 10−2 | ||
| TNF signaling pathway | 4.20 × 10−2 | ||
| Turquoise | Endocytosis | 1.50 × 10−2 | |
| Insulin resistance | 2.70 × 10−2 | ||
| Neurotrophin signaling pathway | 3.70 × 10−2 | ||
| Fc gamma R-mediated phagocytosis | 5.60 × 10−2 | ||
| Notch signaling pathway | 9.90 × 10−2 | ||
| T cell receptor signaling pathway | 0.012 | ||
| Yellow | Focal adhesion | 0.018 | |
| PI3K-Akt signaling pathway | 0.025 | ||
| Adherens junction | 0.044 |
Figure 6circRNA-miRNA interaction networks which in monotocous sheep in the luteal phase versus polytocous sheep in the luteal phase (MF vs. PF), and in polytocous sheep in the follicular phase versus monotocous sheep in the luteal phase (ML vs. PL). (A) MF vs. PF comparison, and (B) ML vs. PL comparison. Red, green, and arrows represent the circRNAs, miRNAs, and host genes, respectively.
Figure 7Schematic representation of circRNAs validation using divergent primer and sanger sequencing confirming head-to-tail splicing in circRNAs products. The black vertical line represents the back-spliced junction sites. Green and red horizontal lines indicate the 5′ and 3′ ends of the circRNA sequence, respectively. Note: (A–I) Divergent primers used in the amplification of circular junctions. Arrowheads in the left and right direction represent divergent primers. The downward red arrow represents the back spliced junction. The black squares represent exons. The curves in different colors represent the results of Sanger sequencing.
Figure 8Validation circRNAs. (A–I) Experimental and sequencing validation of the 9 circRNAs. (J–L) Experimental and sequencing validation of the 9 miRNAs. Note: Blue and aurantium line represent RT-PCR and RNA-seq respectively.