| Literature DB >> 27296384 |
Aifu Yang1, Zunchun Zhou2, Yongjia Pan1, Jingwei Jiang1, Ying Dong1, Xiaoyan Guan1, Hongjuan Sun1, Shan Gao1, Zhong Chen1.
Abstract
BACKGROUND: Sea cucumber Apostichopus japonicus is an important economic species in China, which is affected by various diseases; skin ulceration syndrome (SUS) is the most serious. In this study, we characterized the transcriptomes in A. japonicus challenged with Vibrio splendidus to elucidate the changes in gene expression throughout the three stages of SUS progression.Entities:
Keywords: Dynamic expression profiles; RNA sequencing; Sea cucumber (Apostichopus japonicus); Skin ulceration syndrome
Mesh:
Year: 2016 PMID: 27296384 PMCID: PMC4906609 DOI: 10.1186/s12864-016-2810-3
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Fig. 1Features associated with each stage of SUS and indicators of the sampling positions. a Healthy A. japonicus. b and c SUS and its distal normal BW at stage I of SUS progression. d and e SUS and its distal normal BW at stage II of SUS progression. f and g SUS and its distal normal BW at stage III of SUS progression
Summary of the alignment statistics for cDNA libraries in A. japonicus
| Sample ID | Libraries name | Total Reads | Total Clean Reads (Percentage) | Total Mapped Reads (Percentage) |
|---|---|---|---|---|
| 1 | H-BW (D1) | 12,378,414 | 12,098,662 (97.74 %) | 9,410,905 (77.78 %) |
| 2 | H-Int (D2) | 12,602,105 | 12,430,716 (98.64 %) | 9,576,807 (77.04 %) |
| 3 | H-RT (D3) | 12,674,851 | 12,498,671 (98.61 %) | 9,454,890 (75.65 %) |
| 4 | H-C (D4) | 13,579,708 | 12,972,695 (95.53 %) | 9,914,340 (76.42 %) |
| 5 | I-SUS-BW (D5) | 12,791,397 | 12,451,146 (97.34 %) | 9,473,854 (76.09 %) |
| 6 | I-N-BW (D6) | 11,709,219 | 11,400,096 (97.36 %) | 8,611,908 (75.54 %) |
| 7 | II-SUS-BW (D7) | 12,426,665 | 12,262,633 (98.68 %) | 9,408,950 (76.73 %) |
| 8 | II-N-BW (D8) | 11,529,198 | 11,225,980 (97.37 %) | 8,409,997 (74.92 %) |
| 9 | II-SUS-Int (D9) | 13,183,442 | 13,008,102 (98.67 %) | 10,255,121 (78.84 %) |
| 10 | II-SUS-RT (D10) | 13,080,922 | 12,887,324 (98.52 %) | 10,057,462 (78.04 %) |
| 11 | II-SUS-C (D11) | 13,220,635 | 13,044,801 (98.67 %) | 10,064,650 (77.15 %) |
| 12 | III-SUS-BW (D12) | 12,239,111 | 12,073,883 (98.65 %) | 9,327,113 (77.25 %) |
| 13 | III-N-BW (D13) | 13,050,949 | 12,819,947 (98.23 %) | 9,831,997 (76.69 %) |
| Total reads for the first RNA-seq | 164,466,616 | 161,174,656 (98.00 %) | 123,797,994 (76.81 %) | |
| 14 | H-BW (T1) | 51,200,576 | 50,022,670 (97.7 %) | 38,946,697 (77.86 %) |
| 15 | H-BW (T2) | 44,371,450 | 43,357,830 (97.72 %) | 32,165,535 (74.19 %) |
| 16 | I-SUS-BW (T3) | 51,818,216 | 50,866,582 (98.16 %) | 39,225,086 (77.11 %) |
| 17 | I-SUS-BW (T4) | 49,027,132 | 47,952,352 (97.81 %) | 37,436,180 (78.07 %) |
| 18 | II-SUS-BW (T5) | 40,931,866 | 40,071,484 (97.9 %) | 30,984,132 (77.32 %) |
| 19 | II-SUS-BW (T6) | 55,174,172 | 53,899,574 (97.69 %) | 42,222,134 (78.33 %) |
| 20 | III-SUS-BW (T7) | 43,123,468 | 42,213,860 (97.89 %) | 32,138,856 (76.13 %) |
| 21 | III-SUS-BW (T8) | 53,099,410 | 52,385,034 (98.65 %) | 40,650,674 (77.59 %) |
| Total reads for all RNA-seq | 553,212,906 | 541,944,042 (97.96 %) | 417,567,288 (77.05 %) | |
Note: H Healty sea cucumber, BW Body wall, Int Intestine, RT Respiratory tree, C Coelomocyte, SUS Skin ulceration syndrome, I SUS stage I, II SUS stage II, III SUS stage III, N Normal tissue
Summary statistics of transcriptome assembly for A. japonicus.
| Category | Count |
|---|---|
| Total Clean Reads | |
| Illumina reads (First RNA-seq) | 161,174,656 |
| Illumina reads [ | 104,067,712 |
| 454 reads | 1,076,411 |
| Sanger reads | 4,786 |
| Assembly Results | |
| No.of unigenes | 93,163 |
| Mean Length | 1,052 |
| N50 | 1,575 |
| Annotation | |
| Nr database | 30,315 |
| Nt database | 11,771 |
| Swiss-Prot | 26,412 |
| KEGG | 21,316 |
| GO | 13,976 |
| ALL | 33,860 |
The list of two-class DEGs among the first 13 libraries
| Different tissues | Different SUS stages | SUS tissues vs normal tissues | |||||
|---|---|---|---|---|---|---|---|
| Libraries name | No.of DEGs | Libraries name | No.of DEGs | Libraries name | No.of DEGs | Libraries name | No.of DEGs |
| H-Int (D2) | ↑12,639 | I-SUS-BW (D5) | ↑7,401 | II-SUS-BW(D7) | ↑340 | I-SUS-BW (D5) | ↑442 |
| H-RT(D3) | ↑ 13,923 | II-SUS-BW(D7) | ↑7,705 | III-SUS-BW(D12) | ↑299 | II-SUS-BW (D7) | ↑ 20 |
| H-C(D4) | ↑ 12,294 | III-SUS-BW(D12) | ↑7,229 | III-SUS-BW(D12) | ↑493 | III-SUS-BW(D12) | ↑307 |
| II-SUS-Int(D9) | ↑3,758 | I-N-BW(D6) | ↑7,805 | II-N-BW(D8) | ↑437 | II-SUS-Int (D9) | ↑ 581 |
| II-SUS-RT(D10) | ↑3,523 | II-N-BW(D8) | ↑7,662 | III-N-BW(D13) | ↑205 | II-SUS-RT (D10) | ↑ 871 |
| II-SUS-C(D11) | ↑1,711 | III-N-BW(D13) | ↑7,789 | III-N-BW(D13) | ↑531 | II-SUS-C (D11) | ↑ 700 |
Fig. 2Dynamic expression patterns in A. japonicus during SUS progression. The expression profiles of the DEGs [the log2Ratio ≥1 and the RPKM >2 at a minimum of one time-point] were determined over the three stages of SUS progression by clustering analysis based on the K-means method using the Euclidean distance algorithm. The three points along the x-axis represent I-SUS-BW/H-BW, II-SUS-BW/H-BW and III-SUS-BW/H-BW. Each tick on the y-axis represents a value of 1. Midline represents 0. “+1” represents up-regulated expression. “-1” represents down-regulated expression
Fig. 3Significantly enriched pathway among the DEGs revealed by the up-regulated expression models in A. japonicus during SUS progression. Blue: Pathways related to signal transduction. Magenta: Pathways related to the immune system. Red: Pathways related to cellular processes. Green: Pathways related to development. Orange: Pathways related to metabolism. Pink: Pathways related to genetic information processing
Special types of DEGs during SUS progression in A. japonicus
| Gene name | First sequencing | Re-sequencing | ||||
|---|---|---|---|---|---|---|
| SUS-I | SUS-II | SUS-III | SUS-I | SUS-II | SUS-III | |
| Attachment/Pathogen recognition | ||||||
| CLECT | −1.56 | −1.79 | −2.99 | −3.27 | −3.34 | −3.77 |
| CLECT isoform 3 | −1.69 | −2.01 | −2.21 | −3.27 | −3.23 | −3.64 |
| CLEC19A | −1.71 | −1.89 | −2.12 | −2.51 | −2.68 | −2.78 |
| GalNAc-specific lectin | −1.21 | −1.52 | −1.91 | −5.37 | −6.05 | −6.58 |
| lactose-binding lectin l-2-like | a | a | −1.29 | a | −2.96 | −3.24 |
| Fibrinogen-like protein A | −1.32 | −1.25 | −1.18 | −2.74 | −2.79 | −2.18 |
| SRCR protein | 3.47 | 3.62 | 3.91 | 5.32 | 5.27 | 5.68 |
| FNDC3A-like | 7.49 | 7.51 | 6.39 | 5.09 | 5.08 | 4.91 |
| Annexin A13 | 1.56 | 1.64 | 1.27 | 2.21 | 1.69 | 1.33 |
| Mucin-2 | 6.21 | 5.49 | 7.66 | 8.78 | 8.38 | 8.64 |
| Integrin alpha-1 | 2.14 | 1.85 | 1.8 | 3.80 | 3.20 | 3.23 |
| Integrin alpha-9-like | 4.6 | 4.02 | 5.08 | 5.45 | 4.77 | 4.65 |
| Integrin Alpha-Lv1 | 5.88 | 6.23 | 7.08 | 6.23 | 5.31 | 5.5 |
| Integrin beta-2 | 2.02 | 1.45 | 1.51 | 2.24 | 1.94 | 1.74 |
| Integrin beta-C subunit | 13.24 | 12.8 | 11.31 | 5.31 | 5.31 | 5.24 |
| Integrin beta G subunit precursor | 4.44 | 4.11 | 4.24 | 4.35 | 3.98 | 3.83 |
| Tenascin-R-like | −1.67 | −2.28 | −2.04 | −1.18 | −1.77 | −1.89 |
| Inflammation Reactions | ||||||
| Complement C3 | 2.82 | 2.93 | 3.15 | 3.68 | 3.55 | 3.39 |
| Complement component 3-2 | 6.63 | 6.42 | 6.5 | 3.49 | 3.15 | 3.29 |
| Complement Bf | 1.29 | 1.63 | 1.64 | 3.3 | 3.45 | 3.41 |
| Complement receptor type 2 isoform X1 | 2.71 | 3.43 | 2.87 | 3.42 | 4.25 | 3.51 |
| IgGFc-binding protein | 3.21 | 3.31 | 2.51 | 4.99 | 4.85 | 4.2 |
| Collagen alpha-1 (XI) chain-like | 5.12 | 5.27 | 5.11 | 5.99 | 5.91 | 5.81 |
| Collagen alpha-2 | 7.11 | 6.34 | 6.03 | 5.93 | 5.06 | 5.13 |
| Collagen alpha-5 | 4.51 | 3.62 | 3.31 | 5.02 | 4.52 | 4.06 |
| MyD88 | 1.36 | 1.38 | 1.54 | 1.60 | 1.64 | 1.75 |
| TRAF 1 | 2.29 | 2.63 | 2.69 | 4.02 | 4.1 | 4.42 |
| TRAF5-like | 5.46 | 7.65 | 5.94 | 2.44 | 2.93 | 2.57 |
| IRAK4-like | 3.65 | 3.57 | 3.91 | 3.7 | 3.09 | 2.86 |
| NF-kB transcription factor Rel | 3.25 | 3.78 | 3.48 | 3.64 | 4.11 | 3.91 |
| NF-kB p105 subunit | 3.45 | 3.54 | 3.82 | 4.17 | 4.22 | 4.4 |
| MAPKKK | 2.25 | 2.25 | 2.17 | 2.38 | 2.81 | 2.61 |
| Serine/threonine-protein kinase TBK1-like | 4.82 | 5.07 | 4.79 | 5.46 | 5.31 | 5.12 |
| Stress-activated protein kinase JNK-like | 4.24 | 4.21 | 4.33 | 3.89 | 3.63 | 4.02 |
| TGF beta-activated kinase | 2.89 | 2.98 | 2.96 | 4.35 | 4.21 | 4.53 |
| TOLLIP | 3.41 | 3.79 | 3.56 | 3.43 | 4.25 | 3.91 |
| Zonadhesin-like | 6.67 | 5.5 | 6.97 | 11.89 | 11.85 | 11.38 |
| IFI27-like protein 2 | −2.64 | −2.47 | −2.38 | −3.02 | −2.93 | −3.17 |
| Apolipoprotein B-100-like | 3.47 | 3.83 | 4.22 | 2.93 | 3.18 | 3.56 |
| Macrophage mannose receptor 1-like | 3.01 | 3.25 | 3.18 | 4.3 | 4.63 | 4.72 |
| Matrix metalloproteinase-9 | 5.72 | 4.84 | 5.42 | 8.41 | 7.71 | 8.15 |
| Matrix metalloproteinase-24 | 3.91 | 3.71 | 4.01 | 2.41 | 1.41 | 1.57 |
| Matrix metalloproteinase 24 preproprotein-like | 4.52 | 3.43 | 3.59 | 3.91 | 3.71 | 4.01 |
| Prostaglandin E synthase 2-like | 1.26 | 1.42 | 1.23 | 1.51 | 1.77 | 1.85 |
| Suppressor of cytokine signaling 2-like | 5.33 | 4.89 | 5.18 | 4.95 | 4.45 | 4.81 |
| Tumor protein p53-inducible protein 11-like | 2.34 | 2.59 | 2.26 | 4.23 | 4.79 | 4.42 |
| NFIL3 | 2.07 | 2.96 | 2.38 | 3.21 | 2.38 | 1.41 |
| TMPRSS 5-like | 10.34 | 10.37 | 10.79 | 10.39 | 10.41 | 10.83 |
| LENG8 homolog | 4.28 | 4.44 | 3.99 | 5.37 | 5.48 | 5.04 |
| IGDCC4-like | 3.76 | 3.08 | 3.15 | 1.87 | 1.95 | 1.88 |
| LIG-3 isoform 2 | 2.22 | 2.51 | 2.41 | 3.45 | 3.94 | 3.63 |
| Variable lymphocyte receptor | 2.02 | 2.27 | 2.28 | 9.74 | 11.04 | 11.26 |
| Thrombospondin-2 | 4.31 | 4.22 | 3.88 | 3.13 | 3.01 | 2.72 |
| Thrombospondin-3 | 5.28 | 5.08 | 5.31 | 4.77 | 4.49 | 4.86 |
| Major yolk protein | −2.63 | −2.51 | −2.13 | −3.07 | −3.03 | −3.45 |
| Oxidative Stress Response | ||||||
| HSP 70 | 3.84 | 5.24 | 5.09 | 3.76 | 5.17 | 5.06 |
| HSP 26 | 3.59 | 5.84 | 5.58 | 2.63 | 4.55 | 4.54 |
| HSP 110 | 2.08 | 1.63 | 1.73 | 3.33 | 2.96 | 3.26 |
| HSP 90 | 7.13 | 7.42 | 7.83 | 2.31 | 1.59 | 1.75 |
| Dual oxidase 1 | 4.36 | 4.27 | 4.41 | 4.82 | 4.54 | 4.65 |
| GPX1-like | 2.09 | 1.92 | 1.62 | 2.72 | 2.50 | 2.65 |
| Thioredoxin | 2.33 | 2.19 | 2.32 | 2.91 | 2.7 | 3.38 |
| Apoptosis/Autophagy/Lysosome/Phagosome | ||||||
| Apoptosis regulator BAX-like | 2.02 | 2.27 | 2.45 | 7.72 | 7.52 | 8.36 |
| Apoptosis-inducing factor 2-like | 2.08 | 2.14 | 1.99 | 2.21 | 2.48 | 2.01 |
| Calpain-5 | 2.65 | 2.64 | 2.08 | 4.77 | 4.79 | 4.20 |
| Calpain-7 | 1.96 | 1.94 | 1.99 | 3.06 | 3.12 | 3.08 |
| Caspase-6-like | 3.82 | 4.12 | 4.36 | 2.12 | 3.31 | 2.44 |
| Cyclophilin B | 1.97 | 1.96 | 1.91 | 1.90 | 2.03 | 2.30 |
| Cytochrome c-like | −1.14 | −1.32 | −1.22 | −1.65 | −1.84 | −1.75 |
| Cytochrome c oxidase subunit 7C | −2.06 | −1.95 | −1.95 | −2.57 | −2.65 | −2.76 |
| BFAR -like | 2.57 | 3.19 | 2.73 | 8.03 | 8.15 | 7.95 |
| Bcl-2 protein | 5.29 | 4.83 | 4.67 | 4.08 | 3.65 | 3.43 |
| Bcl-2-like protein 1-like | 2.25 | 2.58 | 2.32 | 4.04 | 4.34 | 4.14 |
| BIRC2 | 3.28 | 2.9 | 3.01 | 3.8 | 3.52 | 3.42 |
| BIRC 6-like | 3.18 | 3.17 | 2.96 | 5.06 | 5.11 | 4.89 |
| PDCD6IP -like | 2.17 | 2.17 | 2.22 | 3.61 | 3.77 | 3.69 |
| PDCD10 -like | 3.79 | 3.47 | 3.54 | 4.41 | 4.29 | 4.32 |
| DRAM 2-like | 2.38 | 2.54 | 2.95 | 3.93 | 4.24 | 4.19 |
| PDRG 1 | −2.83 | −2.83 | −1.83 | −3.81 | −3.51 | −3.13 |
| Exportin-1-like | 1.59 | 1.52 | 1.59 | 11.77 | 10.38 | 11.82 |
| Exportin-T | 1.37 | 1.49 | 1.61 | 1.64 | 1.42 | 1.59 |
| Cathepsin D | 7.13 | 7.47 | 7.44 | 6.13 | 7.16 | 8.09 |
| Cathepsin L | 1.72 | 1.83 | 1.79 | 3.18 | 3.84 | 4.71 |
| Cathepsin B-like protease | 3.08 | 3.19 | 3.25 | 3.23 | 3.37 | 3.57 |
| Lysozyme-like | −1.51 | a | −1.69 | −3.38 | a | −3.67 |
| Autophagy-related protein 2 homolog B | 6.46 | 6.31 | 5.79 | 3.82 | 4.29 | 3.75 |
| Lysosome membrane protein 2-like | 4.27 | 4.72 | 3.11 | 4.39 | 4.03 | 3.55 |
| Lysosomal alpha-mannosidase-like | 2.34 | 2.56 | 2.51 | 9.49 | 10.11 | 10.05 |
| Lysosomal-trafficking regulator-like | 1.92 | 1.51 | 1.43 | 4.85 | 4.68 | 4.7 |
| ADP-ribosylation factor-like 1 | 1.72 | 1.42 | 1.58 | 6.12 | 6.09 | 6.43 |
| ADP-ribosylation factor-like 3 | 2.32 | 1.51 | 2.68 | 4.25 | 4.61 | 4.52 |
| Beta-galactosidase-like | 1.66 | 1.42 | 1.78 | 4.11 | 4.01 | 3.61 |
ameans no significantly different in gene expression. The numbers in the Table represent Log2 fold change of I-SUS-BW/H-BW, II-SUS-BW/H-BW and III-SUS-BW/H-BW
Fig. 4Validation of RNA-seq results using qRT-PCR. Twenty DEGs were selected and their relative fold changes were expressed as the ratio of gene expression in BW of A. japonicus at SUS stages I, II and III compared to H samples as normalized with the Cytb gene. The data obtained from the first RNA-seq and qRT-PCR were compared correspondingly and drawn as a Pearson correlation scatter plot
Primers used for qRT-PCR validation
| Gene | Primer Sequence (5′-3′) |
|---|---|
| Cytochrome b | Cytb-F: TGAGCCGCAACAGTAATC |
| Cytb-R: AAGGGAAAAGGAAGTGAAAG | |
| Complement component 3 | AjC3-F: GCGTTGTTTCGTTCAACAAGGGGA |
| AjC3-R: GCCATTCACTGGAGGTGTGCCA | |
| Complement factor B | Bf-F: ATTATCTCGCAACAGCGATCC |
| Bf-R: GGGCAACCACACCGGCTTCTCCA | |
| IRAK4-like | IRAK4-F: TACACGTCAGATCGGGATGA |
| IRAK4-R: TAAACGACGAGCGTACCACA | |
| NF-kB transcription factor Rel | Rel-F: TGCGAAGCCACATCCATT |
| Rel-R: AGGGCATCCTTTAAGTCAGC | |
| MAPKKK | MAPKKK -F: GAATCAGAGGAGATAGATGTGGAGA |
| MAPKKK -R: AGGAGGAGGAGGAAGACGAC | |
| Serine/threonine-protein kinase TBK1-like | TBK1-F: AGATGATGTTGTCCATTCTCG |
| TBK1-R: ACAGGAGGAAGTGATGTGCT | |
| TGF beta-activated kinase | TAK -F: TCTCTGTAGCCTCCTTTGACG |
| TAK -R: CTCGGTCTTCCAACCAACAC | |
| BIRC2 | BIRC2-F: TCAGGCACGAGTGACAAAGT |
| BIRC2-R: GCATGAGCCATTCACATCTCA | |
| NF-kB p105 subunit | p105-F: GCAACACACCCCTCCATCTT |
| p105-R: TCTTCTTCGCTAACGTCACACC | |
| MyD88 | MyD88-F: CCGATGTAGGAGGATGGTAGTAG |
| MyD88-R: CACAGTAAGGTGCTGAAGAATGC | |
| HSP 70 | HSP 70-F: AAGAGCACAGGCAAAGAG |
| HSP 70-R: TGATGATGGGTTGGCACA | |
| HSP 90 | HSP 90-F: TATGAAAGCCTGACAGACGCAAGC |
| HSP 90-R: TAACGCAGAGTAAAAGCCAACACC | |
| Matrix metalloproteinase-24 | MMP-F: CGATTCAGTCTTCCCTGGTG |
| MMP-R: ACCGTCATCAACTTTCCTGGT | |
| Apoptosis regulator BAX-like | BAX-F: GCCGTGGGACTGACTTTACA |
| BAX-R: TCCATCTCGTAGTTCTCTCAACG | |
| Thioredoxin | TRx-F: GCTGGTGACAAACTGGTGAT |
| TRx -R: TGAGAAAGACAACGTCGGTA | |
| CLECT | CLECT-F: GACGGCTTGTCCAGAGTT |
| CLECT-R: AGGTCCATTGTTGGGTTC | |
| CLEC19A | CLEC19A-F: ATGCAGCGAGAAGATGGAGT |
| CLEC19A-R: TGGCAGGATATGCCCTAGAT | |
| GalNAc-specific lectin | GalNAc -F: CCATCCTTCAGGGCAGATAA |
| GalNAc -R: TTCATCGACCAAAATGCAGA | |
| Major yolk protein | MYP-F: AGGAGGGAGACATTGCTT |
| MYP-R: ATGATGCTTTCTGGGTTG | |
| PDRG 1 | PDRG1-F: AATTGGAGGAACTCGCTGAA |
| PDRG1-R: TTGCTTATCGCCTTCTTGTG |