| Literature DB >> 31699111 |
Jiang Du1, Gentu Wu1, Zhongpiao Zhou1, Jiayuan Zhang1, Mingjun Li1, Miao Sun1, Kairong Jiang1, Ling Qing2.
Abstract
BACKGROUND: MicroRNAs (miRNAs) are a class of 21-24 nucleotide endogenous non-coding small RNAs that play important roles in plant development and defense responses to biotic and abiotic stresses. Tobacco curly shoot virus (TbCSV) is a monopartite begomovirus, cause leaf curling and plant stunting symptoms in many Solanaceae plants. The betasatellite of TbCSV (TbCSB) induces more severe symptoms and enhances virus accumulation when co-infect the plants with TbCSV.Entities:
Keywords: Betasatellite; MicroRNA; Nicotiana benthamiana; Small RNA-sequencing; Tobacco curly shoot virus
Mesh:
Substances:
Year: 2019 PMID: 31699111 PMCID: PMC6836351 DOI: 10.1186/s12985-019-1234-5
Source DB: PubMed Journal: Virol J ISSN: 1743-422X Impact factor: 4.099
Summary of read data produced by small RNA sequencing
| sRNA | TbCSV/TbCSB | Mock |
|---|---|---|
| Total reads | 16,753,586 | 17,822,708 |
| Low quality reads | 14,843 | 16,495 |
| 3′ adapter null or insert null reads | 252,259 | 312,162 |
| 5′ adapter contaminants reads | 3772 | 9622 |
| N% > 10% | 1274 | 1347 |
| With ployA/T/G/C reads | 58,177 | 63,927 |
| < 18 nt, > 30 nt | 2,527,024 | 2,191,678 |
| Clean reads | 13,896,237 | 15,227,477 |
| sRNAs mapping to genome | 10,080,639 | 12,671,385 |
| Unique reads mapping to genome | 3,745,058 | 4,241,949 |
Fig. 1Percentages of the common and specific sequences of the clean reads (a) and unique sRNAs (b) from the TbCSV/TbCSB-infected and non-infected (Mock) control libraries
Distribution of small RNA sequences among the two constructed libraries
| Mock | TbCSV/TbCSB | |||
|---|---|---|---|---|
| Total sRNA reads (percent %) | Unique sRNA reads (percent %) | Total sRNA reads (percent %) | Unique sRNA reads (percent %) | |
| Total | 12,671,385 (100%) | 4,241,949 (100%) | 10,080,639 (100%) | 3,745,058 (100%) |
| Exon sense | 470,589 (3.71%) | 170,880 (4.03%) | 369,364 (3.66%) | 119,349 (3.19%) |
| Exon antisense | 567,077 (4.48%) | 44,166 (1.04%) | 387,710 (3.85%) | 44,418 (1.19%) |
| Intron sense | 1,057,103 (8.34%) | 363,908 (8.58%) | 975,273 (9.67%) | 349,541 (9.33%) |
| Intron antisense | 675,481 (5.33%) | 198,623 (4.68%) | 505,824 (5.02%) | 179,369 (4.79%) |
| miRNA | 408,746 (3.22%) | 1501 (0.04%) | 404,032 (4.01%) | 1488 (0.04%) |
| rRNA | 638,241 (5.04%) | 31,900 (0.75%) | 443,250 (4.4%) | 27,223 (0.73%) |
| tRNA | 1 (0%) | 1 (0%) | 1 (0%) | 1 (0%) |
| snRNA | 3576 (0.03%) | 841 (0.02%) | 3584 (0.04%) | 1054 (0.03%) |
| snoRNA | 26,219 (0.21%) | 1688 (0.04%) | 17,338 (0.17%) | 1678 (0.04%) |
| Repeat | 3,991,675 (31.5%) | 801,555 (18.9%) | 2,985,768 (29.62%) | 741,474 (19.8%) |
| NAT | 297,399 (2.35%) | 9280 (0.22%) | 186,878 (1.85%) | 7343 (0.2%) |
| TAS | 15,340 (0.12%) | 688 (0.02%) | 15,305 (0.15%) | 704 (0.02%) |
| Unannotated | 4,519,938 (35.67%) | 2,616,918 (61.69%) | 3,786,312 (37.56%) | 2,271,416 (60.65%) |
Fig. 2Numbers of total miRNA reads (a) and unique reads (b) with specific numbers of nucleotides from the TbCSV/TbCSB-infected and non-infected (Mock) N. benthamiana libraries
Fig. 3Numbers of miRNA members identified in each conserved miRNA family in the small RNA libraries
Fig. 4Numbers of identified miRNAs in each conserved miRNA family from the TbCSV/TbCSB-infected and non-infected (Mock) libraries
miRNAs expressed differentially between the TbCSV/TbCSB and Mock
| miRNA | TbCSV/TbCSB | Mock | Fold-change | Mode | Sig-lable | |||
|---|---|---|---|---|---|---|---|---|
| name | Counts | Normalized | Counts | Normalized | log2(TbCSV/TbCSB/ Mock) | |||
| novel-10 | 887 | 2212.16 | 633 | 1561.89 | 0.61 | 2.29E-26 | up | ** |
| novel-103 | 75 | 187.05 | 55 | 135.71 | 0.57 | 0.0042 | up | ** |
| novel-104 | 27 | 67.34 | 44 | 108.57 | −0.59 | 0.0018 | down | ** |
| novel-105 | 17 | 42.40 | 64 | 157.92 | −1.79 | 3.96E-17 | down | ** |
| novel-112 | 2161 | 5389.50 | 1656 | 4086.07 | 0.50 | 3.20E-41 | up | ** |
| novel-113 | 9 | 22.45 | 24 | 59.22 | −1.30 | 3.42E-05 | down | ** |
| novel-115 | 51 | 127.19 | 118 | 291.16 | −1.09 | 4.40E-16 | down | ** |
| novel-121 | 56 | 139.66 | 21 | 51.82 | 1.53 | 9.87E-11 | up | ** |
| novel-127 | 118 | 294.29 | 249 | 614.39 | −0.96 | 6.72E-27 | down | ** |
| novel-128 | 8 | 19.95 | 15 | 37.01 | − 0.79 | 0.0227 | down | * |
| novel-129 | 214 | 533.71 | 124 | 305.96 | 0.91 | 2.51E-15 | up | ** |
| novel-131 | 32 | 79.81 | 0 | 0.00 | 7.37 | 1.64E-19 | up | ** |
| novel-133 | 43 | 107.24 | 90 | 222.07 | −0.95 | 1.59E-10 | down | ** |
| novel-137 | 23 | 57.36 | 46 | 113.50 | −0.88 | 1.45E-05 | down | ** |
| novel-138 | 39 | 97.27 | 27 | 66.62 | 0.65 | 0.0163 | up | * |
| novel-140 | 8 | 19.95 | 2 | 4.93 | 2.12 | 0.0019 | up | ** |
| novel-142 | 4 | 9.98 | 9 | 22.21 | −1.05 | 0.0290 | down | * |
| novel-15 | 723 | 1803.15 | 553 | 1364.49 | 0.51 | 5.49E-15 | up | ** |
| novel-16 | 348 | 867.91 | 745 | 1838.24 | −0.98 | 1.73E-79 | down | ** |
| novel-18 | 320 | 798.07 | 218 | 537.90 | 0.67 | 8.97E-13 | up | ** |
| novel-21 | 365 | 910.30 | 265 | 653.87 | 0.58 | 7.87E-11 | up | ** |
| novel-31 | 244 | 608.53 | 176 | 434.27 | 0.59 | 6.23E-08 | up | ** |
| novel-32 | 113 | 281.82 | 239 | 589.72 | −0.96 | 5.22E-26 | down | ** |
| novel-42 | 135 | 336.69 | 103 | 254.15 | 0.51 | 0.00067 | up | ** |
| novel-5 | 3355 | 8367.31 | 6145 | 15,162.39 | −0.75 | 0 | down | ** |
| novel-50 | 104 | 259.37 | 67 | 165.32 | 0.75 | 4.54E-06 | up | ** |
| novel-52 | 64 | 159.61 | 115 | 283.76 | −0.73 | 2.89E-09 | down | ** |
| novel-6 | 3704 | 9237.71 | 1040 | 2566.13 | 1.95 | 0 | up | ** |
| novel-60 | 19 | 47.39 | 34 | 83.89 | −0.72 | 0.0013 | down | ** |
| novel-61 | 56 | 139.66 | 40 | 98.70 | 0.60 | 0.0078 | up | ** |
| novel-66 | 55 | 137.17 | 87 | 214.67 | −0.54 | 3.32E-05 | down | ** |
| novel-69 | 6 | 14.96 | 39 | 96.23 | −2.58 | 5.08E-16 | down | ** |
| novel-70 | 11 | 27.43 | 45 | 111.03 | −1.91 | 2.03E-13 | down | ** |
| novel-71 | 45 | 112.23 | 16 | 39.48 | 1.61 | 1.64E-09 | up | ** |
| novel-75 | 21 | 52.37 | 38 | 93.76 | −0.74 | 0.0006 | down | ** |
| novel-78 | 11 | 27.43 | 23 | 56.75 | −0.95 | 0.0012 | down | ** |
| novel-82 | 14 | 34.92 | 8 | 19.74 | 0.93 | 0.0387 | up | * |
| novel-9 | 687 | 1713.37 | 1732 | 4273.60 | −1.22 | 1.30E-248 | down | ** |
| novel-91 | 29 | 72.33 | 14 | 34.54 | 1.17 | 0.0002 | up | ** |
| novel-92 | 45 | 112.23 | 82 | 202.33 | −0.75 | 3.09E-07 | down | ** |
| novel-94 | 7 | 17.46 | 29 | 71.56 | −1.93 | 2.99E-09 | down | ** |
| novel-96 | 1 | 2.49 | 4 | 9.87 | −1.88 | 0.0302 | down | * |
| miR156a | 224 | 558.65 | 101 | 249.21 | 1.27 | 2.70E-28 | up | ** |
| miR156d-5p | 401 | 1000.09 | 210 | 518.16 | 1.05 | 9.17E-36 | up | ** |
| miR160a | 747 | 1863.01 | 554 | 1366.96 | 0.55 | 2.04E-18 | up | ** |
| miR164a-5p | 655 | 1633.56 | 1469 | 3624.66 | −1.05 | 1.32E-170 | down | ** |
| miR168b-3p | 670 | 1670.97 | 477 | 1176.97 | 0.61 | 1.55E-20 | up | ** |
| miR169a | 2 | 4.99 | 0 | 0.00 | 3.37 | 0.0423 | up | * |
| miR169c | 13 | 32.42 | 6 | 14.80 | 1.23 | 0.0094 | up | ** |
| miR171b | 443 | 1104.83 | 1070 | 2640.16 | −1.15 | 2.75E-143 | down | ** |
| miR1919c-5p | 89 | 221.96 | 45 | 111.03 | 1.10 | 8.28E-10 | up | ** |
| miR390a-3p | 2 | 4.99 | 0 | 0.00 | 3.37 | 0.0423 | up | * |
| miR395a | 49 | 122.21 | 32 | 78.96 | 0.73 | 0.0022 | up | ** |
| miR4376 | 1091 | 2720.94 | 451 | 1112.81 | 1.39 | 1.24E-153 | up | ** |
| miR482a | 25,539 | 63,693.84 | 11,753 | 28,999.78 | 1.24 | 0 | up | ** |
* represnt Fold-change (log2 TbCSV/TbCSB/Mock) > 1.0 or Fold-change (log2 TbCSV/TbCSB/Mock) < −1.0, and 0.01 < =P -values < 0.05; ** represnt Fold-change (log2 TbCSV/TbCSB/Mock) > 1.0 or Fold-change (log2 TbCSV/TbCSB/Mock) < − 1.0, and P -values < 0.01
Fig. 5Gene ontology (GO) analysis using the predicted target genes regulated by the differentially expressed miRNAs
Expression of differentially expressed miRNAs and targeted mRNA genes analyzed
| ID miRNA | log2(TbCSV/TbCSB / Mock) | qRT-PCR | ID target gene | qRT-PCR | Functional annotation |
|---|---|---|---|---|---|
| miR156a | 1.27(up) | 4.47(up) | Niben101Scf19266g01002 | 0.82(down) | Squamosa promoter-binding protein |
| miR156d-5p | 1.05(up) | 7.97(up) | Niben101Scf10743g02013 | 0.51(down) | Squamosa promoter-binding-like protein |
| miR164a-5p | −1.05(down) | −0.36(down) | Niben101Scf02318g03012 | 1.76(up) | NAC domain-containing protein |
| Niben101Scf04745g02009 | 4.45(up) | NAC domain-containing protein | |||
| miR169c | 1.23(up) | 2.95(up) | Niben101Scf15723g00003 | 0.67(down) | YA2 |
| Niben101Scf10191g01007 | 0.36(down) | Nuclear transcription factor Y subunit A | |||
| miR171b | −1.15 (down) | −0.79(down) | Niben101Scf03072g03007 | 2.35(up) | GRAS family transcription factor |
| Niben101Scf03693g08008 | 1.72(up) | GRAS family transcription factor | |||
| miR1919c-5p | 1.10(up) | 1.34(up) | Niben101Scf02655g01001 | 0.76(down) | conserved hypothetical protein |
| miR4376 | 1.39(up) | 2.41(up) | Niben101Scf04808g00007 | 0.30(down) | calcium-transporting ATPase |
| miR482a | 1.24 (up) | 5.34(up) | Niben101Scf01683g07007 | 0.71(down) | Cyclin-dependent kinase |
| Niben101Scf01052g06002 | 0.56(down) | Disease resistance protein (NB-ARC) | |||
| Niben101Scf01941g01005 | 0.62(down) | Disease resistance protein (NB-ARC) | |||
| miR159 | 0.36(up) | 2.42(up) | Niben101Scf11569g00002 | 0.84(down) | MYB-like transcription factor |
| novel 121 | 1.53(up) | 2.55(up) | Niben101Scf00504g02001 | 0.68(down) | Heavy metal transport |
| Niben101Scf02139g05001 | 0.51(down) | Heavy metal transport | |||
| novel 70 | −1.91(down) | −0.12(down) | Niben101Scf02825g00022 | 1.96(up) | fiber protein Fb11 |
| Niben101Scf00578g04002 | 2.11(up) | Transcription factor | |||
| novel 71 | 1.61 (up) | 6.50(up) | Niben101Scf12157g00001 | 0.51(down) | N-acetyltransferase 10 homolog |
| Niben101Scf03820g00007 | 0.16(down) | N-acetyltransferase 10 homolog | |||
| novel 94 | −1.93(down) | −0.25(down) | Niben101Scf19336g00004 | 3.90(up) | 1-aminocyclopropane-1-carboxylate oxidase |
| Niben101Scf04528g12009 | 3.62(up) | GRAS family transcription factor |
Fig. 6qRT-PCR and high-throughput sequencing analyses of the relative expressions of nine known and four new miRNAs. Total RNA was isolated from the TbCSV/TbCSB-infected or non-infected (Mock) N. benthamiana leaves. The x-axis shows the names of the miRNAs analyzed in this study. The y-axis shows the Log2ratio between the expression values from a TbCSV/TbCSB-infected sample versus its Mock sample. Three biological replicates were analyzed for each miRNA through qRT-PCR. Expression level of N. benthamiana UBC gene was used as the reference gene during qRT-PCR assays
Fig. 7Relative expressions of miRNA-targeted genes. Relative expression of each gene was determined through qRT-PCR. a Relative expressions of the known miRNA-targeted genes. b Relative expressions of the novel miRNA-targeted genes. The x-axis shows the names of the miRNA-targeted genes analyzed in this study. The y-axis shows the Log2ratio between the expression values from a TbCSV/TbCSB-infected sample versus its Mock sample. Three biological replicates were analyzed for each miRNA-targeted gene through qRT-PCR. Expression level of N. benthamiana UBC gene was used as the reference gene during qRT-PCR assays. Asterisks indicate statistically significant differences compared with Mock, “*” indicate significant difference (0.01 ≤ p < 0.05), “**” indicate extremely significant difference (P < 0.01)