| Literature DB >> 23266877 |
Michael Hackenberg1, Po-Jung Huang, Chun-Yuan Huang, Bu-Jun Shi, Perry Gustafson, Peter Langridge.
Abstract
Phosphorus (P) is essential for plant growth. MicroRNAs (miRNAs) play a key role in phosphate homeostasis. However, little is known about P effect on miRNA expression in barley (Hordeum vulgare L.). In this study, we used Illumina's next-generation sequencing technology to sequence small RNAs (sRNAs) in barley grown under P-deficient and P-sufficient conditions. We identified 221 conserved miRNAs and 12 novel miRNAs, of which 55 were only present in P-deficient treatment while 32 only existed in P-sufficient treatment. Total 47 miRNAs were significantly differentially expressed between the two P treatments (|log2| > 1). We also identified many other classes of sRNAs, including sense and antisense sRNAs, repeat-associated sRNAs, transfer RNA (tRNA)-derived sRNAs and chloroplast-derived sRNAs, and some of which were also significantly differentially expressed between the two P treatments. Of all the sRNAs identified, antisense sRNAs were the most abundant sRNA class in both P treatments. Surprisingly, about one-fourth of sRNAs were derived from the chloroplast genome, and a chloroplast-encoded tRNA-derived sRNA was the most abundant sRNA of all the sRNAs sequenced. Our data provide valuable clues for understanding the properties of sRNAs and new insights into the potential roles of miRNAs and other classes of sRNAs in the control of phosphate homeostasis.Entities:
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Year: 2012 PMID: 23266877 PMCID: PMC3628442 DOI: 10.1093/dnares/dss037
Source DB: PubMed Journal: DNA Res ISSN: 1340-2838 Impact factor: 4.458
Figure 1.Phenotypes of barley (H. vulgare L. cv Pallas) grown for 16 days in soil amended with either 22.5 mg (deficient P) or 75 mg (sufficient P) KH2PO4 kg−1 dry soil.
Figure 2.Size distribution of sRNA sequencing reads from P-deficient and P-sufficient barley shoots. (A) Size distribution of total reads. (B) Size distribution of unique reads. This figure appears in colour in the online version of DNA Research.
Statistics of the sequencing reads in P-deficient and P-sufficient shoots of Pallas barley
| Non-chloroplast reads | Chloroplast reads (0 mismatch) | |||||
|---|---|---|---|---|---|---|
| ≥1 | +P/−P | +P/−P | ||||
| Unique reads | 811 530 | 1 394 560 | 0.58 | 54 608 | 62 942 | 0.87 |
| Total read count | 3 153 867 | 4 137 948 | 0.76 | 1 153 778 | 1 738 653 | 0.66 |
| Treatment-specific reads | 650 912 | 1 233 942 | 0.53 | 31 604 | 39 938 | 0.79 |
| Common reads | 160 618 | 23 004 | ||||
| Down-regulated | Up-regulated | Down-regulated | Up-regulated | |||
| 25 981 | 27 132 | 6327 | 2050 | |||
| Percentage of dysregulated reads | Percentage of dysregulated reads | |||||
| 33.07 | 36.42 | |||||
| ≥4 | +P/−P | +P/−P | ||||
| Unique reads | 36 309 | 68 306 | 0.53 | 7575 | 9857 | 0.77 |
| Total read count | 2 282 413 | 2 533 554 | 0.90 | 1 091 929 | 1 665 248 | 0.66 |
| Treatment-specific reads | 2314 | 5193 | 0.45 | 497 | 477 | 1.04 |
| Common reads | 42 104 | 7446 | ||||
| Down-regulated | Up-regulated | Down-regulated | Up-regulated | |||
| 9243 | 12 259 | 2698 | 1194 | |||
| Percentage of dysregulated reads | Percentage of dysregulated reads | |||||
| 51.07 | 52.27 | |||||
| ≥10 | +P/−P | +P/−P | ||||
| Unique reads | 13 577 | 19 148 | 0.71 | 2503 | 3219 | 0.78 |
| Total read count | 2 157 072 | 2 270 506 | 0.95 | 1 063 737 | 1 628 357 | 0.65 |
| Treatment-specific reads | 96 | 330 | 0.29 | 11 | 62 | 0.18 |
| Common reads | 17 140 | 2938 | ||||
| Down-regulated | Up-regulated | Down-regulated | Up-regulated | |||
| 4293 | 3753 | 1032 | 487 | |||
| Percentage of dysregulated reads | Percentage of dysregulated reads | |||||
| 46.94 | 51.70 | |||||
≥1, ≥4 or ≥10 is the read count threshold. For the detection of down-regulated [log2(−P/+P) ≤−1] and up-regulated reads [log2(−P/+P) ≥1], only common reads (present in both P conditions) are used.
Barley miRNAs identified in P-deficient and P-sufficient shoots of Pallas barley
| Name | Read count +P | Read count −P | −P norm | Log2 |
|---|---|---|---|---|
| hvu-miR168-5p | 511 386 | 533 602 | 406 701.5194 | −0.330442284 |
| hvu-miR156 | 307 838 | 223 346 | 170 230.167 | −0.854684607 |
| hvu-miR166/b/c | 34 661 | 31 173 | 23 759.48078 | −0.544809969 |
| hvu-miR5048 | 2900 | 3146 | 2397.822685 | −0.274327923 |
| hvu-miR159a/b | 2248 | 3011 | 2294.928196 | 0.029806979 |
| hvu-miR168-3p | 295 | 327 | 249.2333178 | −0.243218012 |
| hvu-miR1120 | 172 | 198 | 150.9119172 | −0.188701828 |
| hvu-miR5049 | 155 | 134 | 102.1323076 | −0.601828908 |
| hvu-miR171 | 152 | 182 | 138.7170148 | −0.131926566 |
| hvu-miR444b | 73 | 51 | 38.8712514 | −0.90919291 |
| hvu-miR5052 | 51 | 47 | 35.8225258 | −0.509630184 |
| hvu-miR397 | 48 | 46 | 35.0603444 | −0.453194238 |
| hvu-miR1126 | 24 | 64 | 48.7796096 | 1.023243806 |
| hvu-miR5050 | 14 | 13 | 9.908358201 | −0.498708897 |
| hvu-miR1436 | 10 | 12 | 9.146176801 | −0.128759287 |
| hvu-miR399 | 6 | 377 | 287.3423878 | 5.581664519 |
| hvu-miR5053 | 3 | 2 | 1.5243628 | −0.976756194 |
| hvu-miR5051 | 2 | 8 | 6.0974512 | 1.608206307 |
| hvu-miR444a | 1 | 0 | 0 | #NUM! |
‘#NUM’ means that the log2 cannot be calculated with a read count of 0 in either sample. ‘−P norm’ is a linear normalization to get the total read counts equal in both samples. The same meaning below.
Differentially expressed miRNAs between P-deficient and P-sufficient shoots of Pallas barley
| Name | Read count +P | Read count −P | −P norm | Log2 |
|---|---|---|---|---|
| zma-miR156k/sbi-miR156e | 1334 | 508 | 387.18815 | −1.78465 |
| osa-miR827a/b/zma-miR827/bdi-miR827/ssp-miR827 | 1152 | 9344 | 7121.823 | 2.628106 |
| ptc-miR156k/vvi-miR156a | 710 | 455 | 346.79254 | −1.03375 |
| bdi-miR408 | 247 | 85 | 64.785419 | −1.93077 |
| rgl-miR5139 | 155 | 100 | 76.21814 | −1.02406 |
| vvi-miR156e | 100 | 64 | 48.77961 | −1.03565 |
| ath-miR165a/b | 85 | 22 | 16.767991 | −2.34175 |
| mtr-miR156j | 83 | 48 | 36.584707 | −1.18187 |
| vvi-miR167c | 64 | 34 | 25.914168 | −1.30433 |
| bdi-miR166e | 58 | 34 | 25.914168 | −1.16231 |
| zma-miR396a*/b* | 51 | 21 | 16.005809 | −1.6719 |
| ath-miR399b/c/d/sbi-miR399d/i/zma-miR399e/i/j/mtr-miR399l/p/vvi-miR399b/c/pvu-miR399a/rco-miR399a/aly-miR399b/c/csi-miR399d/tcc-miR399i/vun-miR399a | 46 | 147 | 112.04067 | 1.284317 |
| osa-miR5072 | 43 | 21 | 16.005809 | −1.42574 |
| csi-miR172b | 28 | 17 | 12.957084 | −1.11169 |
| ghr-miR156c | 21 | 13 | 9.9083582 | −1.08367 |
| zma-miR169i*/k*/j* | 20 | 13 | 9.9083582 | −1.01328 |
| zma-miR156l* | 19 | 8 | 6.0974512 | −1.63972 |
| bta-miR-2487 | 16 | 4 | 3.0487256 | −2.39179 |
| ptc-miR164f/mtr-miR164d/vvi-miR164b/rco-miR164d/tcc-miR164c | 15 | 9 | 6.8596326 | −1.12876 |
| osa-miR399a/b/c/sbi-miR399a/c/h/j/zma-miR399a/c/ h/ptc-miR399f/g/vvi-miR399a/h/csi-miR399e/c/tcc-miR399g/bdi-miR399b/vun-miR399b | 11 | 148 | 112.80285 | 3.358228 |
| osa-miR166e | 11 | 4 | 3.0487256 | −1.85123 |
| zma-miR166b*/d* | 10 | 5 | 3.810907 | −1.39179 |
| dme-miR-1-3p/dps-miR-1/ame-miR-1/aga-miR-1/bmo-miR-1a/tca-miR-1-3p/dan-miR-1/der-miR-1/dgr-miR-1/dmo-miR-1/dpe-miR-1/dse-miR-1/dsi-miR-1/dvi-miR-1/dwi-miR-1/dya-miR-1/dpu-miR-1/isc-miR-1/aae-miR-1/cqu-miR-1/api-miR-1/nvi-miR-1/ngi-miR-1 | 7 | 266 | 202.74025 | 4.856134 |
| ame-miR-3772 | 4 | 28 | 21.341079 | 2.415561 |
| tae-miR1126 | 2 | 12 | 9.1461768 | 2.193169 |
| zma-miR399h* | 0 | 145 | 110.5163 | #NUM |
Threshold ≥10 is applied. ‘−’ indicates that miRNAs are down-regulated, whereas the others are up-regulated.
Figure 3.Northern blot hybridization of miRNA expression in P-deficient and P-sufficient shoots of Pallas barley. Total RNA extracted from leaf and root tissues from P-deficient (−P) and P-sufficient (+P) barley was hybridized with probes reversely complementary to indicated known and novel miRNAs. Hybridization with U6 probe was used as a loading control. This figure appears in colour in the online version of DNA Research.
Predicted novel miRNAs in P-deficient and P-sufficient shoots of Pallas barley by miRDeep
| miRNA | Count –P | Count +P | Precursor miRNA | Target Accession | Action | Function |
|---|---|---|---|---|---|---|
| hvu-miRX21 | 3512 | 3279 | TC207745 | Cleavage | E3 ubiquitin-protein ligase | |
| hvu-miRX22 | 3494 | 2015 | TC236060 | Cleavage | unknown | |
| hvu-miRX23 | 85 | 69 | TC224987 |
Translation inhibition Cleavage (two sites) | Homeodomain protein | |
| hvu-miRX24 | 212 | 172 | TC195197 | Cleavage | Chloroplast Mg-chelatase subunit XANTHA-G precursor | |
| hvu-miRX25 | 28 | 12 | TC236049 | Cleavage | Transcription regulator protein | |
| hvu-miRX26 | 497 | 543 | DN159928 |
Translation inhibition Cleavage | Adhesion protein PapA | |
| hvu-miRX27 | 230 | 131 | BQ756036 | Cleavage | Terpene cyclase | |
| hvu-miRX27 | 257 | 182 | TC196145 | Cleavage (two sites) | CTR1-like kinase kinase kinase-like | |
| hvu-miRX28 | 151 | 133 | TC229652 | Cleavage | Unknown | |
| hvu-miRX29 | 1463 | 765 | TC195723 | Cleavage | Pathogenesis-related protein 4 precursor | |
| hvu-miRX30 | 585 | 392 | TC214946 | Cleavage | Phospholipid hydroperoxide glutathione peroxidase-like protein | |
| hvu-miRX31 | 360 | 269 | TC196806 | Cleavage (four sites) | AMP-binding enzyme family protein expressed | |
| hvu-miRX32 | 193 | 92 | EX593121 |
Translation inhibition Cleavage | Unknown |
‘Count–P’ and ‘count +P’ indicate read counts from P-deficient and P-sufficient barley shoots, respectively. Targets were predicted using psRNAtarget (http://plantgrn.noble.org/psRNATarget/). Cleavage sites were determined using degradome library.
Figure 4.RT-PCR expression analysis of predicted novel miRNAs. (A) Sequences were used to amplify predicted novel miRNA precursor sequences with primers (underlined). Mature miRNA sequences are highlighted in red. P1 and P3 are forward primers while P2 and P4 are reverse primers indicated in Italics. (B) Amplification of the cDNAs synthesized from total RNA extracted from P-deficient (−P) and P-sufficient (+P) shoots was performed with primers as shown in (A). The samples, primers and sizes of RT-PCR products are all indicated. This figure appears in colour in the online version of DNA Research.
Summary of mapped TE-derived sRNAs in P-deficient and P-sufficient shoots of Pallas barley
| Name | Read count +P | Read count −P | −P norm | Log2 |
|---|---|---|---|---|
| Retrotransposon | 4543 | 8934 | 6809.329 | 0.583867 |
| DNA transposon | 2482 | 6683 | 5093.658 | 1.037199 |
| Unknown | 577 | 1234 | 940.5318 | 0.704905 |
| LTR | 4366 | 8473 | 6457.963 | 0.564767 |
| TIR | 2469 | 6660 | 5076.128 | 1.039802 |
| Unknown | 582 | 1238 | 943.5806 | 0.697127 |
| LINE | 167 | 436 | 332.3111 | 0.992686 |
| SINE | 10 | 25 | 19.05454 | 0.930134 |
| Helitron | 8 | 19 | 14.48145 | 0.856134 |
| Copia | 2421 | 4580 | 3490.791 | 0.527951 |
| Gypsy | 1843 | 3599 | 2743.091 | 0.573746 |
| CACTA | 1387 | 3316 | 2527.394 | 0.865683 |
| Unknown | 861 | 1993 | 1519.028 | 0.819063 |
| Mariner | 559 | 1432 | 1091.444 | 0.965318 |
| Harbinger | 414 | 1616 | 1231.685 | 1.572931 |
| Mutator | 103 | 282 | 214.9352 | 1.061257 |
| Helitron | 8 | 19 | 14.48145 | 0.856134 |
| HAT | 6 | 14 | 10.67054 | 0.830599 |
Figure 5.Northern blot hybridization of tsRNAs derived from tRNA-His(GTG) and read distribution on four tRNA genes in P-deficient (−P) and P-sufficient (+P) shoots of barley. (A) Total RNA extracted from leaf and root tissues from P-deficient and P-sufficient barley was hybridized with probes reversely complementary to the most abundant tsRNA derived from tRNA-His(GTG). Hybridization with U6 probe is used as a loading control. (B) All the reads obtained were aligned with each of the four most abundant tRNA genes. The names of tRNA genes, positions of reads on the tRNA genes and read fraction are indicated. This figure appears in colour in the online version of DNA Research.
Shared gene-derived sRNAs between chloroplast and nucleus
| Mapped barley genes from nuclear | Mapped barley genes from chloroplast | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Name | Read count +P | Read count −P | −P norm | Log2 | Name | Read count +P | Read count −P | −P norm | Log2 |
| TC250483 | 235 | 226 | 172.253 | −0.44813 | TC250483 | 20 | 35 | 23.22616 | 0.215751 |
| BY848620 | 31 | 35 | 26.67635 | −0.21671 | BY848620 | 111 | 73 | 48.44313 | −1.1962 |
| BM097437 | 20 | 21 | 16.00581 | −0.3214 | BM097437 | 112 | 84 | 55.74278 | −1.00664 |
| BY841253 | 17 | 10 | 7.621814 | −1.15733 | BY841253 | 526 | 312 | 207.0446 | −1.34512 |
| BY843503 | 14 | 34 | 25.91417 | 0.888314 | BY843503 | 1329 | 2281 | 1513.682 | 0.187721 |
| TC272545 | 10 | 11 | 8.383995 | −0.25429 | TC272545 | 25 | 265 | 175.8552 | 2.814388 |
| TC279709 | 7 | 10 | 7.621814 | 0.122779 | TC279709 | 18 | 21 | 13.9357 | −0.36921 |