| Literature DB >> 27042094 |
Joseph M Dhahbi1, Hani Atamna2, Rui Li3, Amy Yamakawa3, Noel Guerrero3, Hanh T Lam3, Patricia Mote3, Stephen R Spindler3.
Abstract
In mammals, extracellular miRNAs circulate in biofluids as stable entities that are secreted by normal and diseased tissues, and can enter cells and regulate gene expression. Drosophila melanogaster is a proven system for the study of human diseases. They have an open circulatory system in which hemolymph (HL) circulates in direct contact with all internal organs, in a manner analogous to vertebrate blood plasma. Here, we show using deep sequencing that Drosophila HL contains RNase-resistant circulating miRNAs (HL-miRNAs). Limited subsets of body tissue miRNAs (BT-miRNAs) accumulated in HL, suggesting that they may be specifically released from cells or particularly stable in HL. Alternatively, they might arise from specific cells, such as hemocytes, that are in intimate contact with HL. Young and old flies accumulated unique populations of HL-miRNAs, suggesting that their accumulation is responsive to the physiological status of the fly. These HL-miRNAs in flies may function similar to the miRNAs circulating in mammalian biofluids. The discovery of these HL-miRNAs will provide a new venue for health and disease-related research in Drosophila.Entities:
Keywords: Drosophila; aging; circulating microRNA; hemolymph; microRNA sequencing
Year: 2016 PMID: 27042094 PMCID: PMC4811268 DOI: 10.4137/GEI.S38147
Source DB: PubMed Journal: Genomics Insights ISSN: 1178-6310
Figure 1Presence of stable miRNAs in Drosophila melanogaster hemolymph. (A, B) Clear HL droplets extruded from fly head and thorax. (C–F) Real-time qPCR amplification of selected HL miRNAs and mRNAs. Total RNA including small RNA was extracted from HL samples and analyzed with qPCR to measure the levels of miRNAs and mRNAs. The y-axis represents the relative fluorescence units (RFU) in a semi-log scale. The x-axis represents the cycle at which fluorescence was detected above an automatically determined threshold. (C) Amplification plots for miR-14, miR-8, and miR-184 measured in a representative HL sample. (D) Amplification plots for miR-14, let-7, bantam, and spiked-in synthetic C. elegans cel-miR-39 RNA in representative HL sample. (E) The amplification plots for tubulin, actin, and gapdh mRNAs determined by qPCR using total RNA from HL and S2 cells. Sample from S2 cells are used as a positive control for detecting Drosophila mRNAs by qPCR. The amplification curves of all three mRNAs are superimposed on one another, reflecting the presence of similar amounts of these mRNA in S2 cells. Amplification curves from HL samples show that fluorescent products appear after about 30 cycles, reflecting the significantly lower abundance of these mRNAs in HL relative to S2 cells. (F) The cycle threshold (Ct) fold-change of selected miRNA amplified in the absence or presence of RNase A and DNase I. Total RNA was extracted from HL samples spiked with 10 fmoles of cel-miR-39 RNA. The x-axis represents the ratio of raw Ct values from control samples divided by raw Ct values from samples incubated with RNase A and DNase I. The significantly higher magnitude of the Ct fold change of the spiked-in synthetic miRNA relative to those of the miRNA indicates that the HL-miRNA are present in nuclease-resistant, stable form.
Figure 2Small RNA library analysis. (A–C) HL small RNA library purification and validation. (A) Representative samples of amplified cDNA prepared from HL-RNA were chromatographed on a 5% PAGE gel. The first lane in each panel is a marker composed of three dsDNA fragments of 145, 160, and 500 bp. The region between 145 and 160 bps, corresponding to adapter-ligated constructs derived from miRNA, was excised from the gel (B), and purified. The libraries prepared using these purified constructs were validated by analysis with Agilent Bioanalyzer High Sensitivity DNA Chip. (C) A representative electropherogram of a purified library. The peak at ~150 bp indicates the presence of cDNA from HL-miRNA. The peaks other than the ones labeled as miRNAs are the lower and upper markers used by the Bioanalyzer system to determine the size and quantity of the library peak. (D, E) Length distribution and annotation of small RNA sequencing reads from HL and BT. (D) Sequencing reads from all HL or BT miRNA samples were pooled for the purpose of length distribution and annotation analyses. Length distributions by abundance of sequencing reads from BT (clear bars) or HL (filled bars) are shown. Only reads 18–28 nucleotides in size which map uniquely to the UCSC Genome Browser dm6 (NCBI genome/47) Drosophila melanogaster genome are shown. (E) Distribution of RNA biotypes represented as the percentages of reads mapping to the indicated small RNAs. Clear and filled bars represent BT and HL samples, respectively. “Other” represents other Drosophila sncRNAs.
Age-dependent accumulation of specific miRNAs in hemolymph.1
| miRNA | PRECURSOR COORDINATES | miRDeep2 SCORE | CPM | FC | FDR |
|---|---|---|---|---|---|
| dme-miR-14-5p | chr2R:9553764.9553823:+ | 87446.4 | 48201.0 | 2.4 | 0.002 |
| dme-miR-2b-1-5p | chr2L:8258623.8258684:− | 4.4 | 4587.2 | 2.0 | 0.009 |
| dme-miR-2b-2-5p | chr2L:19570189.19570256:− | 5.2 | 4587.2 | 2.0 | 0.009 |
| dme-miR-87-5p | chr2L:9950432.9950504:− | 146.7 | 51.4 | 18.1 | 0.000 |
| dme-miR-982-5p | chrX:4365821.4365883:− | 58.5 | 45.7 | 2.9 | 0.021 |
| dme-miR-9a-5p | chr3L:19565139.19565200:+ | 15636.8 | 6955.3 | 2.8 | 0.002 |
| dme-miR-100-5p | chr2L:18471444.18471505:+ | 1757.8 | 1101.6 | 5.1 | 0.000 |
| dme-miR-1001-5p | chr3R:27642481.27642540:− | 35.4 | 76.7 | 14.6 | 0.000 |
| dme-miR-275-5p | chr2L:7425813.7425875:+ | 16065.1 | 10150.6 | 10.5 | 0.000 |
| dme-miR-317-5p | chr3R:10091138.10091204:+ | 115565.2 | 67884.1 | 1.7 | 0.014 |
| dme-miR-965-5p | chr2L:243054.243118:− | 154.9 | 88.0 | 4.6 | 0.000 |
| dme-miR-966-5p | chr2L:6045640.6045698:− | 26.3 | 33.7 | 10.2 | 0.000 |
| dme-miR-988-5p | chr2R:12158887.12158945:− | 305.8 | 118.3 | 1.8 | 0.012 |
| dme-miR-991-5p | chr2R:20585213.20585275:− | 2.6 | 24.2 | 5.0 | 0.005 |
| chr2R_7074 | chr2R:16887926.16888004:+ | 1.4 | 313.8 | 73.9 | 0.000 |
| chr2R_11226 | chr2R:18180150.18180205:− | 1.4 | 33.2 | 2.3 | 0.037 |
| chr3L_16369 | chr3L:23306664.23306736:− | 1.6 | 36.8 | 5.7 | 0.000 |
| chr3R_18307 | chr3R:1539154.1539245:+ | 2.8 | 18.2 | 5.0 | 0.021 |
| chr3R_20403 | chr3R:22397541.22397596:+ | 1.1 | 1056.8 | 4.7 | 0.000 |
Notes:
miRNAs were considered enriched if FC ≥ 1.5 and FDR < 0.05 between HL and BT.
Names of known miRNAs are from miRBase v.21 (http://www.mirbase.org/). Novel miRNAs are labeled with a unique identification containing the chromosome and an arbitrary number assigned to the hairpin predicted by miRDeep2.
Location of the miRNA precursor in the UCSC Genome Browser dm6 (NCBI genome/47) Drosophila melanogaster genome.
The miRDeep2 score represents the log-odds probability of a sequence being genuine miRNA precursor versus the probability that it is a background hairpin.
Average miRNA read counts-per-million computed over all libraries and taking into account the estimated dispersions and the libraries sizes. It represents a measure of the overall expression level of the miRNA.
Fold change and FDR values for differential expression were computed by EdgeR from pairwise comparisons between HL and BT in the young or old group to identify the miRNAs that are enriched in the hemolymph at young or old age.
Age-independent accumulation of specific miRNAs in hemolymph.1
| miRNA | PRECURSOR COORDINATES | miRDeep2 SCORE | CPM | YOUNG | OLD | ||
|---|---|---|---|---|---|---|---|
| FC | FDR | FC | FDR | ||||
| dme-let-7-5p | chr2L:18472043.18472103:+ | 8440.8 | 5667.9 | 2.3 | 0.003 | 4.8 | 0.000 |
| dme-miR-11-5p | chr3R:21622502.21622563:− | 31989.8 | 18231.9 | 2.1 | 0.003 | 1.9 | 0.000 |
| dme-miR-125-5p | chr2L:18472342.18472402:+ | 3020.1 | 1751.3 | 2.4 | 0.011 | 3.4 | 0.000 |
| dme-miR-190-5p | chr3L:8571821.8571884:+ | 1852.9 | 1197.1 | 2.4 | 0.001 | 3.1 | 0.000 |
| dme-miR-252-5p | chr3R:13464230.13464296:− | 2716.2 | 1777.4 | 1.9 | 0.011 | 2.4 | 0.000 |
| dme-miR-276a-5p | chr3L:10365243.10365302:+ | 115850.2 | 64277.3 | 2.7 | 0.000 | 1.7 | 0.004 |
| dme-miR-277-5p | chr3R:10100038.10100101:+ | 24458.6 | 8898.9 | 2.3 | 0.003 | 1.6 | 0.011 |
| dme-miR-278-5p | chr2R:15657082.15657142:+ | 5465.5 | 1467.1 | 2.7 | 0.000 | 2.1 | 0.000 |
| dme-miR-279-5p | chr3R:29215605.29215670:+ | 4.8 | 3259.6 | 5.3 | 0.000 | 2.6 | 0.000 |
| dme-miR-282-5p | chr3L:3251037.3251102:+ | 10668.9 | 5833.4 | 2.7 | 0.009 | 11.6 | 0.000 |
| dme-miR-33-5p | chr3L:19797985.19798046:+ | 27140.1 | 18409.2 | 1.8 | 0.030 | 2.2 | 0.000 |
| dme-miR-34-5p | chr3R:10100951.10101025:+ | 20436.6 | 5104.1 | 2.3 | 0.007 | 3.4 | 0.000 |
| dme-miR-8-5p | chr2R:16831446.16831506:+ | 309506.2 | 187622.4 | 2.3 | 0.001 | 2.4 | 0.000 |
| dme-miR-929-5p | chr3R:4295384.4295439:+ | 439.6 | 298.7 | 6.9 | 0.000 | 4.2 | 0.000 |
| dme-miR-970-5p | chrX:12636351.12636416:+ | 1864.8 | 971.3 | 1.7 | 0.027 | 1.8 | 0.000 |
| dme-miR-980-5p | chrX:280188.280254:− | 729 | 412.3 | 17.5 | 0.000 | 21.3 | 0.000 |
| dme-miR-986-5p | chr2R:8444999.8445067:+ | 2392.6 | 1628.6 | 2.2 | 0.001 | 1.8 | 0.000 |
| dme-miR-996-5p | chr3R:29217201.29217265:+ | 4302.4 | 2324.8 | 3.7 | 0.000 | 1.8 | 0.000 |
| chr3L_16646 | chr3L:24539748.24539815:− | 1.1 | 17.3 | 8.9 | 0.023 | 14.6 | 0.000 |
| chr3R_20493 | chr3R:24268348.24268396:+ | 3.4 | 216.0 | 77.8 | 0.000 | 4.0 | 0.002 |
| chrX_28055 | chrX:7302769.7302827:+ | 1.5 | 943.8 | 349.1 | 0.000 | 113.6 | 0.000 |
| chrX_28088 | chrX:8026969.8027019:+ | 1.3 | 4856.6 | 19.5 | 0.000 | 56.6 | 0.000 |
| chrX_32979 | chrX:22373683.22373732:− | 1.3 | 2790.3 | 5.0 | 0.001 | 10.4 | 0.000 |
| chrX_33619 | chrX:23526522.23526569:− | 1557.8 | 2790.3 | 5.0 | 0.001 | 10.4 | 0.000 |
Notes:
miRNAs were considered enriched if FC ≥ 1.5 and FDR < 0.05 between HL and BT.
Names of known miRNAs are from miRBase v.21 (http://www.mirbase.org/). Novel miRNAs are labeled with a unique identification containing the chromosome and an arbitrary number assigned to the hairpin predicted by miRDeep2.
Location of the miRNA precursor in the UCSC Genome Browser dm6 (NCBI genome/47) Drosophila melanogaster genome.
The miRDeep2 score represents the log-odds probability of a sequence being genuine miRNA precursor versus the probability that it is a background hairpin.
Average miRNA read counts-per-million computed over all libraries and taking into account the estimated dispersions and the libraries sizes. It represents a measure of the overall expression level of the miRNA.
Fold change and FDR values for differential expression were computed by EdgeR from pairwise comparisons between HL and BT to identify the miRNAs that are enriched in the hemolymph at young and old ages.
Figure 3A novel Drosophila melanogaster miRNA predicted by miRDeep2. (A) Graphics of the secondary structure and read distributions for a novel miRNA with the provisional name chr2R_7074 (see Table 1). Both mature and star strands were detected. The information in the text box at the top right represents the miRDeep2 scores and the read counts for each component of the novel miRNA. (B) A UCSC genome browser screenshot showing alignment of reads from HL (blue) and BT (red) to dm6 (NCBI genome/47) Drosophila genome. The precursor of the novel miRNA (green) maps to an intron of the CG8910 gene as annotated in the “RefSeq Genes (by FlyBase)” track. The coverage depth (number of reads, y-axis) shows the “stacks” of sequence reads map to the mature miRNA with no reads mapping to the star region of the precursor. The conservation track at the bottom (deep blue) shows that the novel miRNA maps to a conserved genomic region. A miRBase v.21 custom track was uploaded to the UCSC genome browser to show the absence of known miRNAs in the genomic regions of the predicted novel miRNA.
Figure 4Outline of the experimental design and workflow for the integrated analysis of the miRNA-Seq and mRNA-Seq data. Genes that are potentially regulated by the HL-miRNAs were determined by integrating miRNA-Seq and mRNA-Seq data using the following three steps: Step 1 (depicted in green): After identifying the HL-miRNAs enriched relative to BT in either young or old, or both young and old (Tables 1 and 2), we retrieved their computationally predicted target genes from the m3RNA database (http://m3rna.cnb.csic.es). Step 2 (depicted in blue): mRNA-Seq was utilized to identify three groups of genes that were differentially expressed with age, either upregulated, downregulated, or unchanged in BT. Step 3 (depicted in red): The three groups of genes predicted in step1 as targets of HL-miRNAs were intersected with the three groups of genes identified in step 2. In the figure, (A) depicts the derivation of genes that are predicted to be targets of HL-miRNAs enriched in young which are also upregulated with age in BT. These genes (Supplementary Table 1) are likely upregulated in BT of old flies because their expression is no longer repressed by HL-miRNAs that are enriched only in young flies. (B) Depicts the derivation of genes which are the predicted to be targets of HL-miRNAs enriched in old which are also downregulated with age in BT. These genes (Supplementary Table 2) are likely downregulated in BT of old flies because their expression is repressed by HL-miRNAs which are enriched only in old flies. (C) Depicts the derivation of genes which are predicted to be targets of HL-miRNAs enriched in both young and old which also do not change expression with age in BT. These genes (Supplementary Table 3) do not change expression with age because the concentration of their regulatory miRNAs in HL does not change with age.