| Literature DB >> 30470199 |
Emanuel Procházka1, Veronika Michalková1, Ivana Daubnerová1, Ladislav Roller1, Peter Klepsatel1, Dušan Žitňan1, George Tsiamis2, Peter Takáč3,4.
Abstract
BACKGROUND: Tsetse flies are vectors of African trypanosomes, and their vectorial capacity results in a major public health emergency and vast economic losses in sub-Saharan Africa. Given the limited ability of trypanosome prevention and eradication, tsetse vectors remain major targets of control efforts. Larvae of all three instars are developed in mothers' uteri, nourished through milk, and 'larviposited' shortly before pupation. The past few years have witnessed the emergence of approaches based on knockdown of genes involved in milk production, resulting in a significant reduction of fecundity.Entities:
Keywords: Fold change; Ovaries; Transcriptome; Tsetse; Uteri
Mesh:
Year: 2018 PMID: 30470199 PMCID: PMC6251150 DOI: 10.1186/s12866-018-1294-5
Source DB: PubMed Journal: BMC Microbiol ISSN: 1471-2180 Impact factor: 3.605
Sequencing and quality score statistics
| sample | past filter reads | past filter bases | mean read length | mean | mean | mean |
|---|---|---|---|---|---|---|
| ovaries - virgin | 26,010,484 | 1,937,796,430 | 75 | 97,49 | 96,18 | 35 |
| ovaries - pregnant | 25,785,178 | 1,920,965,446 | 75 | 97,43 | 96,09 | 35 |
| uteri - virgin | 20,844,784 | 1,552,325,258 | 74 | 97,37 | 96,02 | 35 |
| uteri - pregnant | 26,375,428 | 1,961,563,862 | 74 | 97,33 | 95,95 | 35 |
Top 10 ovarian fold changes
| gene ID | (predicted) gene product | FC ( | FC ( |
|---|---|---|---|
| GMOY006879 | insulin-like peptide 8 (Ilp8) | 577.55 | 626.41 |
| GMOY008375 | hydroxysteroid dehydrogenase-like protein 1 (HSDL1) | 199.29 | 216.15 |
| GMOY012369 | milk gland protein 10 (Mgp10) | 165.57 | 179.57 |
| GMOY012016 | milk gland protein 8 (Mgp8) | 142.06 | 154.08 |
| GMOY010882 | chemosensory protein 3 (CSP3) | 88.91 | 96.44 |
| GMOY002936 | cuticular protein 67B | 57.23 | 62.07 |
| GMOY004923 | cuticular protein 16.5, isoform A-like | 51.10 | 55.42 |
| GMOY000264 | Krüppel protein (Kr) | 41.90 | 45.45 |
| GMOY003840 | Obstructor-E (Obst-E) | 41.90 | 45.45 |
| GMOY001345 |
| 28.96 | 31.41 |
Only genes with P < 0.05 were considered. Calculated FCs were arranged in descending order and ten highest are listed. The top position is represented by gene exhibiting highest fold change in expression between ovaries of pregnant and virgin females. The full list can be found in Additional file 2: Table S2
Top 10 uterine fold changes
| gene ID | (predicted) gene product | FC ( | FC ( |
|---|---|---|---|
| GMOY012377 | milk gland protein 4 (Mgp4) | 2798.11 | 4266.24 |
| GMOY012369 | milk gland protein 10 (Mgp10) | 1328.14 | 2025.00 |
| GMOY012371 | milk gland protein 9 (Mgp9) | 983.96 | 1500.23 |
| GMOY002808 |
| 724.46 | 1104.58 |
| GMOY007129 | fatty acid 2-hydroxylase | 575.24 | 877.06 |
| GMOY009745 | milk gland protein 1 (Mgp1) | 415.09 | 632.89 |
| GMOY011400 | cyp313b1 | 344.76 | 525.65 |
| GMOY000398 | phantom protein (Phm) | 320.28 | 488.33 |
| GMOY006331 |
| 255.42 | 389.44 |
| GMOY009721 | Stall protein (Stl) | 254.16 | 387.51 |
Only genes with P < 0.05 were considered. Calculated FCs were arranged in descending order and ten highest are listed. The top position is represented by gene exhibiting highest fold change in expression between uteri of pregnant and virgin females. The full list can be found in Additional file 3: Table S3
Mapping statistics
| sample | past filter reads | reads uniquely mapped to genome | reads uniquely mapped to annotated genes |
|---|---|---|---|
| ovaries - virgin | 26,010,484 | 23,943,403 (92.1%) | 19,398,018 (74.6%) |
| ovaries - pregnant | 25,785,178 | 24,002,608 (93.1%) | 19,768,150 (76.7%) |
| uteri - virgin | 20,844,784 | 18,542,508 (89.0%) | 14,049,211 (67.4%) |
| uteri - pregnant | 26,375,428 | 22,298,336 (84.5%) | 16,257,774 (61.6%) |
% = per total number of past filter reads generated for the given sample
Read counts and calculated ratio for selected reference genes
| sample |
|
| count ratio ( |
|---|---|---|---|
| ovaries - virgin | 59,949 | 12,866 | 4.66 |
| ovaries - pregnant | 58,658 | 11,607 | 5.05 |
| uteri - virgin | 78,190 | 3835 |
|
| uteri - pregnant | 98,139 | 3157 |
|
Highly divergent uterine ratios are highlighted in bold
Distribution of fold changes – number of genes per fold change interval
| FC → | > 100 | 100..10 | 10..2 | < 2 | N/A |
|---|---|---|---|---|---|
| ovaries ( | 4 (0.10%) | 10 (0.25%) | 586 (14.4%) | 3461 (85.1%) | 6 (0.15%) |
| uteri ( | 12 (0.29%) | 71 (1.73%) | 358 (8.74%) | 3631 (88.7%) | 23 (0.56%) |
| ovaries ( | 4 (0.10%) | 11 (0.27%) | 799 (19.6%) | 3247 (79.8%) | 6 (0.15%) |
| uteri ( | 17 (0.42%) | 107 (2.61%) | 795 (19.41%) | 3153 (77.0%) | 23 (0.56%) |
Only genes with P < 0.05 were considered. % = per total number of genes with P < 0.05 (ovaries – 4067; uteri – 4095); N/A = not calculated due to initial zero count
Fig. 1Examples of scatter plots – ovarian (a) and uterine (b) fold changes. Genes with P < 0.05 are plotted (ovaries – 4061; uteri – 4072). Only TBB1-normalized FCs are depicted
Fig. 2Difference between ovarian and uterine fold changes determined for the same gene – TBB1 normalization. Fold change (FC) difference is calculated between ovarian FC and uterine FC, and is expressed as an absolute value. If ovarian FC is higher than uterine FC, the gene is plotted in (a); otherwise in (b). Genes with both ovarian and uterine P-values < 0.05, and with FC > 5 (either ovarian or uterine) are depicted. N = number of genes; total number of analysed genes = 65
Fig. 3Difference between ovarian and uterine fold changes determined for the same gene – GAPDH normalization. Fold change (FC) difference is calculated between ovarian FC and uterine FC, and is expressed as an absolute value. If ovarian FC is higher than uterine FC, the gene is plotted in (a); otherwise in (b). Genes with both ovarian and uterine P-values < 0.05, and with FC > 5 (either ovarian or uterine) are depicted. N = number of genes; total number of analysed genes = 101
Neuropeptide receptor genes with fold change > 1
| gene ID | predicted gene product | OVARIES | UTERI | ||
|---|---|---|---|---|---|
| FC ( | FC ( | FC ( | FC ( | ||
| GMOY006527 | corazonin receptor | – | – | 21.19 | 32.31 |
| GMOY006636 | short neuropeptide F receptor | – | – | 6.19 | 9.43 |
| GMOY008798 | SIFamide receptor | 2.94 | 3.19 | – | – |
| GMOY009062 | CCAP receptor | 5.67 | 6.15 | 0.70 | 1.07 |
| GMOY009670 | myosuppressin receptor | – | – | 29.48 | 44.95 |
Genes are arranged by gene ID; “–” means that FC is not applied due to P > 0.05