| Literature DB >> 18939985 |
Maarten J Voordouw1, Jacob C Koella, Hilary Hurd.
Abstract
BACKGROUND: Intra-specific variation in sperm length influences male reproductive success in several species of insects. In males of the malaria vector Anopheles gambiae, sperm length is highly variable but the significance of this variation is unknown. Understanding what determines the reproductive success of male mosquitoes is critical for controlling malaria, and in particular for replacing natural populations with transgenic, malaria-resistant mosquitoes.Entities:
Mesh:
Year: 2008 PMID: 18939985 PMCID: PMC2605757 DOI: 10.1186/1475-2875-7-214
Source DB: PubMed Journal: Malar J ISSN: 1475-2875 Impact factor: 2.979
Figure 1Intra-specific variation in sperm length in . Experiment 1: there is significant intra-specific variation in sperm length among males in both A. gambiae and A. stephensi. The mean sperm length in testis A is strongly correlated with that in testis B in males of A. gambiae (n = 25 males) and A. stephensi (n = 17 males).
Variance components of sperm and wing length in A. gambiae and A. stephensi males.
| Experiment 1: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | P |
| male | 24 | 3636431 | 151518 | 1012 | 10.7 | 4.98 | < 0.001 |
| testis | 25 | 760304 | 30412 | 365 | 3.8 | 2.97 | < 0.001 |
| field | 229 | 2345723 | 10243 | 206 | 2.2 | 1.30 | 0.002 |
| sperm | 2666 | 21031527 | 7889 | 7906 | 83.3 | ||
| total | 2944 | 27773985 | 9489 | 100.0 | |||
| Experiment 1: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | P |
| male | 16 | 1530523 | 95658 | 703 | 10.9 | 4.12 | 0.003 |
| testis | 17 | 394867 | 23227 | 275 | 4.3 | 3.05 | < 0.001 |
| field | 178 | 1355025 | 7612 | 251 | 3.9 | 1.46 | < 0.001 |
| sperm | 1854 | 9682493 | 5222 | 5221 | 80.9 | ||
| total | 2065 | 12962908 | 6451 | 100.0 | |||
| Experiment 2: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | P |
| family | 31 | 0.58963 | 0.01902 | 3160.6 | 32.7 | 3.97 | < 0.001 |
| plate | 32 | 0.153325 | 0.004791 | 0.0 | 0.0 | 0.65 | 0.911 |
| male | 64 | 0.45960 | 0.00741 | 6508.5 | 67.3 | ||
| total | 127 | 1.202555 | 9669.1 | 100.0 | |||
| Experiment 2: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | p |
| family | 31 | 1655126 | 53391 | 62 | 0.8 | 1.30 | 0.231 |
| plate | 32 | 1312648 | 41020 | 50 | 0.6 | 1.14 | 0.325 |
| male | 64 | 2308407 | 36069 | 577 | 7.4 | 4.99 | < 0.001 |
| field | 512 | 3700502 | 7228 | 10 | 0.1 | 1.01 | 0.407 |
| sperm | 5760 | 41045231 | 7126 | 7126 | 91.1 | ||
| total | 6399 | 50021914 | 7824 | 100.0 | |||
| Experiment 3: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | p |
| family | 15 | 0.071471 | 0.004765 | 140.8 | 3.1 | 1.06 | 0.416 |
| male | 44 | 0.197288 | 0.004484 | 4420.9 | 96.9 | ||
| total | 59 | 0.268759 | 4561.8 | 100.0 | |||
| Experiment 3: | |||||||
| Comp | df | SS | MS | V (μm2) | V (%) | F | p |
| family | 15 | 338142 | 22543 | 0 | 0.0 | 0.84 | 0.634 |
| male | 45 | 1212059 | 26935 | 354 | 5.0 | 3.31 | < 0.001 |
| field | 244 | 1985344 | 8137 | 150 | 2.1 | 1.23 | 0.012 |
| sperm | 2745 | 18216008 | 6636 | 6636 | 92.9 | ||
| total | 3049 | 21751553 | 7140 | 100.0 | |||
Experiments 1, 2, and 3: the variance in sperm length (μm) and male wing length (mm) was partitioned into various components (family, tissue culture plate, male, testis, field of view and sperm). For each component the degrees of freedom (df), sum of squares (SS), mean square (MS), the variance (V) with units of μm2 or as a percent (%), the F-statistic (F), and the statistical significance (p) are shown.
Figure 2The retrospective power analysis of the heritability of mean sperm length in . Experiment 2: for each of five heritabilities of mean sperm length in A. gambiae (0.18, 0.27, 0.36, 0.45, 0.54) and the nine family sample sizes (32, 48, 64, 80, 96, 112, 128, 144, 160), the power to detect a statistically significant among family variance component in mean sperm length is shown.
Figure 3The correlation between sperm and wing length in . Experiments 2 and 3: sperm length increases with male wing length in A. gambiae. Shown are the means for the 32 families in experiment 2 (open circles) and the 16 families in experiment 3 (filled circles). The lines of best fit for experiments 2 and 3 are shown with the stippled and solid lines, respectively.
The correlation matrix of five traits in A. gambiae males.
| Three male fitness traits and two male morphological traits | |||||
| Trait | p.insem | p.motile | p.ovip | wing | sperm |
| p.insem | *** | -0.05 | |||
| p.motile | *** | 0.09 | -0.34 | ||
| p.ovip | *** | 0.00 | -0.43 | ||
| wing | 0.843 | 0.739 | 0.991 | *** | 0.49 |
| sperm | 0.191 | 0.101 | 0.050 | *** | |
Experiment 3: the correlation matrix for the three sire fitness traits: the proportion of inseminated females (p.insem), the proportion of females with at least one motile sperm in their spermathecae (p.motile), and the proportion of ovipositing females (p.ovip), and the two sire morphological traits: mean wing length (wing) and mean sperm length (sperm) is shown for the 16 sire families. The Pearson's correlation coefficient and its p-value are shown above and below the diagonal, respectively. Statistically significant correlations and p-values are shown in bold.
Figure 4The correlation between sperm length and reproductive success in . Experiment 3: The proportion of inseminated females (insemination success; a), the proportion of females with at least one motile sperm in their spermathecae (sperm motility; b) and the proportion of ovipositing females (oviposition success; c) decrease with the sire family's mean sperm length in A. gambiae. The sizes of the circles represent the number of females in the denominator of the proportion. The lines of best fit are shown for the 16 sire families.
Reproductive success as a function of sperm and wing length in A. gambiae males (GLM models)
| model id | model | res df | res dev | AIC |
| 1 | p.insem ~ sperm * wing | 12 | 16.59 | 44.38 |
| 2 | p.insem ~ sperm + wing | 13 | 16.60 | 42.40 |
| 3 | p.insem ~ wing | 14 | 23.84 | 47.63 |
| 5 | p.insem ~ 1 | 15 | 23.88 | 45.68 |
| effect | comparison | Δdf | Δdev | p |
| sperm*wing | 1 vs. 2 | 1 | 0.02 | 0.903 |
| wing | 2 vs. 4 | 1 | 1.37 | 0.242 |
| model id | model | res df | res dev | AIC |
| 6 | p.motile ~ sperm * wing | 12 | 15.38 | 45.83 |
| 7 | p.motile ~ sperm + wing | 13 | 15.96 | 44.41 |
| 8 | p.motile ~ wing | 14 | 21.02 | 47.47 |
| 10 | p.motile ~ 1 | 15 | 21.16 | 45.61 |
| effect | comparison | Δdf | Δdev | p |
| sperm*wing | 6 vs. 7 | 1 | 0.58 | 0.447 |
| wing | 7 vs. 9 | 1 | 1.38 | 0.240 |
| model id | model | res df | res dev | AIC |
| 11 | p.ovip ~ sperm * wing | 12 | 14.42 | 44.90 |
| 13 | p.ovip ~ wing | 14 | 21.24 | 47.72 |
| 14 | p.ovip ~ sperm | 14 | 17.99 | 44.47 |
| 15 | p.ovip ~ 1 | 15 | 21.73 | 46.21 |
| effect | comparison | Δdf | Δdev | p |
| sperm*wing | 11 vs. 12 | 1 | 1.15 | 0.284 |
| wing | 12 vs. 14 | 1 | 2.43 | 0.119 |
Experiment 3: GLM with binomial errors was used to model the proportion of inseminated females (p.insem), the proportion of females with at least one motile sperm in their spermathecae (p.motile), and the proportion of ovipositing females (p.ovip) as a function of the sire family's mean sperm length (sperm), the mean wing length (wing), and their interaction (sperm*wing). Shown for each model are the residual degrees of freedom (res df), the residual deviance (res dev), and the Akaike information criterion (AIC). Shown for the log likelihood ratio tests of the effects are the change in the degrees of freedom (Δdf), the change in the residual deviance (Δdev), and the statistical significance of the effect (p). The best model according to AIC and the statistically significant effect sizes are shown in bold.
Reproductive success as a function of sperm and wing length in A. gambiae males (Parameter estimates)
| model 2: p.insem ~B0 + B1(z.sperm) + B2(z.wing) | ||||
| param | estimate | s.e. | Mean fitness (p.insem) | % Δ |
| B0 | 0.95 | 0.297 | exp(B0)/(1+exp(B0)) = 0.72 | |
| B1 | -0.84 | 0.330 | exp(B0 + B1)/(1+exp(B0 + B1)) = 0.53 | -27.0 |
| B2 | 0.38 | 0.328 | exp(B0 + B2)/(1+exp(B0 + B2)) = 0.79 | 9.6 |
| model 7: p.motile ~B0 + B1(z.sperm) + B2(z.wing) | ||||
| param | estimate | s.e. | Mean fitness (p.motile) | % Δ |
| B0 | -0.41 | 0.265 | exp(B0)/(1+exp(B0)) = 0.40 | |
| B1 | -0.69 | 0.325 | exp(B0 + B1)/(1+exp(B0 + B1)) = 0.25 | -37.3 |
| B2 | 0.39 | 0.337 | exp(B0 + B2)/(1+exp(B0 + B2)) = 0.49 | 24.0 |
| model 12: p.ovip ~B0 + B1(z.sperm) + B2(z.wing) | ||||
| param | estimate | s.e. | Mean fitness (p.ovip) | % Δ |
| B0 | -0.34 | 0.265 | exp(B0)/(1+exp(B0)) = 0.42 | |
| B1 | -0.73 | 0.329 | exp(B0 + B1)/(1+exp(B0 + B1)) = 0.25 | -38.8 |
| B2 | 0.52 | 0.343 | exp(B0 + B2)/(1+exp(B0 + B2)) = 0.54 | 30.9 |
The parameters (B0, B1, and B2) and their estimates and standard errors (s.e.) from GLM models 2, 7 and 12 in Table 3 after standardizing the sire family's mean sperm length (z.sperm) and mean wing length (z.wing) to z-scores. The logit-link function was used to back-calculate the mean fitness (p.insem, p.motile, p.ovip) when the average sire family (z.sperm = 0, z.wing = 0) increased its mean sperm length by one standard deviation while mean wing length was held constant (z.sperm = 1, z.wing = 0), and vice versa (z.sperm = 0, z.wing = 1). The percent change in fitness (% Δ) was calculated relative to the mean fitness of the average sire family.