| Literature DB >> 25567954 |
Benoît Facon1, Laurent Crespin2, Anne Loiseau1, Eric Lombaert3, Alexandra Magro4, Arnaud Estoup1.
Abstract
So far, only a few studies have explicitly investigated the consequences of admixture for the adaptative potential of invasive populations. We addressed this question in the invasive ladybird Harmonia axyridis. After decades of use as a biological control agent against aphids in Europe and North America, H. axyridis recently became invasive in four continents and has now spread widely in Europe. Despite this invasion, a flightless strain is still sold as a biological control agent in Europe. However, crosses between flightless and invasive individuals yield individuals able to fly, as the flightless phenotype is caused by a single recessive mutation. We investigated the potential consequences of admixture between invasive and flightless biological control individuals on the invasion in France. We used three complementary approaches: (i) population genetics, (ii) a mate-choice experiment, and (iii) a quantitative genetics experiment. The invasive French population and the biological control strain showed substantial genetic differentiation, but there are no reproductive barriers between the two. Hybrids displayed a shorter development time, a larger size and a higher genetic variance for survival in starvation conditions than invasive individuals. We discuss the potential consequences of our results with respect to the invasion of H. axyridis in Europe.Entities:
Keywords: Harmonia axyridis; admixture; biological invasion; intraspecific hybridization; life-history traits; quantitative genetics
Year: 2010 PMID: 25567954 PMCID: PMC3352518 DOI: 10.1111/j.1752-4571.2010.00134.x
Source DB: PubMed Journal: Evol Appl ISSN: 1752-4571 Impact factor: 5.183
Figure 1INV and BIO male reproductive success mated to each type of female (INV or BIO).
Figure 2Mean hatching rate (±SE) according to the involved parents. We split male status into three categories: BIO, INV or a mixture of both types.
Results from the best model after model selection among the different linear mixed models run for the six traits studied
| Source | Degrees of freedom | Test statistic | |
|---|---|---|---|
| Fixed effects | Type III | ||
| Food | 1 | 27.27 | <0.0001 |
| Random effect | Wald test | ||
| Fam (cross) | 1.97 | 0.0246 | |
| Fixed effects | Type III | ||
| Cross | 3 | 6.74 | 0.0009 |
| Food | 1 | 161.68 | <0.0001 |
| Random effect | Wald test | ||
| Fam (cross) | 2.31 | 0.0105 | |
| Food × Fam (cross) | 3.81 | <0.0001 | |
| Random effect | Wald test | ||
| Fam (cross) | 2.14 | 0.0162 | |
| Fixed effects | Type III | ||
| Sex | 1 | 14.94 | 0.0001 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 0.81 | 0.2089 | |
| Fam (BIOINV) | 1.8 | 0.0361 | |
| Fam (INVBIO) | 1.69 | 0.0457 | |
| Fam (INVINV) | 0.24 | 0.4039 | |
| Food × Fam (cross) | 2.14 | 0.0161 | |
| Fixed effects | Type III | ||
| Food | 1 | 17.97 | 0.0001 |
| Random effect | Wald test | ||
| Fam (cross) | 2.57 | 0.0051 | |
| Fixed effects | Type III | ||
| Cross | 3 | 6.42 | 0.0006 |
| Food | 1 | 70.68 | <0.0001 |
| Sex | 1 | 932.57 | <0.0001 |
| Food × Sex | 1 | 10.49 | 0.0013 |
| Random effect | Wald test | ||
| Food × Fam (cross) | 4.07 | <0.0001 | |
Figure 3Life-history trait values for each cross. Black squares stand for the means for the four different crosses with associated standard errors. Diamonds represent family mean values within each cross. The six panels correspond to the six life-history traits studied: larval survival, development time, reproductive investment, lifespan of starving adults, survival rate in quiescent conditions, and body length. In each type of cross, female is indicated first and male in second. For instance, the cross named INV-BIO involved an invasive female and a biological control male.
Genetic coefficients of variation within each cross for the six traits studied and the associated likelihood ratio tests
| BIO-BIO | BIO-INV | INV-BIO | INV-INV | Test | |
|---|---|---|---|---|---|
| Larval survival | 0.140 | 0.103 | 0.113 | 0.044 | LRT = 1.4; |
| Development time | 0.035 | 0.037 | 0.024 | 0.033 | LRT = 1; |
| Reproductive investment | 0.010 | 0.011 | 0.026 | 0.026 | LRT = 2.5; |
| Survival in starvation | 0.227 | 0.384 | 0.684 | 0.174 | LRT = 7.7; |
| Survival in quiescence | 0.344 | 0.456 | 0.376 | 0.310 | LRT = 2.5; |
| Body length | 0.015 | 0.017 | 0.024 | 0.016 | LRT = 1.3; |
| Variable length: random effects | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| s.fam | |||||
| f.fam | |||||
| s.f.fam | |||||
| M2 | fam (4 VCs) | 0.1 | 0.9999 | s.f.fam | M1 |
| s.fam | |||||
| f.fam | |||||
| M21 | fam (4 VCs) | 18.4 | 0.0078 | f.fam | M2 |
| s.fam | s.fam | M2 | |||
| M22 | fam (4 VCs) | 0 | 1 | ||
| f.fam | |||||
| M31 | fam | 1.3 | 0.3822 | fam (4 VCs) | M22 |
| f.fam | |||||
| M32 | fam (4 VCs) | 18.4 | 0.00389 | f.fam | M22 |
| M41 | f.fam | 1.2 | 0.65 | fam | M31 |
| M42 | fam | 18.4 | 0.00023 | f.fam | M31 |
So the best model is the model with ‘food.family’ as random effect.
| Variable length: fixed effects | ||
|---|---|---|
| Model | Description | AICc |
| c + f + s + c.f + f.s + c.s + c.f.s | Three main effects plus three interactions plus one triple interaction | −85.2 |
| c + f + s + c.f + f.s + c.s | Three main effects plus three interactions | −87.2 |
| c + f + s + c.f + f.s | Three main effects plus two interactions | −91.5 |
| c + f + s + c.f + c.s | Three main effects plus two interactions | −78.8 |
| c + f + s + f.s + c.s | Three main effects plus two interactions | −89.3 |
| c + f + s + c.f | Three main effects plus one interaction | −83.3 |
| c + f + s + f.s | Three main effects plus one interaction | − |
| c + f + s + c.s | Three main effects plus one interaction | −80.9 |
| c + f + s | Three main effects | −85.3 |
| c*f | Two main effects plus one interaction | 349.3 |
| c*s | Two main effects plus one interaction | −33.8 |
| f*s | Two main effects plus one interaction | −82.7 |
| c + f | Two main effects | 346.1 |
| c + s | Two main effects | −38.1 |
| f + s | Two main effects | −74.4 |
| c | One main effect | 390.2 |
| f | One main effect | 356.8 |
| s | One main effect | −36.1 |
| . | Intercept | 391.6 |
| Variable SurvStarv: random effect | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| s.fam | |||||
| f.fam | |||||
| s.f.fam | |||||
| M2 | fam (4 VCs) | 0 | 1 | s.f.fam | M1 |
| s.fam | |||||
| f.fam | |||||
| M21 | fam (4 VCs) | 8.5 | 0.247 | f.fam | M2 |
| s.fam | |||||
| M22 | fam (4 VCs) | 4.6 | 0.653 | s.fam | M2 |
| food.fam | |||||
| M23 | fam | 7.8 | 0.016 | fam (4 VCs) | M2 |
| s.fam | |||||
| f.fam | |||||
| M24 | fam (4 VCs) | 11.8 | 0.001 | s.fam | M2 |
| f.fam | |||||
| Variable SurvStarv: fixed effects | ||
|---|---|---|
| Model | Description | AICc |
| c + f + s + c.f + f.s + c.s + c.f.s | Three main effects plus three interactions plus one triple interaction | 2855.6 |
| c + f + s + c.f + f.s + c.s | Three main effects plus three interactions | 2851.6 |
| c + f + s + c.f + f.s | Three main effects plus two interactions | 2847.4 |
| c + f + s + c.f + c.s | Three main effects plus two interactions | 2853.1 |
| c + f + s + f.s + c.s | Three main effects plus two interactions | 2848.8 |
| c + f + s + c.f | Three main effects plus one interaction | 2848.9 |
| c + f + s + f.s | Three main effects plus one interaction | 2844.8 |
| c + f + s + c.s | Three main effects plus one interaction | 2850.1 |
| c + f + s | Three main effects | 2846.1 |
| c*f | Two main effects plus one interaction | 2861.2 |
| c*s | Two main effects plus one interaction | 2848.1 |
| f*s | Two main effects plus one interaction | 2845.1 |
| c + f | Two main effects | 2858.7 |
| c + s | Two main effects | |
| f + s | Two main effects | 2846.4 |
| c | One main effect | 2856.7 |
| f | One main effect | 2859.1 |
| s | One main effect | 2844.5 |
| . | Intercept | 2857.1 |
| Variable ReproInvest: random effects | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| f.fam | |||||
| M2 | fam (4 VCs) | 0 | 1 | f.fam | M1 |
| M3 | fam | 2.5 | 0.2095 | fam (4 VCs) | M1 |
| f.fam | |||||
| M4 | fam | 2.5 | 0.295 | f.fam and fam (4 VCs) | M1 |
So the best model is the model with ‘family’ as random effect.
| Variable ReproInvest: fixed effects | |
|---|---|
| Model | AICc |
| f*c | 116.7 |
| f + c | 116.2 |
| f | 115.9 |
| c | 115.5 |
| Intercept |
| Variable LarvSurv: random effects | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| f.fam | |||||
| M2 | fam (4 VCs) | 0 | 1 | f.fam | M1 |
| M3 | fam | 1.4 | 0.3632 | fam (4 VCs) | M1 |
| f.fam | |||||
| M4 | fam | 1.4 | 0.4745 | f.fam and fam (4 VCs) | M1 |
So the best model is the model with ‘family’ as random effect.
| Variable LarvSurv: fixed effect | |
|---|---|
| Model | AICc |
| f*c | −23.8 |
| f + c | −30.2 |
| f | − |
| c | −11.9 |
| Intercept | −15.8 |
| Variable DvptTime: random effects | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| f.fam | |||||
| M2 | fam (4 VCs) | 146.8 | 0 | f.fam | M1 |
| M3 | fam | 1 | 0.4466 | fam (4 VCs) | M1 |
| f.fam | |||||
| M4 | f.fam | 7.6 | 0.03871 | fam | M3 |
| M5 | fam | 147.3 | 0 | f.fam | M3 |
The random effects were kept as ‘food.family’ and ‘family’.
| Variable DvptTime: fixed effects | |
|---|---|
| Model | AICc |
| f*c | 5553.1 |
| f + c | |
| f | 5562.5 |
| c | 5618.9 |
| Intercept | 5624.4 |
| Variable SurvCold: random effects | |||||
|---|---|---|---|---|---|
| Model | Description | LRT | Effect removed | Ref. | |
| M1 | fam (4 VCs) | . | . | None | . |
| f.fam | |||||
| M2 | fam (4 VCs) | 0 | 1 | f.fam | M1 |
| M3 | fam | 2.5 | 0.2095 | fam (4 VCs) | M1 |
| f.fam | |||||
| M4 | fam | 2.5 | 0.2950 | f.fam and fam (4 VCs) | M1 |
So the best model is the model with ‘family’ as random effect.
| Variable SurvCold: fixed effects | |
|---|---|
| Model | AICc |
| f*c | 85.4 |
| f + c | 80.2 |
| f | |
| c | 92.4 |
| Intercept | 90.0 |
| Source | Degrees of freedom | Test statistic | |
|---|---|---|---|
| Fixed effects | Type III | ||
| Cross | 3 | 1.10 | 0.3722 |
| Food | 1 | 28.26 | <0.0001 |
| Food × Cross | 3 | 0.45 | 0.7160 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 1.27 | 0.1016 | |
| Fam (BIOINV) | 0.92 | 0.1786 | |
| Fam (INVBIO) | 1.06 | 0.1452 | |
| Fam (INVINV) | 0.30 | 0.3823 | |
| Food × Fam (cross) | * | * | |
| Fixed effects | Type III | ||
| Cross | 3 | 5.86 | 0.0047 |
| Food | 1 | 185.03 | <0.0001 |
| Food × Cross | 3 | 1.86 | 0.1529 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 1.38 | 0.0844 | |
| Fam (BIOINV) | 1.39 | 0.0822 | |
| Fam (INVBIO) | 0.70 | 0.2407 | |
| Fam (INVINV) | 1.33 | 0.0920 | |
| Food × Fam (cross) | 3.63 | 0.0001 | |
| Fixed effects | |||
| Cross | 3 | 2.15 | 0.1248 |
| Food | 1 | 1.66 | 0.2009 |
| Food × Cross | 3 | 2.06 | 0.1089 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 0.37 | 0.3555 | |
| Fam (BIOINV) | 0.44 | 0.3283 | |
| Fam (INVBIO) | 1.27 | 0.1021 | |
| Fam (INVINV) | 1.35 | 0.0890 | |
| Food × Fam (cross) | * | * | |
| Fixed effects | Type III | ||
| Cross | 3 | 1.61 | 0.2176 |
| Food | 1 | 0.09 | 0.7616 |
| Sex | 1 | 10.14 | 0.0027 |
| Food × Cross | 3 | 2.19 | 0.1032 |
| Cross × Sex | 3 | 0.58 | 0.6341 |
| Food × Sex | 1 | 3.71 | 0.0548 |
| Food × Cross × Sex | 3 | 0.93 | 0.4261 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 0.60 | 0.2747 | |
| Fam (BIOINV) | 1.61 | 0.0542 | |
| Fam (INVBIO) | 1.56 | 0.0593 | |
| Fam (INVINV) | * | * | |
| Food × Fam (cross) | 2.09 | 0.0185 | |
| Fam × Sex (cross) | 1.66 | 0.0487 | |
| Food × Fam × Sex (cross) | * | * | |
| Fixed effects | Type III | ||
| Cross | 3 | 1.34 | 0.2909 |
| Food | 1 | 19.29 | <0.0001 |
| Food × Cross | 3 | 0.85 | 0.4736 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 1.04 | 0.1501 | |
| Fam (BIOINV) | 1.57 | 0.0579 | |
| Fam (INVBIO) | 1.30 | 0.0960 | |
| Fam (INVINV) | 0.64 | 0.2621 | |
| Food × Fam (cross) | * | * | |
| Fixed effects | Type III | ||
| Cross | 3 | 5.01 | 0.0006 |
| Food | 1 | 88.37 | <0.0001 |
| Sex | 1 | 943.25 | <0.0001 |
| Food × Cross | 3 | 1.80 | 0.1638 |
| Cross × Sex | 3 | 0.65 | 0.5831 |
| Food × Sex | 1 | 10.22 | 0.0015 |
| Food × Cross × Sex | 3 | 1.56 | 0.2000 |
| Random effect | Wald test | ||
| Fam (BIOBIO) | 0.04 | 0.4829 | |
| Fam (BIOINV) | 0.61 | 0.2693 | |
| Fam (INVBIO) | 1.08 | 0.1406 | |
| Fam (INVINV) | 0.31 | 0.3787 | |
| Food × Fam (cross) | 2.40 | 0.0082 | |
| Fam × Sex (cross) | * | * | |
| Food × Fam × Sex (cross) | 0.33 | 0.3705 | |