| Literature DB >> 34141259 |
Yanny Ritchot1, Marco Festa-Bianchet1, David Coltman2, Fanie Pelletier1.
Abstract
In long-lived polygynous species, male reproductive success is often monopolized by a few mature dominant individuals. Young males are generally too small to be dominant and may employ alternative tactics; however, little is known about the determinants of reproductive success for young males. Understanding the causes and consequences of variability in early reproductive success may be crucial to assess the strength of sexual selection and possible long-term trade-offs among life-history traits. Selective pressures driven by fluctuating environmental conditions may depend on age class. We evaluated the determinants of reproduction in male bighorn sheep (Ovis canadensis) aged 2-4 years using 30 years of individual-level data. These young males cannot defend estrous ewes and use alternative mating tactics. We also investigated how the age of first detected reproduction was correlated to lifetime reproductive success and longevity. We found that reproductive success of males aged 3 years was positively correlated to body mass, to the proportion of males aged 2-4 years in the competitor pool, and to the number of females available per adult male. These results suggest that reproductive success depends on both competitive ability and population age-sex structure. None of these variables, however, had significant effects on the reproductive success of males aged 2 or 4 years. Known reproduction before the age of five increased lifetime reproductive success but decreased longevity, suggesting a long-term survival cost of early reproduction. Our analyses reveal that both individual-level phenotypic and population-level demographic variables influence reproductive success by young males and provide a rare assessment of fitness trade-offs in wild polygynous males.Entities:
Keywords: Ovis canadensis; age at first reproduction; intraspecific competition; life history; male reproductive success; polygyny
Year: 2021 PMID: 34141259 PMCID: PMC8207375 DOI: 10.1002/ece3.7530
Source DB: PubMed Journal: Ecol Evol ISSN: 2045-7758 Impact factor: 2.912
FIGURE 1Age distribution of 141 bighorn rams aged two years and older that successfully reproduced at Ram Mountain, Alberta, ruts 1987–2017. No paternities were assigned to lamb or yearling males. (a) Reproducers and nonreproducers at each age. (b) Percentage of males that reproduced for each age
Model selection for body mass effects on reproductive success of bighorn sheep males aged 2–4 at Ram Mountain, Alberta, ruts 1987–2017
| Models | K | Absolute mass | Relative mass | ||
|---|---|---|---|---|---|
| AICc | Log‐likelihood | AICc | Log‐likelihood | ||
| 2 years | |||||
| Mass | 3 |
| −23.14 | 54.06 | −23.93 |
| Mass + Age structure | 4 |
| −20.03 | 51.26 | −21.46 |
| Mass + BSR | 4 |
| −20.68 | 52.58 | −22.11 |
| Mass + Density | 4 |
| −22.75 | 54.95 | −23.30 |
| Mass + Age structure + BSR | 5 |
| −19.35 | 51.8 | −20.64 |
| Mass + Age structure + Density | 5 |
| −19.91 | 52.66 | −21.07 |
| Mass + BSR + Density | 5 |
| −20.58 | 54.75 | −22.11 |
| Mass + Age structure + BSR + Density | 6 |
| −19.33 | 53.99 | −20.62 |
| 3 years | |||||
| Mass | 3 |
| −28.77 | 66.46 | −30.10 |
| Mass + Age structure | 4 |
| −26.79 | 68.58 | −30.07 |
| Mass + BSR | 4 | 61.14 | −26.35 |
| −24.77 |
| Mass + Density | 4 | 60.68 | −26.12 |
| −25.49 |
| Mass + Age structure + BSR | 5 |
| −22.22 | 58.98 | −24.16 |
| Mass + Age structure + Density | 5 |
| −23.11 | 60.68 | −25.07 |
| Mass + BSR + Density | 5 | 61.76 | −25.55 |
| −23.67 |
| Mass + Age structure + BSR + Density | 6 |
| −21.57 | 58.78 | −22.92 |
| 4 years | |||||
| Mass | 3 |
| −35.46 | 78.91 | −36.28 |
| Mass + Age structure | 4 |
| −34.07 | 78.85 | −35.12 |
| Mass + BSR | 4 |
| −33.46 | 78.67 | −35.03 |
| Mass + Density | 4 |
| −32.42 | 75.59 | −33.49 |
| Mass + Age structure + BSR | 5 |
| −33.13 | 79.54 | −34.30 |
| Mass + Age structure + Density | 5 |
| −32.25 | 77.15 | −33.10 |
| Mass + BSR + Density | 5 |
| −32.19 | 77.58 | −32.32 |
| Mass + Age structure + BSR + Density | 6 |
| −32.11 | 79.3 | −32.98 |
We compared models with absolute body mass and relative body mass. Sample size was 120, 96, and 70 for males aged two, three, and four years, respectively. Every model contains the number of lambs sampled for DNA in the spring following each rut. Eight models were built for every age and each was computed twice, once with absolute, and once with relative mass. For each pair of models, the one with the lowest AICc value was considered the best candidate and is highlighted in bold. We then counted the number of times each body mass variable was considered the best candidate and the one with the highest count at every age was used for subsequent analyses on early reproductive success. Mass was either body mass was adjusted to September 15 (absolute mass) or relative mass; age structure is the ratio between males aged two to four years and the total number of males; breeder sex ratio (BSR) was the number of lactating females during the spring following the rut over the number of males two years and older during the previous rut; population density includes all individuals aged two and older in June the year of the rut.
Estimates of the effects of body mass, age structure, sex ratio, population density, and number of lambs sampled for DNA on the reproductive success of bighorn sheep males aged two, three, and four years at Ram Mountain, Alberta, ruts 1987–2017
| Fixed effect | Estimate | Adjusted | CI 2.5% | CI 97.5% |
|---|---|---|---|---|
| 2 years | ||||
| Intercept | −5.28 | 6.02 | −17.14 | 6.57 |
| Age structure | −7.60 | 4.23 | −15.98 | 0.78 |
| Body mass | 0.11 | 0.07 | −0.03 | 0.26 |
| Lambs | −0.05 | 0.05 | −0.14 | 0.04 |
| Breeder sex ratio | 1.63 | 1.15 | −0.63 | 3.90 |
| Density | 0.00 | 0.02 | −0.05 | 0.04 |
| 3 years | ||||
| Intercept | −23.81 | 8.64 | −40.74 | −6.88 |
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| Lambs | −0.02 | 0.08 | −0.17 | 0.13 |
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| Density | −0.04 | 0.03 | −0.10 | 0.03 |
| 4 years | ||||
| Intercept | −2.87 | 4.62 | −11.93 | 6.19 |
| Density | −0.02 | 0.01 | −0.05 | 0.00 |
| Body mass | 0.07 | 0.04 | −0.02 | 0.15 |
| Lambs | −0.02 | 0.05 | −0.11 | 0.07 |
| Breeder sex ratio | 0.74 | 0.86 | −0.95 | 2.43 |
| Age structure | −2.41 | 3.27 | −8.82 | 3.99 |
Sample sizes were 120, 96, and 70, respectively. For each age, we compared 16 models. Estimates were obtained from model averaging using a 95% AICc weight confidence set, reached by cumulating 13, 5, and 14 models for two‐, three‐, and four‐year old, respectively. The model with the lowest AICc value (AICc weight = 0.21) explained 15.5% of the observed variance at two years, 30.8% at three years (AICc weight = 0.45), and 24.3% at four years (AICc weight = 0.24). Fixed effects whose confidence interval (CI) does not overlap zero are shown in bold.
FIGURE 2Probability to reproduce as a function of body mass, sex ratio, age structure, and population density for young bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017. Estimates were provided by model averaging presented in Tables A1‐A3. Lines indicate the estimated probability to reproduce, bold when significant and dashed when not significant. Shading represents the 95% confidence intervals, and dots are data points. Body mass (a) was adjusted to September 15 (kg); age structure (b) was the ratio between males aged two to four years and the total number of adult males; breeder sex ratio (c) was the number of lactating females in spring following the rut over the number of males aged two years and older during the rut; population density (d) includes all individuals aged two and older in June the year of the rut
Estimates of the effects of age at first reproduction and body mass at two years on lifetime reproductive success of bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017
| Fixed effects | Estimates | Adjusted | CI 2.5% | CI 97.5% |
|---|---|---|---|---|
| All adults | ||||
| Intercept | 1.40 | 0.38 | 0.64 | 2.15 |
| AFR | −0.01 | 0.04 | −0.09 | 0.07 |
| Mass at 2 years | 0.00 | 0.01 | −0.02 | 0.02 |
| 2–4 years | ||||
| Intercept | 0.48 | 0.86 | −1.20 | 2.16 |
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| Mass at 2 years | −0.01 | 0.02 | −0.04 | 0.02 |
| All adults by class | ||||
| Intercept | 1.94 | 0.63 | 0.71 | 3.17 |
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| Mass at 2 years | −0.01 | 0.01 | −0.03 | 0.01 |
Sample size was 51 for all adults and 23 for males that first reproduced when aged two to four. Age class refers to rams that first reproduced at 2–4 years or at 5 years and older. Estimates were obtained from model averaging using the 95% confidence set method. No variance was calculated for the model including all ages since the base model had the lowest AICc value. Considering only males aged two to four, the best model explained 31.1% of the observed marginal variance (AICc weight = 0.72). When analyzing data by age class, 16% of observed marginal variance was explained (AICc weight = 0.62). Fixed effects whose confidence interval (CI) does not overlap zero are shown in bold.
FIGURE 3Effect of age at first reproduction (AFR) on lifetime reproductive success (LRS) and longevity for bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017. Only males known to sire at least one lamb are included. Males shot by hunters were excluded (n = 16). Panels (a) and (c) consider all males (n = 51). Panels (b) and (d) consider only 23 males that first reproduced between two and four years and survived at least four years. Figures are based on the model averaging estimates presented in Tables A4 and A6. Bold lines indicate model estimates, gray areas represent the confidence intervals (95%), and black circles are data points
Estimates of the effects of age at first reproduction and body mass at two years on the longevity of 23 bighorn sheep males that sired at least one lamb between two and four years and survived to at least four years at Ram Mountain, Alberta, ruts 1987–2017
| Fixed effect | Estimates | Adjusted | CI 2.5% | CI 97.5% |
|---|---|---|---|---|
| Intercept | 1.70 | 3.30 | −4.76 | 8.16 |
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| Mass at 2 years | 0.01 | 0.07 | −0.12 | 0.15 |
Estimates were obtained from model averaging using the 95% confidence set method. The model with the lowest AICc value (AICc weight = 0.72) explained 25.7% of the observed marginal variance. Fixed effects where confidence interval (CI) does not overlap zero are represented in bold characters. See Tables A2‐A4 for estimates at all ages.
Model selection for determinants of reproductive success of two‐year‐old males at Ram Mountain, Alberta, Canada, ruts 1987–2017
| Model | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| Body Mass + Age structure | 4 | 48.40 | 0.00 | 0.19 | −20.03 | 0.19 |
| Body mass + Age structure + Breeder sex ratio | 5 | 49.23 | 0.83 | 0.12 | −19.35 | 0.31 |
| Age structure | 3 | 49.43 | 1.03 | 0.11 | −21.61 | 0.42 |
| Body mass + Breeder sex ratio | 4 | 49.71 | 1.31 | 0.10 | −20.68 | 0.52 |
| Age structure + Breeder sex ratio | 4 | 50.15 | 1.75 | 0.08 | −20.90 | 0.60 |
| Body mass + Age structure + Density | 5 | 50.34 | 1.94 | 0.07 | −19.91 | 0.67 |
| Breeder sex ratio | 3 | 50.45 | 2.05 | 0.07 | −22.12 | 0.74 |
| Age structure + Density | 4 | 50.76 | 2.37 | 0.06 | −21.21 | 0.80 |
| Body mass + Age structure + Breeder sex ratio + Density | 6 | 51.40 | 3.00 | 0.04 | −19.33 | 0.84 |
| Body mass + Breeder sex ratio + Density | 5 | 51.69 | 3.30 | 0.04 | −20.58 | 0.88 |
| Age structure + Breeder sex ratio + Density | 5 | 52.26 | 3.87 | 0.03 | −20.87 | 0.90 |
| Body mass | 3 | 52.49 | 4.09 | 0.02 | −23.14 | 0.93 |
| Breeder sex ratio + Density | 4 | 52.58 | 4.19 | 0.02 | −22.12 | 0.95 |
| Base model | 2 | 52.63 | 4.23 | 0.02 | −24.26 | 0.97 |
| Density | 3 | 53.46 | 5.07 | 0.01 | −23.63 | 0.99 |
| Body mass + Density | 4 | 53.86 | 5.46 | 0.01 | −22.75 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until the cumulative AICc weight reached 0.95. Every model has the number of lambs sampled for DNA the year following the rut included as a fixed effect. The base model only contains this variable.
Model selection for determinants of reproductive success of three‐year‐old males at Ram Mountain, Alberta, Canada, ruts 1987–2017
| Model | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| Body Mass + Age structure + Breeder sex ratio | 5 | 55.10 | 0.00 | 0.45 | −22.22 | 0.45 |
| Body mass + Age structure + Breeder sex ratio + Density | 6 | 56.08 | 0.97 | 0.27 | −21.57 | 0.72 |
| Body mass + Age structure + Density | 5 | 56.88 | 1.78 | 0.18 | −23.11 | 0.90 |
| Body mass + Density | 4 | 60.68 | 5.58 | 0.03 | −26.12 | 0.93 |
| Body mass + Breeder sex ratio | 4 | 61.14 | 6.03 | 0.02 | −26.35 | 0.95 |
| Body mass + Breeder sex ratio + Density | 5 | 61.76 | 6.65 | 0.02 | −25.55 | 0.97 |
| Body mass + Age structure | 4 | 62.01 | 6.91 | 0.01 | −26.79 | 0.98 |
| Body mass | 3 | 63.80 | 8.70 | 0.01 | −28.77 | 0.99 |
| Age structure + Density | 4 | 64.55 | 9.44 | 0.00 | −28.05 | 0.99 |
| Age structure + Breeder sex ratio + Density | 5 | 65.60 | 10.49 | 0.00 | −27.47 | 1.00 |
| Density | 3 | 65.81 | 10.71 | 0.00 | −29.77 | 1.00 |
| Breeder sex ratio + Density | 4 | 67.62 | 12.52 | 0.00 | −29.59 | 1.00 |
| Age structure + Breeder sex ratio | 5 | 67.75 | 12.64 | 0.00 | −29.65 | 1.00 |
| Breeder sex ratio | 3 | 70.34 | 15.23 | 0.00 | −32.04 | 1.00 |
| Base model | 2 | 72.87 | 17.76 | 0.00 | −34.37 | 1.00 |
| Age structure | 3 | 72.87 | 17.76 | 0.00 | −33.30 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until the cumulative AICc weight reached 0.95. Every model has the number of lambs sampled for DNA the year following the rut included as a fixed effect. Therefore, the base model only contains this variable.
Model selection for determinants of reproductive success of four‐year‐old males at Ram Mountain, Alberta, Canada, ruts 1987–2017
| Model | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| Body mass + Density | 4 | 73.46 | 0.00 | 0.20 | −32.42 | 0.20 |
| Density | 3 | 73.78 | 0.33 | 0.17 | −33.71 | 0.38 |
| Body mass + Breeder sex ratio + Density | 5 | 75.33 | 1.87 | 0.08 | −32.19 | 0.46 |
| Body mass + Age structure + Density | 5 | 75.43 | 1.98 | 0.08 | −32.25 | 0.53 |
| Body mass + Breeder sex ratio | 4 | 75.53 | 2.08 | 0.07 | −33.46 | 0.60 |
| Age structure + Density | 4 | 75.82 | 2.36 | 0.06 | −33.60 | 0.67 |
| Breeder sex ratio + Density | 4 | 75.99 | 2.53 | 0.06 | −33.69 | 0.72 |
| Breeder sex ratio | 3 | 76.74 | 3.28 | 0.04 | −35.19 | 0.76 |
| Body mass + Age structure | 4 | 76.75 | 3.29 | 0.04 | −34.07 | 0.80 |
| Age structure | 3 | 76.88 | 3.43 | 0.04 | −35.26 | 0.84 |
| Base model | 2 | 76.93 | 3.47 | 0.04 | −36.37 | 0.87 |
| Body mass + Age structure + Breeder sex ratio | 5 | 77.20 | 3.74 | 0.03 | −33.13 | 0.91 |
| Body mass | 3 | 77.29 | 3.84 | 0.03 | −35.46 | 0.94 |
| Body mass + Age structure + Breeder sex ratio + Density | 6 | 77.55 | 4.09 | 0.03 | −32.11 | 0.96 |
| Age structure + Breeder sex ratio + Density | 5 | 78.13 | 4.68 | 0.02 | −33.60 | 0.98 |
| Age structure + Breeder sex ratio | 4 | 78.26 | 4.81 | 0.02 | −34.82 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until the cumulative AICc weight reached 0.95. Every model has the number of lambs sampled for DNA the year following the rut included as a fixed effect. Therefore, the base model only contains this variable.
Model selection for lifetime reproductive success as a function of age at first reproduction for bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017
| Models | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| Base model | 1 | 344.61 | 0.00 | 0.55 | −171.26 | 0.55 |
| AFR | 2 | 346.69 | 2.08 | 0.19 | −171.22 | 0.74 |
| Mass at 2 years | 2 | 346.69 | 2.08 | 0.19 | −171.22 | 0.94 |
| AFR + Mass at 2 years | 3 | 348.91 | 4.30 | 0.06 | −171.20 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until the cumulative AICc weight was 0.95. The base model included only the intercept. AFR represents age at first reproduction and mass at 2 years is the body mass adjusted to September 15.
Model selection for lifetime reproductive success as a function of age at first reproduction between two and four years for bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017
| Models | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| AFR | 2 | 156.26 | 0.00 | 0.72 | −75.83 | 0.72 |
| AFR + Mass at 2 years | 3 | 158.47 | 2.20 | 0.24 | −75.60 | 0.96 |
| Base model | 1 | 163.11 | 6.85 | 0.02 | −80.46 | 0.99 |
| Mass at 2 years | 2 | 164.24 | 7.98 | 0.01 | −79.82 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until the cumulative AICc weight was 0.95. The base model included only the intercept. AFR represents age at first reproduction and mass at 2 years is the body mass adjusted to September 15.
Model selection for longevity as a function of age at first reproduction and body mass at two years for bighorn sheep males
| Models | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| AFR | 2 | 227.78 | 0.00 | 0.68 | −110.64 | 0.68 |
| AFR + Mass at 2 years | 3 | 229.32 | 1.54 | 0.32 | −110.23 | 1.00 |
| Base | 1 | 247.71 | 19.93 | 0.00 | −121.73 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until we had a cumulative AICc weight of 0.95. The base model included only the intercept. AFR represents age at first reproduction and mass at 2 years is the body mass adjusted to September 15.
Model selection for longevity as a function of age at first reproduction between two and four years and body mass at two years
| Models | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| AFR | 2 | 99.86 | 0.00 | 0.75 | −46.30 | 0.75 |
| AFR + Mass at 2 years | 3 | 102.77 | 2.91 | 0.17 | −46.27 | 0.92 |
| Base | 1 | 104.32 | 4.47 | 0.08 | −49.86 | 1.00 |
Using the 95% confidence set method, model averaging was done by adding models until we had a cumulative AICc weight of 0.95. The base model included only the intercept. AFR represents age at first reproduction and mass at 2 years is the body mass adjusted to September 15.
Effects of age at first reproduction and body mass at two years on the longevity of bighorn sheep males at Ram Mountain, Alberta
| Fixed effect | K | Estimates | Adjusted | CI 2.5% | CI 97.5% |
|---|---|---|---|---|---|
| Base model | 1 | 4.01 | 2.57 | −1.03 | 9.06 |
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| Mass at 2 years | 2 | −0.04 | 0.05 | −0.13 | 0.05 |
Estimates were obtained from model averaging using the 95% confidence set method. Sample size was 51. The model with the lowest AICc value (AICc weight = 0.72) explained 34.8% of the observed marginal variance. Fixed effects where confidence interval (CI) does not overlap zero are represented in bold characters. The base model included only the intercept. AFR represents age at first reproduction and mass at 2 years is the body mass adjusted to September 15.
Model selection for lifetime reproductive success as a function of early or late age at first reproduction for bighorn sheep males at Ram Mountain, Alberta, ruts 1987–2017
| Models | K | AICc | ΔAICc | AICc weight | Log‐likelihood | Cumulative weight |
|---|---|---|---|---|---|---|
| AFR Class | 2 | 336.36 | 0.00 | 0.62 | −166.06 | 0.62 |
| AFR Class + Mass | 3 | 337.38 | 1.02 | 0.37 | −165.43 | 0.99 |
| Base model | 1 | 344.61 | 8.24 | 0.01 | −171.26 | 1.00 |
AFR class divides males that reproduced for the first time before five years of age from those that reproduced after. Using the 95% confidence set method, model averaging was done by adding models until we had a cumulative AICc weight of 0.95. The base model included only the intercept. AFR represents age at first reproduction.