Biological and Management-Related Predictors of Reproductive Success in North American Ex Situ Asian Small-Clawed Otters (Aonyx cinereus)
Abstract
:1. Introduction
2. Materials and Methods
2.1. Reproductive Viability Analysis (RVA)
2.2. Contraception Use and Reversals
2.3. Habitat Complexity and Dimensions Surveys
3. Results
3.1. Variable Reduction Analyses
3.1.1. Chi-Square Tests of Association
3.1.2. t-Tests
3.1.3. Conditional Random Forest (CRF)
3.1.4. LASSO Regression Analyses
3.2. Reproductive Viability Analysis (RVA)
3.2.1. Survival Analyses—Full Models
3.2.2. Survival Analyses—Reduced Models
3.3. Contraception Use and Reversals
3.4. Habitat Complexity and Dimensions Surveys
3.4.1. Dimensionality Reduction Using Principal Component Analyses
3.4.2. Influence of Habitats on Breeding Success
4. Discussion
4.1. Contraception
4.2. Age
4.3. Inbreeding
4.4. Transfers, Mate Compatibility, and Conspecifics
4.5. Habitat and Other Institutional Factors
5. Conclusions
- Use of deslorelin in males and long-term deslorelin use in females (multiple treatments) hinders future reproductive potential, and its use should therefore be considered carefully in genetically valuable individuals and potential breeders;
- Population managers should consider re-pairing individuals in pairs that have not been successful after 1 year of attempted breeding, after which the likelihood of success is low;
- Genetically valuable animals should be paired with younger mates, as advancing male and female age decreases the likelihood of success, yet the age difference between the male and female is not generally a concern;
- Pools in ASCO habitats should be designed with a gradient entry, as opposed to step or drop-off entries, to facilitate successful copulation and increase breeding success;
- Including dens and/or caves in ASCO living spaces may improve breeding success.
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Pair or Individual Condition (B&T Plans 2001–2019) | Number of Breeding Attempts (Unique Pairs) | Unique Individuals (N Males.N Females) |
---|---|---|
Breeding attempts | 195 (88) | 133 (61.72) |
Pair Type: | ||
New pairs | 84 (84) | 124 (57.68) |
Experienced pairs | 106 (43) | 81 (38.41) |
Carryover pairs | 1 (1) | 2 (1.1) |
Unknown | 4 (4) | 8 (4.4) |
Non-Zero Inbreeding Coefficient (F): | ||
Neither Male nor Female is Inbred | 104 (47) | 74 (34.40) |
Male Only is Inbred | 34 (12) | 22 (11.11) |
Female Only is Inbred | 44 (22) | 39 (20.19) |
Both Male and Female are Inbred | 13 (7) | 14 (7.7) |
Contraception History: | ||
Neither Male nor Female Previously Contracepted | 126 (51) | 85 (43.42) |
Male Only Previously Contracepted | 4 (4) | 8 (4.4) |
Female Only Previously Contracepted | 49 (26) | 45 (22.23) |
Both Male and Female Previously Contracepted | 16 (10) | 17 (7.10) |
Contraceptive Types and Reversals: | ||
Male—Not Yet Reversed (deslorelin only) | 13 (13) * | 22 (9.13) |
Male—Not Yet Reversed (deslorelin + vasectomy) | 1 (1) | 1 (1.1) |
Male—Already Reversed (any) | 6 (3) | 6 (3.3) |
Female—Not Yet Reversed (MGA only) | 12 (12) * | 23 (12.11) |
Female—Not Yet Reversed (deslorelin only) | 17 (17) * | 29 (14.15) |
Female—Not Yet Reversed (other) | 6 (6) | 11 (5.6) |
Female—Already Reversed (any) | 30 (17) | 33 (17.16) |
Both Male and Female—Already Reversed | 6 (3) | 6 (3.3) |
Male Not Yet Reversed and Female Already Reversed | 0 (0) | 0 (0.0) |
Male Already Reversed and Female Not Yet Reversed | 0 (0) | 0 (0.0) |
Neither Male nor Female Yet Reversed | 10 (10) * | 17 (7.10) |
Variable Name: Attributes of Pairs | Definitions | Data Source |
---|---|---|
Success | “Yes” if the breeding attempt ended in the production of offspring (live or stillborn); “No” if the breeding attempt ended before producing offspring. | Studbook |
AttemptTime | The time between the assumed start and end dates of the breeding attempt, in years. | Calculated field; See Section 2 |
PairType | “New” if pair had the opportunity to breed together for the first time; “Experienced” if the pair had a previous opportunity together and they successfully produced offspring; “Carryover” if the pair had a previous opportunity together but had never produced offspring; “Unknown” if pair type was otherwise unknown. | Breeding and Transfer Plan; Studbook; SSP coordinator |
AtLocation | “Yes” if both the male and female in the pair were at the same facility prior to the date the BTP was published (or interim recommendation made); “No” if one or both individuals had to be transferred to a new facility to fulfill the breeding recommendation. | Breeding and Transfer Plan; Studbook |
IntSuccess5B | Has the facility successfully bred this species in the five years prior to the published date of the BTP? “Yes” if the facility has had success; “No” if the facility has attempted to breed in the last 5 years without success; “BR” if the facility has not had a recommendation or attempted to breed in the last 5 years; “Unknown” if prior institutional attempts to breed this species were otherwise unknown. | Breeding and Transfer Plan; Studbook |
PairParity | “YY” if both individuals are parous; “YN” if male is parous and female is nulliparous; “NY” if male is nulliparous and female is parous; “NN” if both individuals are nulliparous. | Studbook |
DiffAge | Absolute value of the difference in age between the male and female, in years. | Calculated field; requires individual age variables |
Variable Name: Attributes of Individuals | Definitions | Data Source |
---|---|---|
MAge | Male’s age at the time the breeding attempt started, in years. | Calculated field; requires the breeding attempt start date and the male’s date of birth |
FAge | Female’s age at the time the breeding attempt started, in years. | Calculated field; requires the breeding attempt start date and the female’s date of birth |
MHasInbreeding | “Yes” if the male has a non-zero inbreeding coefficient; “No” if the male has an inbreeding coefficient of zero. | PMx [27] |
FHasInbreeding | “Yes” if the female has a non-zero inbreeding coefficient; “No” if the female has an inbreeding coefficient of zero. | PMx [27] |
MContraceptW PriorReversal | “Yes” if the male was contracepted in the past but reversed prior to the current breeding recommendation; “No” if the male was contracepted in the past, but had never successfully produced offspring after treatment; “NC” if the male had never been contracepted | RMC’s contraception database |
FContraceptW PriorReversal | “Yes” if the female was contracepted in the past but reversed prior to the current breeding recommendation; “No” if the female was contracepted in the past, but had never successfully produced offspring after treatment; “NC” if the female had never been contracepted | RMC’s contraception database |
Variable: Level | Percentage of Non-Zero Coefficients (%) | Average Effect/Regression Coefficient | SD of Non-Zero Coefficients | Lower 95% CL | Upper 95% CL |
---|---|---|---|---|---|
AtLocation: Yes (vs. No) | 0.0 | - | - | - | - |
IntSuccess5B: Yes (vs. No) | 0.0 | - | - | - | - |
IntSuccess5B: BR (vs. No) | 0.0 | - | - | - | - |
IntSuccess5B: Unknown (vs. No) | 2.3 | 0.14 | - | - | - |
PairParity: YY (vs. NN) | 0.0 | - | - | - | - |
PairParity: NY (vs. NN) | 0.0 | - | - | - | - |
PairParity: YN (vs. NN) | 2.3 | −0.03 | - | - | - |
FAge (Female Age) | 27.3 | −0.19 | 0.15 | −0.27 | −0.11 |
MAge (Male Age) | 65.9 | −0.17 | 0.12 | −0.22 | −0.13 |
DiffAge (|FAge − Mage|) | 25.0 | −0.15 | 0.10 | −0.22 | −0.10 |
FHasInbreeding: Yes (vs. No) | 0.0 | - | - | - | - |
MHasInbreeding: Yes (vs. No) | 0.0 | - | - | - | - |
MContraceptWPriorReversal: NC (vs. No) | 68.2 | 0.33 | 0.23 | 0.25 | 0.42 |
FContraceptWPriorReversal: NC (vs. No) | 2.3 | 0.51 | - | - | - |
FContraceptWPriorReversal: Yes (vs. No) | 0.0 | - | - | - | - |
AUC of ROC | 0.74 | 0.05 |
Variable: Level | Percentage of Non-Zero Coefficients (%) | Average Effect/Regression Coefficient | SD of Non-Zero Coefficients | Lower 95% CL | Upper 95% CL |
---|---|---|---|---|---|
FAge (Female Age) | 26.4 | −0.18 | 0.17 | −0.26 | −0.11 |
MAge (Male Age) | 73.6 | −0.17 | 0.20 | −0.22 | −0.11 |
DiffAge (|FAge − MAge|) | 9.7 | 0.25 | 0.21 | 0.09 | 0.41 |
FHasInbreeding: Yes (vs. No) | 31.9 | −0.31 | 0.26 | −0.42 | −0.20 |
MHasInbreeding: Yes (vs. No) | 2.8 | 0.11 | 0.10 | −0.02 | 0.24 |
MContraceptWPriorReversal: NC (vs. No) | 1.4 | −0.02 | - | - | - |
FContraceptWPriorReversal: NC (vs. No) | 83.3 | 0.20 | 0.14 | 0.17 | 0.24 |
FContraceptWPriorReversal: Yes (vs. No) | 8.3 | −0.36 | 0.28 | −0.58 | −0.13 |
AUC of ROC | 0.74 | 0.04 |
RVA Results: Factors Associated with Breeding Success | ||
---|---|---|
New Pairs | Experienced Pairs | |
Chi-square Test of Association or t-Test | Male Contraception History Male Age (Trend) | Female Contraception History Female Inbreeding Female Age Male Age (Trend) |
Conditional Random Forest Models (in order of importance) | Male Age Male Contraception History | Female Contraception History Female Age Female Inbreeding Male Age |
LASSO Regression Models | Male Contraception History Male Age Female Age Age Difference | Female Contraception History Female Inbreeding Female Age Male Age |
Survival Analysis— Full Models | Male Contraception History | Male Age |
Survival Analysis— Reduced Models | Male Contraception History | Male Age |
Contraception (BTPs 2001–2019) Without Prior Reversal Only | N Pairs | % Successful (N Pairs) | N Individuals | % Successful (N Individuals) |
---|---|---|---|---|
Females MGA only (# of treatments): | 12 | 50.00% (6) | 11 | 54.54% (6) |
1 | 9 | 55.56% (5) | 8 | 62.50% (5) |
2 | 2 | 50.00% (1) | 2 | 50.00% (1) |
3 | 1 | 0% (0) | 1 | 0% (0) |
Females MGA only (implant removal): | ||||
Implant removed | 10 | 50.00% (5) | 9 | 55.55% (5) |
Implant unremoved/expired | 2 | 50.00% (1) | 2 | 50.00% (1) |
Females deslorelin only (# of treatments): | 17 | 47.06% (8) | 15 | 53.33% (8) |
1 | 7 | 71.43% (5) | 6 | 83.33% (5) |
2 | 3 | 33.33% (1) | 2 | 50.00% (1) |
3 | 4 | 25.00% (1) | 4 | 25.00% (1) |
4 | 0 | NA | 0 | NA |
5 | 0 | NA | 0 | NA |
6 | 0 | NA | 0 | NA |
7 | 1 | 0% (0) | 1 | 0% (0) |
8 | 1 | 100.0% (1) | 1 | 100.0% (1) |
9 | 1 | 0% (0) | 1 | 0% (0) |
Females deslorelin only (implant removal): | ||||
Implant removed | 5 | 60.00% (3) | 5 | 60.00% (3) |
Implant unremoved/unknown | 12 | 41.67% (5) | 10 | 50.00% (5) |
Males deslorelin only (# of treatments): | 13 | 23.08% (3) | 9 | 33.33% (3) |
1 | 5 | 20.00% (1) | 3 | 33.33% (1) |
2 | 5 | 40.00% (2) | 3 | 60.00% (2) |
4 | 2 | 0.00% (0) | 2 | 0.00% (0) |
9 | 1 | 0.00% (0) | 1 | 0.00% (0) |
Males deslorelin only (implant removal): | ||||
Implant removed | 2 | 0.00% (0) | 1 * | 0.00% (0) |
Implant unremoved/unknown | 11 | 27.27% (3) | 9 | 33.33% (3) |
PCA | Habitat Components Included | Number of PCs with Eigenvalues ≥ 1 | Factor Name | Description | Cumulative Variation Explained by Retained Habitat Factors |
---|---|---|---|---|---|
1: Substrates | Grass, mulch, sand, soil, boulders, pebbles, leaves, concrete, gunite | 3 | Substrates1 | Natural/softer substrates vs. unnatural/harder substrates | 60.51% |
Substrates2 | Use of concrete vs. gunite | ||||
Substrates3 | Generally distinguishes between stone sizes (i.e., boulders vs. pebbles) | ||||
2: Water Features | Gradient pool entry, step pool entry, drop-off pool entry, waterfall(s), floating log piles | 2 | Water1 | Generally differentiated pools in habitats by entry type, in particular step vs. gradient entry | 66.98% |
Water2 | Distinguishes habitats by pool entry type: gradient vs. drop-off pool entry, as well as presence vs. absence of floating log piles | ||||
3: Dens and Caves | Dens, caves | 1 | Dens 1 | Presence vs. absence of dens and/or caves | 52.65% |
4: Habitat Type | Mixed-species habitat, rotational exhibit | 1 | HabitatType1 | Indicates habitats that are mixed species and/or rotational exhibits vs. habitats that are dedicated spaces for ASCO only | 52.65% |
5: Plants | Bushes, deadfall, hollow logs, trees, tree and root systems, live plants | 3 | Plants1 | Typified by the presence or absence of live plants (including bushes), trees, and tree and root systems | 84.56% |
Plants2 | Presence vs. absence of bushes | ||||
Plants3 | Presence vs. absence of hollow logs | ||||
6: Habitat Complexity | >6 substrates, >8 features, varied levels, pools over 0.61 m deep >1, living areas >3 | 3 | Complexity1 | Overall number of substrates and features present in the habitat (more vs. fewer) | 81.93% |
Complexity2 | Number of pools and living areas the ASCOs had access to (several vs. few) | ||||
Complexity3 | Presence vs. absence of varied levels within the habitat | ||||
7: Habitat Size | Deepest pool >1.25 m deep, largest pool >20,000 L, largest pool >20 m2, largest living area >55 m2, land-to-water ratio >3 | 2 | Dimensions1 | Size of the deepest and/or largest pool indicating larger, deeper pools vs. smaller, shallower pools | 79.24% |
Dimensions2 | Size of the overall habitat, smaller vs. larger living areas |
Modified RVA Results: Factors Associated with Breeding Success | ||
---|---|---|
New Pairs | Experienced Pairs | |
Chi-square Test of Association or t-Test | Step Pool Entry Water1 (Trend) Dens1 (Trend) Male Contraception History | Sand substrate Floating Log Piles Pools Over 0.61 m Deep Female Contraception History Female Inbreeding Female Age Male Age |
Conditional Random Forest Models (in order of importance) | Male Contraception History Age Difference Male Age Dens1 Water1 AtLocation | Female Age Male Age Female Contraception History Female Inbreeding |
LASSO Regression Models | Plants1 | - |
Survival Analysis— Reduced Models | Male Contraception History Water2 Plants1 | Female Age Water1 HabitatType1 |
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Franklin, A.D.; McDonald, M.M.; Agnew, M.; Duncan, S.; Powell, D.M. Biological and Management-Related Predictors of Reproductive Success in North American Ex Situ Asian Small-Clawed Otters (Aonyx cinereus). J. Zool. Bot. Gard. 2023, 4, 587-612. https://doi.org/10.3390/jzbg4030042
Franklin AD, McDonald MM, Agnew M, Duncan S, Powell DM. Biological and Management-Related Predictors of Reproductive Success in North American Ex Situ Asian Small-Clawed Otters (Aonyx cinereus). Journal of Zoological and Botanical Gardens. 2023; 4(3):587-612. https://doi.org/10.3390/jzbg4030042
Chicago/Turabian StyleFranklin, Ashley D., Monica M. McDonald, Mary Agnew, Sarah Duncan, and David M. Powell. 2023. "Biological and Management-Related Predictors of Reproductive Success in North American Ex Situ Asian Small-Clawed Otters (Aonyx cinereus)" Journal of Zoological and Botanical Gardens 4, no. 3: 587-612. https://doi.org/10.3390/jzbg4030042
APA StyleFranklin, A. D., McDonald, M. M., Agnew, M., Duncan, S., & Powell, D. M. (2023). Biological and Management-Related Predictors of Reproductive Success in North American Ex Situ Asian Small-Clawed Otters (Aonyx cinereus). Journal of Zoological and Botanical Gardens, 4(3), 587-612. https://doi.org/10.3390/jzbg4030042