Abstract
Whole-genome duplication is a common mutation in eukaryotes with far-reaching phenotypic effects, the resulting morphological and fitness consequences and how they affect the survival of polyploid lineages are intensively studied. Another important factor may also determine the probability of establishment and success of polyploid lineages: inbreeding depression. Inbreeding depression is expected to play an important role in the establishment of neopolyploid lineages, their capacity to colonize new environments, and in the simultaneous evolution of ploidy and other life-history traits such as self-fertilization. Both theoretically and empirically, there is no consensus on the consequences of polyploidy on inbreeding depression. In this meta-analysis, we investigated the effect of polyploidy on the evolution of inbreeding depression, by performing a meta-analysis within angiosperm species. The main results of our study are that the consequences of polyploidy on inbreeding depression are complex and depend on the time since polyploidization. We found that young polyploid lineages have a much lower amount of inbreeding depression than their diploid relatives and their established counterparts. Natural polyploid lineages are intermediate and have a higher amount of inbreeding depression than synthetic neopolyploids, and a smaller amount than diploids, suggesting that the negative effect of polyploidy on inbreeding depression decreases with time since polyploidization.
Keywords: polyploidy, genome doubling, fitness, inbreeding depression, polyploid establishment
1. Introduction
Polyploidization has occurred numerous times during the evolution of eukaryotes [1,2] and has been shown to have a broad range of phenotypic and genomic effects and to be an important mechanism for plant adaptation and speciation [3]. Nevertheless, polyploidization initially arises with several disadvantages in neopolyploids, like mitotic and meiotic dysfunction, genomic instability, decrease in fitness and negative frequency-dependent selection [4–9].
Another important factor may also determine the probability of survival and success of polyploid lineages: inbreeding depression (ID hereafter) [10,11]. ID can be defined as the reduction of fitness found in selfed progenies compared to outcrossed progenies [12] and is predominantly due to the expression of recessive deleterious alleles at their homozygous state [13]. ID theoretically plays an important role in polyploids establishment. The initially low frequency of polyploid lineages within a diploid population may lead to strong bi-parental inbreeding [14]. In such conditions, it has been shown theoretically that a decrease in ID in polyploids compared to diploids is necessary for them to establish [10,11].
Polyploidy is theoretically expected to have both positive and negative effects on the amount of ID (see [15] for review). In the short term, it has been shown theoretically that in autopolyploid species, the strong bottleneck associated with polyploidization can strongly decrease the amount of ID due to the loss and/or the fixation of recessive deleterious mutations [16]. Even if not tested, we can expect similar consequences in allopolyploid species. In autopolyploid species with polysomic inheritance, even without a loss of genetic diversity, if frequencies of deleterious mutations remain similar in different cytotypes, as homozygosity increases at slower rates in autopolyploids compared to diploids [17], the expression of ID should be less severe in neoautopolyploids. In the long term, the better masking of recessive deleterious mutations in autopolyploids should make them segregate at higher frequencies than in diploid populations [18]. Depending on the dominance coefficients of the mutations in the autopolyploid heterozygous genotypes, this increase in frequency can make ID smaller [19] or higher [20] in autopolyploids compared to diploids. Empirically, both a decrease [21,22] or an increase [23,24] in ID in synthetic and natural autopolyploids compared to diploids have been observed, and no strong consensus can be made. Allopolyploidy has received much less attention, and there are consequently fewer expectations than in autopolyploid species. Hedrick [25] nevertheless showed that in homosporous, allopolyploid ferns, because offspring will be strongly homozygous due to intragametophytic selfing, ID should be lower in allopolyploids compared to diploids.
In this study, we investigated the effect of polyploidy on the evolution of ID. To do so, we performed a meta-analysis within angiosperm species. The main results of our study are that the effect of polyploidy on ID is complex and depends on the time since polyploidization. We found that synthetic polyploid lineages have a lower amount of ID than their diploid progenitors and their established counterpart. Natural polyploid lineages are intermediate and have a higher amount of ID than synthetic neopolyploids, and a smaller amount than diploids.
2. Material and methods
(a) . Dataset compilation
For this study, we were interested in the amount of ID in polyploids (auto- and allopolyploids, and of synthetic and natural genomic origins) compared to their diploid progenitors. As the studies comparing diploid and polyploid populations of the same species in the same article were rare, we extended the research to articles estimating the level of ID in polyploid populations, even without diploid controls.
We used Google Scholar, Web of Science, PubMed and Agricola databases to perform our literature survey. We used the keywords (neopolyploid* or synthetic polyploid* or polyploid*), (inbreeding, inbreeding depression and fitness) and (‘plant*’). To be incorporated in the data collection, the selected study had to (i) define clearly the type (allo- or autopolyploidy) and level of ploidy of the population under study, (ii) give the level of ID in the populations under study, or at least give the fitness of outbred and inbred progenies, such that we were able to infer ID ourselves, and (iii) that ID equals δ = 1 − (Ws/Wo) when Ws < Wo and δ = (Wo/Ws) − 1 when Ws > Wo, where Ws and Wo are, respectively, the fitness of selfed and outcrossed progenies [12]. Most of the time, the studies reported the numerical values in tables, but we sometimes had to extract the data directly from the figures, by using Plot Digitizer [26]. In the following part of the manuscript, we assumed that estimates found in synthetic polyploids (called neopolyploids in the following parts of the manuscript) will be our proxies for the short-term consequences of polyploidization on ID, while estimates from natural populations will be our proxies for the long-term consequences, even if the time since polyploidization is generally unknown and can greatly differ between species. A summary of the sampled species and articles can be found in table 1.
Table 1.
Summary of the sampled species, their ploidy levels, their genomic origin (auto- or allopolyploid), if they are natural or synthetical polyploids.
| species | ploidy levels | genomic origin | natural/synthetic | references |
|---|---|---|---|---|
| Acacia auriculiformis | 2×, 4× | autopolyploid | synthetic | [27] |
| Agropyron cristatum | 2×, 4× | autopolyploid | natural and synthetic | [24,28] |
| Amsinckia gloriosa | 2×, 4× | autopolyploid | natural | [29] |
| Anthericum liliago | 2×, 4× | allopolyploid | natural | [30] |
| Aster kantoensis | 4× | autopolyploid | natural | [31] |
| Beta vulgaris | 4× | autopolyploid | natural | [32] |
| Campanula americana | 4× | autopolyploid | natural | [33,34] |
| Centaurea stoebe | 2×, 4× | allopolyploid | natural | [14] |
| Chamerion angustifolium | 2×, 4× | autopolyploid | natural and synthetic | [21,35–37] |
| Clarkia davyi | 2×, 4× | allopolyploid | natural | [38] |
| Clarkia gracilis | 2×, 4× | allopolyploid | natural | [38] |
| Digitalis purpurea | 4× | autopolyploid | natural | [39] |
| Fragaria vesca | 2×, 4× | autopolyploid | synthetic | [40] |
| Iris versicolor | 4× | allopolyploid | natural | [41] |
| Jasione maritima | 2×, 4× | autopolyploid | synthetic | [22] |
| Knautia arvensis | 4× | autopolyploid | natural | [42] |
| Medicago sativa | 4× | autopolyploid | natural | [23,43,44] |
| Mercurialis annua | 6× | autopolyploid | natural | [45,46] |
| Pyrus communis | 4× | autopolyploid | natural | [47] |
| Scalesia affinis | 4× | autopolyploid | natural | [48] |
| Silene virginica | 4× | autopolyploid | natural | [49] |
| Spartina alterniflora | 4× | allopolyploid | natural | [50] |
| Trifolium hybridum | 4× | autopolyploid | synthetic | [51] |
| Vaccinium corymbosum | 2×, 4× | autopolyploid | natural | [52] |
(b) . Considering phylogenetic non-independence
We tested if there was a potential phylogenetic correlation of our estimates in our analyses. To do so, we used the divergence times found in the TimeTree's database [53], in order to reconstruct the phylogeny of our selected species. We then used the MEGA-X software [54] to transform the obtained matrix of distance into NEWICK format, with a UPGMA method. During this process, seven species were not found. We used the TimeTree database to find closely related species used for the replacement of the missing ones (see electronic supplementary material, figure S1 and associated text for the list of species). To test for a potential phylogenetic non-independence, we used the obtained phylogeny and ran linear mixed effect models by using the ‘metafor’ R package [55], and more precisely the rma.mv function that allows integration of the phylogenetic correlation matrix into linear models. We tested if the amount of ID differed among diploid, neo- and natural polyploids using nested models. A first in which a random effect ‘Species’ is specified, and a second in which we included the phylogenetic correlation matrix as an additional random effect. The significance of the phylogenetic matrix was tested by performing a likelihood ratio test between the two above-mentioned models.
(c) . Inbreeding depression
We chose to perform a Bayesian meta-analysis, by using the MCMCglmm package [56]. We wrote the following model:
| 2.1 |
where δ ij is the level of ID, μ is the mean value and ploidyi is the effect of the ploidy i (diploid, neopolyploid [synthetic polyploid] and established tetraploid). As mentioned before, we only included a single random effect: speciesj is the effect of the jth species, and εij is the residual error. We assumed that the residual error followed a Gaussian distribution. We performed these models with two different datasets. The first one restricted to studies in which ID is estimated in diploid and/or neo- and natural polyploids simultaneously (called relatedness-controlled analysis after). In this dataset, we subtracted the ID level of diploids from the values of polyploids (Δδ = δpoly − δdiplo). If Δδ < 0 (respectively greater than 0), it means that δ is smaller (respectively higher) in polyploids compared to diploids. In a second analysis, we included all studies and compared untransformed values of δ for diploids and polyploids (called complete analysis after). This analysis is potentially less robust, because we are comparing unrelated diploid and polyploid species, which can differ for other life-history traits potentially affecting ID levels.
For all analyses, we used the weakly informative, default priors proposed in MCMCglmm [56]. For fixed effects, the prior is a normal distribution with mean being equal to zero and a variance of 1010. For random effects, inverse-Wishart priors were implemented, with the degree of belief parameter being equal to zero and the expected variance being equal to 1. For all models, we used a burn period of 1 000 000 iterations, with a thinning interval of 50, and the MCMC chains were run for 6 000 000 iterations in total. The parameter models and associated 95% credible intervals were thus inferred from the sampling of the posterior distribution 100 000 times. We undertook a visual examination of the convergence, posterior traces and autocorrelation values of our models, as suggested in [56]. The trace of the sampled posterior and posterior distributions for both models are available in electronic supplementary material, figures S2 and S3.
3. Results
The dataset was composed of 33 articles published between 1940 and 2020. These articles covered 25 species divided into 15 families of angiosperms. The relatedness-controlled analysis was based on 99 diploid-polyploids estimates of ID (70 in natural polyploid populations, 29 in synthetic polyploids). The complete analysis compiled 225 estimates of ID (195 in natural polyploid populations, 30 in synthetic polyploids). Most of the estimates have been estimated for autopolyploid species (187 in auto- and 23 in allopolyploid species). A summary can be found in table 2.
Table 2.
Summary of the number of estimates for the different categories of ploidy, for the relatedness-controlled and complete analyses.
| dataset | diploids | neopolyploids | natural polyploids |
|---|---|---|---|
| relatedness-controlled | 84 | 29 | 70 |
| complete | 84 | 30 | 195 |
We found that the phylogenetic matrix did not improve the model (χ2 = 0.171, d.f. = 1, p = 0.680), so we decided to only keep the random effect ‘Species’. We found no differences between allo- and autopolyploid species (electronic supplementary material, tables S1–S3).
On average, polyploidy tended to decrease the amount of ID (figure 1), with synthetic polyploids having the smallest mean ID level, and natural polyploids being intermediate between synthetic polyploids and diploids (figure 1). In the relatedness-controlled analysis, synthetic polyploids had a significantly smaller level of ID than their diploid relatives (figure 1a), but natural polyploids had an intermediate level, not significantly different from synthetic polyploids or diploids (figure 1a). In the complete analysis, the amount of ID found in our restricted set of diploid estimates was in line with what was found in bigger studies (0.42 in [57], 0.38 [95% credible interval 0.27–0.60] in this study), confirming that we can use this value for comparisons. We found that all cytotypes had significantly different amounts of ID (figure 1b). The synthetic polyploids had the lowest amount (figure 1b, with a decrease of 69.0% compared to diploids), while natural polyploids were intermediate between the two other cytotypes (figure 1b, with a decrease of 30.7% compared to diploids and an increase of 126.8% compared to synthetic polyploids).
Figure 1.
The evolution of inbreeding depression in polyploids (neo- and natural polyploids) compared to their diploid progenitors. (a) Relatedness-controlled analysis, with Δδ = δpoly – δdiplo, a negative value showing that inbreeding depression is smaller in polyploids compared to diploids. Here, Δδ is significantly different from zero for neopolyploids, but not for natural polyploids. (b) Complete analysis. Different letters indicate significantly different mean values between ploidy levels. Error bars indicates the 95% credibility intervals.
4. Discussion
(a) . Inbreeding depression and establishment of new polyploid lineages
In this study, we found that ID decreases in polyploid populations compared to diploids. This result increases our understanding of how neopolyploid lineages can establish. Our meta-analysis confirmed theoretical expectations that due to an initial bottleneck [16], the masking of deleterious mutations that are in comparable frequencies as in diploids [18,58] and/or a slower increase in homozygosity during selfing events [17], new polyploid lineages benefit from a strong decrease in ID. Indeed, the small average amount of ID (δ = 0.119) found in synthetic polyploids suggests that potential bi-parental inbreeding should have a minor effect on the establishment probability of neopolyploids [10,11]. In the long-term, however, the amount of ID increases again in natural polyploids, as expected due to the increase in the frequency of recessive deleterious mutations because of their better masking in polyploids compared to diploids [16,20]. Nevertheless, our results cannot conclude if natural polyploids have an intermediate or similar amount of ID to their diploid progenitors.
(b) . The joint evolution of polyploidy, range expansion and mating system
Our results also give insights into why polyploidization can also lead to the evolution of other life-history traits. It has been observed that polyploid lineages can lead to the expansion of geographical [59] and climatic niches [60,61]. A theoretical argument is that a reduction in ID may favour such expansions, as biparental inbreeding, expected during the process due to bottleneck events [14], which should have a minor effect on (neo)polyploids compared to diploids [11]. Our results support the theoretical prediction.
Finally, our results indicate that polyploidization could favour the transition from predominantly outcrossing to predominantly selfing mating systems. If an association between polyploidy and higher selfing rates has been found [62], it has been shown that this effect depends on the kind of ploidy. Husband et al. [21] showed that autopolyploid species generally self-fertilize less than diploid ones, while allopolyploids showed the opposite pattern [21,63]. Since our dataset is mainly composed of autopolyploid species (table 1), our finding seems to be counterintuitive. Nevertheless, recent theoretical advances showed selfing only promotes autopolyploidization when neopolyploid lineages are at least as fit as their diploid counterparts [64], which is generally not the case [8,65].
Our results, however, suggest that geographical expansion and/or the evolution of selfing are more likely to occur in the very first generations following genome doubling, as ID is smaller in synthetic polyploids than in natural ones.
(c) . Potential limitations
Even if informative, our study could suffer from potential bias. The first bias is that synthetically produced polyploids could not be representative of natural young polyploid lineages. Nevertheless, the chemical treatments used the generate synthetic polyploids generally lead to a high to moderate death rate of treated diploids (see for example [66]), mimicking the expected bottleneck of genetic diversity that occurs during polyploidization events [16]. A second bias could be that the sampled diploid and natural polyploid lineages could differ in their selfing rate, which could be problematic if polyploids are more often predominantly selfers compared to diploids, as the observed decrease in ID could be due to an increased selfing rate that more efficiently purges deleterious mutations in natural polyploids compared to diploids [20]. Nevertheless, quick comparisons of the selfing rate found in our diploid and natural polyploid species suggest no differences (electronic supplementary material, table S4), and our dataset is mainly composed of autopolyploid species, which tend to have a smaller selfing rate than their diploid progenitors on average [21]. These results suggest that our analysis is conservative, and that the observed decrease in ID is due to the consequences of polyploidization per se. Finally, it is generally assumed that ID will affect the survival probability of polyploid populations, but such an association remains to be tested empirically.
5. Conclusion
Our results are of primary importance for the understanding of polyploid establishment, and for the joint evolution of polyploidy with other life-history traits such as mating systems. However, our results remain preliminary, and further studies are needed to confirm the patterns described. In particular, theoretical and empirical studies in allopolyploid species would be of primary importance as there are few.
Acknowledgement
We thank the associate editor and anonymous reviewers for helpful comments.
Data accessibility
The data and R code are available from the Dryad Digital Repository: https://doi.org/10.5061/dryad.hx3ffbgj1 [67]. The data have been collected based on a literature review. The data are available as .CSV file. The Rscript used to perform the analysis is also available.
The data are provided in the electronic supplementary material [68].
Authors' contributions
J.C.: conceptualization, data curation, formal analysis, writing—original draft and writing—review and editing; F.K.: funding acquisition, validation and writing—review and editing.
All authors gave final approval for publication and agreed to be held accountable for the work performed therein.
Conflict of interest declaration
We declare we have no competing interests.
Funding
We thank the European Research Council (project 850852 DOUBLEADAPT), the Czech Science Foundation (project 20-22783S) and the Czech Academy of Sciences (project RVO 67985939).
References
- 1.Gregory TR, Mable BK. 2005. Polyploidy in animals. In The evolution of the genome, pp. 427-517. Amsterdam, The Netherlands: Elsevier. [Google Scholar]
- 2.Leebens-Mack JH, et al. 2019. One thousand plant transcriptomes and the phylogenomics of green plants. Nature 574, 679-685 ( 10.1038/s41586-019-1693-2) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Van de Peer Y, Mizrachi E, Marchal K. 2017. The evolutionary significance of polyploidy. Nat. Rev. Genet. 18, 411. ( 10.1038/nrg.2017.26) [DOI] [PubMed] [Google Scholar]
- 4.Levin DA. 1975. Minority cytotype exclusion in local plant populations. Taxon 24, 35-43. ( 10.2307/1218997) [DOI] [Google Scholar]
- 5.Comai L. 2005. The advantages and disadvantages of being polyploid. Nat. Rev. Genet. 6, 836-846. ( 10.1038/nrg1711) [DOI] [PubMed] [Google Scholar]
- 6.Otto SP. 2007. The evolutionary consequences of polyploidy. Cell 131, 452-462. ( 10.1016/j.cell.2007.10.022) [DOI] [PubMed] [Google Scholar]
- 7.Doyle JJ, Coate JE. 2019. Polyploidy, the nucleotype, and novelty: the impact of genome doubling on the biology of the cell. Int. J. Plant Sci. 180, 1-52. ( 10.1086/700636) [DOI] [Google Scholar]
- 8.Clo J, Kolář F. 2021. Short- and long-term consequences of genome doubling: a meta-analysis. Am. J. Bot. 108, 2315-2322. ( 10.1002/ajb2.1759) [DOI] [PubMed] [Google Scholar]
- 9.Gemble S, et al. 2022. Genetic instability from a single S phase after whole-genome duplication. Nature 604, 146-151. ( 10.1038/s41586-022-04578-4) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Rausch JH, Morgan MT. 2005. The effect of self-fertilization, inbreeding depression, and population size on autopolyploid establishmen. Evolution 59, 1867-1875. [PubMed] [Google Scholar]
- 11.Griswold CK. 2021. The effects of migration load, selfing, inbreeding depression, and the genetics of adaptation on autotetraploid versus diploid establishment in peripheral habitats. Evolution 75, 39-55. ( 10.1111/evo.14127) [DOI] [PubMed] [Google Scholar]
- 12.Charlesworth D, Charlesworth B. 1987. Inbreeding depression and its evolutionary consequences. Annu. Rev. Ecol. Syst. 18, 237-268. ( 10.1146/annurev.es.18.110187.001321) [DOI] [Google Scholar]
- 13.Charlesworth D, Willis JH. 2009. The genetics of inbreeding depression. Nat. Rev. Genet. 10, 783-796. ( 10.1038/nrg2664) [DOI] [PubMed] [Google Scholar]
- 14.Rosche C, Hensen I, Mraz P, Durka W, Hartmann M, Lachmuth S. 2017. Invasion success in polyploids: the role of inbreeding in the contrasting colonization abilities of diploid versus tetraploid populations of Centaurea stoebe s.l. J. Ecol. 105, 425-435. ( 10.1111/1365-2745.12670) [DOI] [Google Scholar]
- 15.Soltis PS, Soltis DE. 2000. The role of genetic and genomic attributes in the success of polyploids. Proc. Natl Acad. Sci. USA 97, 7051-7057. ( 10.1073/pnas.97.13.7051) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Layman NC, Busch JW. 2018. Bottlenecks and inbreeding depression in autotetraploids. Evolution 72, 2025-2037. ( 10.1111/evo.13587) [DOI] [PubMed] [Google Scholar]
- 17.Bever JD, Felber F. 1992. The theoretical population genetics of autopolyploidy. Oxford Surveys Evol. Biol. 8, 185. [Google Scholar]
- 18.Clo J. 2022. The evolution of the additive variance of a trait under stabilizing selection after autopolyploidization. J. Evol. Biol. 35, 891-897. ( 10.1111/jeb.14010) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Lande R, Schemske DW. 1985. The evolution of self-fertilization and inbreeding depression in plants. I. Genetic models. Evolution 39, 24-40. [DOI] [PubMed] [Google Scholar]
- 20.Ronfort J. 1999. The mutation load under tetrasomic inheritance and its consequences for the evolution of the selfing rate in autotetraploid species. Genet. Res. 74, 31-42. ( 10.1017/S0016672399003845) [DOI] [Google Scholar]
- 21.Husband BC, Ozimec B, Martin SL, Pollock L. 2008. Mating consequences of polyploid evolution in flowering plants: current trends and insights from synthetic polyploids. Int. J. Plant Sci. 169, 195-206. ( 10.1086/523367) [DOI] [Google Scholar]
- 22.Siopa C, Dias MC, Castro M, Loureiro J, Castro S. 2020. Is selfing a reproductive assurance promoting polyploid establishment? Reduced fitness, leaky self-incompatibility and lower inbreeding depression in neotetraploids. Am. J. Bot. 107, 526-538. ( 10.1002/ajb2.1441) [DOI] [PubMed] [Google Scholar]
- 23.Busbice TH, Wilsie CP. 1966. Inbreeding depression and heterosis in autotetraploids with application to Medicago sativa L. Euphytica 15, 52-67. ( 10.1007/BF00024079) [DOI] [Google Scholar]
- 24.Dewey DR. 1966. Inbreeding depression in diploid, tetraploid, and hexaploid crested wheatgrass. Crop Sci. 6, 144-147. ( 10.2135/cropsci1966.0011183X000600020011x) [DOI] [Google Scholar]
- 25.Hedrick PW. 1987. Genetic load and the mating system in homosporous ferns. Evolution 41, 1282-1289. ( 10.1111/j.1558-5646.1987.tb02466.x) [DOI] [PubMed] [Google Scholar]
- 26.Huwaldt JA, Steinhorst S. 2015. Plot Digitizer, version 2.6. 8. See https://sourceforge.net/projects/plotdigitizer.
- 27.Le S, Griffin RA, Harwood CE, Vaillancourt RE, Harbard JL, Price A, Nghiem CQ, Koutoulis A, Nguyen KD. 2021. Breeding polyploid varieties of acacia: reproductive and early growth characteristics of the allotetraploid hybrid (Acacia mangium×A. auriculiformis) in comparison with diploid progenitors. Forests 12, 778. ( 10.3390/f12060778) [DOI] [Google Scholar]
- 28.Dewey DR. 1969. Inbreeding depression in diploid and induced-autotetraploid crested wheatgrass. Crop Sci. 9, 592-595. ( 10.2135/cropsci1969.0011183X000900050023x) [DOI] [Google Scholar]
- 29.Johnston MO, Schoen DJ. 1996. Correlated evolution of self-fertilization and inbreeding depression: an experimental study of nine populations of Amsinckia (Boraginaceae). Evolution 50, 1478-1491. ( 10.1111/j.1558-5646.1996.tb03921.x) [DOI] [PubMed] [Google Scholar]
- 30.Rosquist G. 2001. Reproductive biology in diploid Anthericum ramosum and tetraploid A. liliago (Anthericaceae). Oikos 92, 143-152. ( 10.1034/j.1600-0706.2001.920117.x) [DOI] [Google Scholar]
- 31.Inoue K, Masuda M, Maki M. 1998. Brief communication. Inbreeding depression and outcrossing rate in the endangered autotetraploid plant Aster kantoensis (Asteraceae). J. Hered. 89, 559-562. ( 10.1093/jhered/89.6.559) [DOI] [Google Scholar]
- 32.Hecker RJ. 1972. Inbreeding depression in diploid and autotetraploid sugarbeet, Beta vulgaris L. Euphytica 21, 106-111. ( 10.1007/BF00040554) [DOI] [Google Scholar]
- 33.Galloway LF, Etterson JR, Hamrick JL. 2003. Outcrossing rate and inbreeding depression in the herbaceous autotetraploid, Campanula americana. Heredity 90, 308-315. ( 10.1038/sj.hdy.6800242) [DOI] [PubMed] [Google Scholar]
- 34.Galloway LF, Etterson JR. 2007. Inbreeding depression in an autotetraploid herb: a three cohort field study. New Phytol. 173, 383-392. ( 10.1111/j.1469-8137.2006.01909.x) [DOI] [PubMed] [Google Scholar]
- 35.Husband BC. 2016. Effect of inbreeding on pollen tube growth in diploid and tetraploid Chamerion angustifolium: do polyploids mask mutational load in pollen? Am. J. Bot. 103, 532-540. ( 10.3732/ajb.1500243) [DOI] [PubMed] [Google Scholar]
- 36.Husband BC, Schemske DW. 1996. Evolution of the magnitude and timing of inbreeding depression in plants. Evolution 50, 54-70. ( 10.1111/j.1558-5646.1996.tb04472.x) [DOI] [PubMed] [Google Scholar]
- 37.Ozimec BC. 2006. Inbreeding depression and mating system evolution in the autotetraploid Chamerion angustifolium. PhD Thesis, University of Guelph, Guelph, Ontario, Canada. [Google Scholar]
- 38.Barringer BC, Geber MA. 2008. Mating system and ploidy influence levels of inbreeding depression in Clarkia (Onagraceae). Evol.: Int. J. Org. Evol. 62, 1040-1051. ( 10.1111/j.1558-5646.2008.00361.x) [DOI] [PubMed] [Google Scholar]
- 39.Grindeland JM. 2008. Inbreeding depression and outbreeding depression in Digitalis purpurea: optimal outcrossing distance in a tetraploid. J. Evol. Biol. 21, 716-726. ( 10.1111/j.1420-9101.2008.01519.x) [DOI] [PubMed] [Google Scholar]
- 40.Kwok A. 2013. The role of polyploidy in the evolution of gender dimorphism: an experimental approach using Fragaria vesca. PhD Thesis, University of Guelph, Guelph, Ontario, Canada. [Google Scholar]
- 41.Wheelwright NT, Begin E, Ellwanger C, Taylor SH, Stone JL. 2016. Minimal loss of genetic diversity and no inbreeding depression in blueflag iris (Iris versicolor) on islands in the Bay of Fundy. Botany 94, 543-554. ( 10.1139/cjb-2016-0004) [DOI] [Google Scholar]
- 42.Vange V. 2002. Breeding system and inbreeding depression in the clonal plant species Knautia arvensis (Dipsacaceae): implications for survival in abandoned grassland. Biol. Conserv. 108, 59-67. ( 10.1016/S0006-3207(02)00090-3) [DOI] [Google Scholar]
- 43.Wilsie CP. 1958. Effect of inbreeding on fertility and vigor of alfalfa. Agron. J. 50, 182-185. ( 10.2134/agronj1958.00021962005000040004x) [DOI] [Google Scholar]
- 44.Posler GL, Wilsie CP, Atkins RE. 1972. Inbreeding Medicago sativa L. by selfing, sib-mating, and intergenerational crossing. Crop Sci. 12, 49-52. ( 10.2135/cropsci1972.0011183X001200010017x) [DOI] [Google Scholar]
- 45.Pujol B, Zhou SR, Sanchez Vilas J, Pannell JR. 2009. Reduced inbreeding depression after species range expansion. Proc. Natl Acad. Sci. USA 106, 15 379-15 383. ( 10.1073/pnas.0902257106) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Eppley SM, Pannell JR. 2009. Inbreeding depression in dioecious populations of the plant Mercurialis annua: comparisons between outcrossed progeny and the progeny of self-fertilized feminized males. Heredity 102, 600-608. ( 10.1038/hdy.2009.21) [DOI] [PubMed] [Google Scholar]
- 47.Crane MB, Lewis D. 1942. Genetical studies in pears. J. Genet. 43, 31-43. ( 10.1007/BF02982745) [DOI] [PubMed] [Google Scholar]
- 48.Nielsen LR, Siegismund HR, Hansen T. 2007. Inbreeding depression in the partially self-incompatible endemic plant species Scalesia affinis (Asteraceae) from Galápagos islands. Evol. Ecol. 21, 1-12. ( 10.1007/s10682-006-9128-6) [DOI] [Google Scholar]
- 49.Dudash MR, Fenster CB. 2001. The role of breeding system and inbreeding depression in the maintenance of an outcrossing mating strategy in Silene virginica (Caryophyllaceae). Am. J. Bot. 88, 1953-1959. ( 10.2307/3558422) [DOI] [PubMed] [Google Scholar]
- 50.Daehler CC. 1998. Variation in self-fertility and the reproductive advantage of self-fertility for an invading plant (Spartina alterniflora). Evol. Ecol. 12, 553-568. ( 10.1023/A:1006556709662) [DOI] [Google Scholar]
- 51.Armstrong JM, Robertson RW. 1956. Studies of colchicine-induced tetraploids of Trifolium Hybridum L.: I. Cross and self-fertility and cytological observations. Can. J. Agr. Sci. 36, 255-266. [Google Scholar]
- 52.Hokanson K, Hancock J. 2000. Early-acting inbreeding depression in three species of Vaccinium (Ericaceae). Sexual Plant Reprod. 13, 145-150. ( 10.1007/s004970000046) [DOI] [Google Scholar]
- 53.Kumar S, Stecher G, Suleski M, Hedges SB. 2017. TimeTree: a resource for timelines, timetrees, and divergence times. Mol. Biol. Evol. 34, 1812-1819. ( 10.1093/molbev/msx116) [DOI] [PubMed] [Google Scholar]
- 54.Kumar S, Stecher G, Li M, Knyaz C, Tamura K. 2018. MEGA X: molecular evolutionary genetics analysis across computing platforms. Mol. Biol. Evol. 35, 1547. ( 10.1093/molbev/msy096) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Viechtbauer W. 2010. Conducting meta-analyses in R with the metafor package. J. Stat. Softw. 36, 1-48. ( 10.18637/jss.v036.i03) [DOI] [Google Scholar]
- 56.Hadfield JD. 2010. MCMC methods for multi-response generalized linear mixed models: the MCMCglmm R package. J. Stat. Softw. 33, 1-22. ( 10.18637/jss.v033.i02)20808728 [DOI] [Google Scholar]
- 57.Winn AA, et al. 2011. Analysis of inbreeding depression in mixed-mating plants provides evidence for selective interference and stable mixed mating. Evol.: Int. J. Org. Evol. 65, 3339-3359. ( 10.1111/j.1558-5646.2011.01462.x) [DOI] [PubMed] [Google Scholar]
- 58.Otto SP, Whitton J. 2000. Polyploid incidence and evolution. Annu. Rev. Genet. 34, 401-437. ( 10.1146/annurev.genet.34.1.401) [DOI] [PubMed] [Google Scholar]
- 59.Te Beest M, Le Roux JJ, Richardson DM, Brysting AK, Suda J, Kubešová M, Pyšek P. 2012. The more the better? The role of polyploidy in facilitating plant invasions. Ann. Bot. 109, 19-45. ( 10.1093/aob/mcr277) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Padilla-García N, et al. 2022. The importance of considering the evolutionary history of polyploids when assessing climatic niche evolution. J. Biogeogr. ( 10.1111/jbi.14496) [DOI] [Google Scholar]
- 61.Glennon KL, Ritchie ME, Segraves KA. 2014. Evidence for shared broad-scale climatic niches of diploid and polyploid plants. Ecol. Lett. 17, 574-582. ( 10.1111/ele.12259) [DOI] [PubMed] [Google Scholar]
- 62.Barringer BC. 2007. Polyploidy and self-fertilization in flowering plants. Am. J. Bot. 94, 1527-1533. ( 10.3732/ajb.94.9.1527) [DOI] [PubMed] [Google Scholar]
- 63.Novikova PYu, Kolesnikova UK, Scott AD. 2022. Ancestral self-compatibility facilitates the establishment of allopolyploids in Brassicaceae. Plant Reprod. ( 10.1007/s00497-022-00451-6) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Clo J, Padilla-García N, Kolář F. 2022. Polyploidization as an opportunistic mutation: the role of unreduced gametes formation and genetic drift in polyploid establishment. J. Evol. Biol. 35, 1099-1109. ( 10.1111/jeb.14055) [DOI] [PubMed] [Google Scholar]
- 65.Porturas LD, Anneberg TJ, Curé AE, Wang S, Althoff DM, Segraves KA. 2019. A meta-analysis of whole genome duplication and the effects on flowering traits in plants. Am. J. Bot. 106, 469-476. ( 10.1002/ajb2.1258) [DOI] [PubMed] [Google Scholar]
- 66.Julião SA, et al. 2020. Induction of synthetic polyploids and assessment of genomic stability in Lippia alba. Front. Plant Sci. 11, 292. ( 10.3389/fpls.2020.00292) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Clo J, Kolář F. 2022. Data from: Inbreeding depression in polyploid species: a meta-analysis. Dryad Digital Repository. ( 10.5061/dryad.hx3ffbgj1) [DOI] [PMC free article] [PubMed]
- 68.Clo J, Kolář F. 2022. Inbreeding depression in polyploid species: a meta-analysis. Figshare. ( 10.6084/m9.figshare.c.6328854) [DOI] [PMC free article] [PubMed]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Citations
- Clo J, Kolář F. 2022. Data from: Inbreeding depression in polyploid species: a meta-analysis. Dryad Digital Repository. ( 10.5061/dryad.hx3ffbgj1) [DOI] [PMC free article] [PubMed]
- Clo J, Kolář F. 2022. Inbreeding depression in polyploid species: a meta-analysis. Figshare. ( 10.6084/m9.figshare.c.6328854) [DOI] [PMC free article] [PubMed]
Data Availability Statement
The data and R code are available from the Dryad Digital Repository: https://doi.org/10.5061/dryad.hx3ffbgj1 [67]. The data have been collected based on a literature review. The data are available as .CSV file. The Rscript used to perform the analysis is also available.
The data are provided in the electronic supplementary material [68].

