Abstract
Species introductions promote secondary contacts between taxa with long histories of allopatric divergence. Anthropogenic contact zones thus offer valuable contrasts to speciation studies in natural systems where past spatial isolations may have been brief or intermittent. Investigations of anthropogenic hybridization are rare for marine animals, which have high fecundity and high dispersal ability, characteristics that contrast to most terrestrial animals. Genomic studies indicate that gene flow can still occur after millions of years of divergence, as illustrated by invasive mussels and tunicates. In this context, we highlight three issues: (i) the effects of high propagule pressure and demographic asymmetries on introgression directionality, (ii) the role of hybridization in preventing introduced species spread, and (iii) the importance of postzygotic barriers in maintaining reproductive isolation. Anthropogenic contact zones offer evolutionary biologists unprecedented large scale hybridization experiments. In addition to breaking the highly effective reproductive isolating barrier of spatial segregation, they allow researchers to explore unusual demographic contexts with strong asymmetries. The outcomes are diverse, from introgression swamping to strong barriers to gene flow, and lead to local containment or widespread invasion. These outcomes should not be neglected in management policies of marine invasive species.
This article is part of the theme issue ‘Towards the completion of speciation: the evolution of reproductive isolation beyond the first barriers’.
Keywords: biological invasions, speciation, propagule pressure, hybrid zone, artificial habitats, marine
1. Introduction
Human-mediated translocations of species across oceans have been ever increasing especially since the onset of the twentieth century, owing to growing international trade [1]. These biological introductions have complex consequences on the distribution of biological diversity. Introductions of non-indigenous species (NIS) inherently disrupt natural biogeographic barriers [2]. Thus, secondary contacts between previously allopatric species are important outcomes of biological introductions. Because species boundaries are often semipermeable, human-mediated translocation of species creates opportunities for hybridization and introgression [3] which, together with habitat disturbances, contribute to ‘anthropogenic hybridization’ (for a review and references, see [4,5]).
Such human-mediated secondary contacts create unique opportunities to examine the processes enhancing or preventing hybridization and introgression in detail and in real-time [6]. They offer replicated situations for investigating the strength of reproductive isolation barriers that accumulated during divergence in allopatry. These insights are of particular relevance for considering strongly differentiated yet incompletely isolated species that do not have the opportunity to meet at natural hybrid zones, such as species living in separate oceans or continents. For instance, Pacific-Atlantic congeners are historically separated by 3+ Myr divergence in allopatry [7], yet many species native to the Pacific have been introduced to the northeast Atlantic where they encounter their congeners. This history is typified by the Pacific sea squirt Ciona robusta (see box 1). When these anthropogenic contact zones involve taxa with long histories of divergence in allopatry, they offer valuable contrasts to speciation studies in natural systems where past spatial isolations may have been brief and intermittent. These long allopatric species probably fall at the extreme of the speciation continuum and exhibit high levels of reproductive isolation. Following the rationale proposed by Hewitt [17] (i.e. hybrid zones as natural laboratories for evolutionary studies), anthropogenic hybridizations between such species thus provide in situ laboratories to examine the fate of co-occurring divergent genomes. These are also excellent opportunities to examine genomic changes (i) in new environments for the introduced species, and (ii) in novel genetic backgrounds for both the native and introduced genes (box 2). Additionally, some recent secondary contact situations can illuminate our understanding of repeated periods of inter-taxa gene flow as a mixture between past and contemporary introgression events, both leaving coexisting footprints at the genome level ([31] and box 1).
Box 1. The sea squirts Ciona spp.: a case study of secondary contact with cyclic and ephemeral breakthrough of the introduced species.
Ascidians are a major component of NIS, particularly in artificial habitats such as harbours, docks and piers, where many of them appear as cosmopolitan invaders. This is notably the case of Ciona robusta (formerly known as Ciona intestinalis type A, before an in-depth taxonomic revision [8]). Presumably native to the northwest Pacific C. robusta has been introduced to the northeast and South Pacific, and to the North and South Atlantic (see map in [9]). The northeast Atlantic (especially, the English Channel and the Bay of Biscay) is the only area where C. robusta had been described living in sympatry with its native congener C. intestinalis (formerly known as C. intestinalis type B), from which it has probably diverged greater than 3 Ma [10]. The introduced species display variations in abundance over seasons and years, with episodic breakthrough [11,12].
Figure 1. The sea squirts Ciona robusta (top specimen) and Ciona intestinalis (bottom specimen) are living in closed syntopy in harbours and marinas of the English Channel. They are distinguishable based on subtle morphological criteria. One of them is the red pigmentation of the terminal papillae of the vas deferens in C. robusta (visible in this picture). Photo credit: Laurent Lévêque.
Interestingly, based on transcriptome sequences, an approximate Bayesian computation framework shows that the two species have historically hybridized (although when and in which geographical location is unknown) such that there is a distinct footprint of past introgression in both species [10]. Such multiple contacts may characterize other marine NIS and also highlight the necessity for detailed historical analyses before presuming that all shared polymorphisms arise solely from contemporary hybridization [13].
Comprehensive field and experimental studies show that the two species produced gametes synchronously with juveniles recruited at the same time (twice a year for both species), and are easily crossed in the laboratory with F1 hybrids showing no signs of outbreeding depression [12,14,15]. Although reproductive isolating mechanisms are expected to scale with divergence times, hybridization has thus been documented at a late stage of speciation following human-mediated species translocation. However, the use of an ancestry-informative single nucleotide polymorphisms panel shows that introgression is negligible and only few hybrids had been detected in localities where the two species live in syntopy [13]. Additional experiments documented that F1 hybrids produce less sperm, and F2 backcross hybrids display a reduced survival as compared to parental species (M. Malfant, F. Viard 2017, unpublished data). Altogether, the empirical patterns observed, notably the crossing experiments, suggest postzygotic selection in agreement with the prediction of a multigenic determinism based on Fisher's geometric model [16].
Box 2. The blue mussel Mytilus galloprovincialis: replicated introductions could support comparative studies.
The Mediterranean blue mussel, Mytilus galloprovincialis has been introduced to many different regions in the world with the greatest evidence for substantive ecological impacts in South Africa where there is no native congener. First observed in western South Africa in 1979, M. galloprovincialis now encompasses over 2000 km of coastline, where it greatly restructured the intertidal community (e.g. [18]), with at least one documented extinction of a local bivalve [19]. Aside from South Africa, all other receiving communities for M. galloprovincialis host native congeners, without remarkable ecological influence.
Photo credit: Jessa Thurman.
Where there is a native congener, hybridization has been reported between M. galloprovincialis and the native species. The hybrid zone between M. galloprovincilis and the native Mytilus trossulus on the East Pacific coast of North America shows a broad scale cline from north (M. trossulus genotypes) to south (M. galloprovincialis genotypes) [20]. Mussels collected prior to 1900 from the Los Angeles region and further north have exclusively M. trossulus mitotypes, indicating that M. galloprovincialis has displaced M. trossulus from its southern range [21]. The sequential spread from the likely point of introduction, possibly pausing at dispersal barriers encountered, could be owing to the introduced species being adapted to warmer temperatures [22], or even being intrinsically fitter than the native species whatever the environment. Mytilus galloprovincialis also hybridizes with M. trossulus in the West Pacific where connectivity and adaptation to temperature might also play a role: in Hokkaido Island, Japan the distribution of parental types from 2004 to 2006 surveys aligned well with major currents and their associated temperature regimes, where M. trossulus were most common in the cooler waters of the east [23].
Endogenous reproductive isolation mechanisms seem to limit introgression between M. galloprovincialis and M. trossulus. In the East Pacific, hybrids are present at low frequencies but primarily consist of F1's and first-generation backcrosses [20]. Also, consistent with the concept that numerical dominance of the native species and spatial propagation of the invasion front into the native range could cause introgression of native alleles into the introduced species' background, a recent genomic study found a small number of M. galloprovincialis backcross individuals and no M. trossulus backcross individuals along the East Pacific coast of North America [20]. Many hybrids also have anomalous mitochondrial genome compositions by sex with an overall excess of female mussels [24]. Likewise, in the Hokkaido Island hybrid zone, very high proportions (greater than 50%) of hybrid mussels failed to produce mature eggs or sperm [23].
Mytilus galloprovincialis has also been introduced to Chile [25], Kerguelen Islands [26], Australia and New Zealand [27–29]. Intriguingly, a new study finds very recent (less than 50 years) introduction of Mediterranean type M. galloprovincialis into several Atlantic harbours accompanied by strikingly parallel clinal hybrid zones where hybrids with a majority Mediterreanean type M. galloprovincialis background predominate in the harbours [30]. These ‘dock mussels’ thus seem confined to harbours conversely to native genotypes (Mytilus edulis and Atlantic M. galloprovincialis) that are found outside the harbours [30]. These various contact zones deserve further investigation, as examining replicated situations can foster our understanding of rules and identify common isolating mechanisms.
The outcomes of hybridization following human-mediated secondary contacts are diverse, from extensive asymmetric introgression (introgression swamping), genome-wide admixture, to semi-permeable barriers to gene flow involving strong coupling between isolating loci [32]. The specific outcomes depend on the strength of concomitant endogenous and exogenous reproductive barriers [32]. In this context, secondary contacts can have important consequences for the fate of NIS. They may favour the sustainable establishment of NIS (for instance through adaptive introgression of ‘ready-to-use’ alleles). They can sometimes lead to the emergence of novel species (i.e. homoploid hybrid speciation) or well-identified hybrid genetic clusters, as reported particularly for terrestrial plant species [4,33]. Human-mediated secondary contacts and subsequent hybridization thus have important implications for conserving local biota [34,35].
Hybridization has attracted much attention in terrestrial NIS studies, especially in plants ([36] and references herein), but is rarely documented in marine ecosystems. Marine NIS are, however, numerous in coastal marine systems: for instance, about 1400 NIS are reported in European seas [37]. Admixture and hybridization involving marine NIS are also likely to be common [38,39], particularly for broadcast spawners ([11] and references herein). Intra-specific admixture, defined as the mixing between historically isolated but non-reproductively isolated lineages, has been addressed elsewhere ([38] and references therein). Yet, only a few hybridizing species with strong reproductive isolating mechanisms have been examined in marine systems and this will be the focus of this paper. Two of the best-studied empirical cases of secondary contacts are presented in boxes 1 and 2, highlighting the sea squirts Ciona intestinalis (native to the North Atlantic) and C. robusta (native to the North Pacific) and similarly the blue mussels Mytilus trossulus (native to the North Pacific) and Mytilus galloprovincialis (native to the Mediterranean and East Atlantic).
Demography and migration are pivotal factors influencing the evolution of hybrid zones, and the natural history attributes that characterize marine introduced animals will probably create distinctive demographic and dispersal syndromes. First, many marine NIS have very high reproductive rates, releasing hundreds to thousands of eggs or larvae during a reproductive season [40], or even during a single reproductive event (e.g. the invasive gastropod Crepidula fornicata [41]). Second, most marine organisms have a highly dispersive stage, allowing rapid spread and potentially extensive gene flow. These inherent characteristics of marine NIS play out against human-modified conditions where long-distance and local transport associated with shipping and aquaculture can serve as ongoing introduction vectors and pathways. Similarly, restricted openings of ports and harbours might retain many larvae creating local high abundance of species inhabiting these artificial habitats [42]. Together these biological and anthropogenic factors can yield very high propagule pressure, defined as the number of individuals multiplied by the number of introduction events, which is evidenced by genetic diversity that is often similar or even higher in NIS than that in native range populations [39]. High densities of NIS and natives living sympatrically in novel environments also may dampen prezygotic isolation, as habitat preferences in natural environments would normally prevent interspecific gametes from direct interactions.
These properties, hardly ever encountered in terrestrial animals, can influence the outcome of human-mediated secondary contacts. Although anthropogenic marine hybridizations are starting to receive attention, emerging themes across studied taxa highlight dynamics that contrast to terrestrial systems. We outline three pressing questions regarding how human-mediated secondary contacts affect the trajectory of marine invasive species spread. We then highlight their resultant implications for NIS management and marine conservation of coastal areas.
2. Could propagule pressure counter-balance demographic asymmetry?
Propagule pressure has been shown to be a good proxy for invasive success [43] and can be very high for marine NIS [39]. However, even if numerous propagules are introduced, census population sizes of NIS are often minute relative to that of native congeners in the receiving community. This difference in population size is particularly important at the initial stage of introduction, leading to a demographic imbalance between non-native and native species and consequently affecting introgression when interbreeding occurs. If the NIS establishes itself and grows in abundance (or propagule pressure is sufficiently high), hybridization dynamics can subsequently reverse.
There are three reasons why introgression should mainly occur from the native into the NIS genome, especially during two introduction stages: (i) the initial phase when the NIS is still in low abundance, and (ii) the propagating phase before the NIS-native hybrid zone halts at an equilibrium point. First, a barrier to gene flow depends on population densities and should proceed from the dense into the sparse population [44]. Second, later along the invasion trajectory, introgression should travel from the established receding taxon into the propagating one, with hybrids being dominated by backcrosses towards the non-native parental genome in the invasion wavefront ([45] and references herein). This prediction is corroborated in mussels by the slight but detectable introgression of native M. trossulus alleles into the invading M. galloprovincialis genome (box 2). Third, given that the native genome is already adapted to the local environment whereas the NIS genome is encountering a new environment, the NIS could use ‘ready-to-use’ adaptive alleles from the native species (i.e. adaptive introgression).
However, a hybrid zone can subsequently stabilize at a dispersal or an environmental boundary. This trapping of hybrid zones is theoretically expected when the barrier is maintained by intrinsic and/or extrinsic selection against hybrids ([46] and references therein). Once the hybrid zone is trapped, hybridization will enter a new phase and the direction of introgression may then reverse. By this time, the invasive population is likely to have become larger and denser; movement will be interrupted and introgression should proceed from the fittest (NIS) into the less fit (inbred native) taxon. If some portions of the native genome contain large numbers of deleterious mutations, these portions should be replaced by the NIS counterpart [47] (in other words, genetic rescue proceeds [48]).
Genetic pollution is often feared in invasion biology [49]. However, if there is a semi-permeable barrier between the native species and the NIS, hybrid zone theory predicts that deleterious alleles should be filtered out during the introgression process. Therefore, genetic pollution is a worry predominantly in a situation when the two interacting taxa are not isolated by strong reproductive isolation. For loosely isolated taxa, propagule pressure can induce a sufficient migration load (introgression of deleterious or locally maladapted alleles) into the native population, analogous to gene flow from hatchery reared to wild stocks, such as recorded for salmon [50]. In addition, when reproductive isolation is weak, the NIS genome hardly resists asymmetric introgression along the invasion front [45]. Indeed, genetic swamping (i.e. the admixture of the two genomes) is of concern in this situation. This is, for instance, possibly what is happening the Indo-Pacific sergeant major damselfish (Abudefduf vaigiensis) and its endemic congener Abudefduf abdominalis in Hawaii [51]. Genetic swamping might also be the case between the two lineages of the green crab Carcinus maenas introduced in northeast America, although their place along the population-species continuum is unclear [52]. For well-isolated species, the genetic effect of propagule pressure should mainly affect NIS populations. High propagule pressure would probably drive the genetic composition of the introduced population(s) back to the composition found in the native range, providing the spread of the invasion front is not too rapid and quickly halted by a dispersal boundary. This could be the case in ports of the northeast Atlantic colonized by admixed ‘dock mussels’ (hybrids between the native blue mussel Mytilus edulis and the introduced Mediterranean mussel M. galloprovincialis; box 2), which so far, have remained confined into ports [30] despite a likely continual influx of new propagules from shipping traffic.
3. Genetic Allee effect, our ally against non-indigenous species expansion?
The Allee effect, where population growth is slow or negative when population density is low (demographic Allele effect), is a cornerstone concept in invasion biology [53]. Therefore, successful introductions are expected to rely on high propagule pressure to push the population density of the founding population above the threshold for positive population growth ([43] and references herein). An Allee effect could also slow, or even halt, range expansion at the leading front when migration is low [54]. A reduced growth rate at the leading front also allows for maintaining high genetic diversity owing to migration from the core population (pushed wave behaviour, [55]). In an inspiring model, Mesgaran et al. [56] showed that hybridization allows NIS to escape the Allee effect, when mate-limited, by relying on the population dynamics of the native species (hybridization rescue). However, the demographic advantage of hybridizing with congeners in an already established population is expected to work only when reproductive isolation is weak.
The evolution of intrinsic barriers with bi-stable dynamics enhances reproductive isolation, which in turn creates a genetic Allee effect [57]. When at low density, NIS will fail to find conspecific partners and will produce unfit hybrids when mating with natives, such that the fitness of NIS is low for genetic reasons rather than for demographic reasons. As with the demographic Allee effect, a genetic Allee effect requires a sufficiently high propagule pressure in order to initiate a spreading wave (i.e. pushed wave dynamics of bi-stable variants, [58]). In [56], taxa can be considered as partially reproductively isolated when the compatibility parameter, β is below 1, then hybridization opposes colonization rather than facilitating it. Following initial successful introduction, for example in a place with few individuals of the native species, the subsequent spatial spread can easily and durably be halted by the first dispersal barrier or density trough encountered [59].
To date, there is no unified theory combining both demographic and genetic Allee effects to predict invasion success and spread. However, the available theory suggests that reproductively semi-isolated species should be efficiently confined when the hybrid zone, formed between the NIS and the native species stops moving and halts at the first dispersal barrier. We posit that this could be the case for dock mussels in ports [30] (box 2), for the present contact between M. galloprovincialis and M. trossulus in California [20] (box 2), and for the cyclic ephemeral breakthroughs of C. robusta within C. intestinalis populations in marinas of the English Channel [12,13] (box 1). A hybrid zone identified between two lineages of the marine snail Stramonita haemastoma in eastern Spain could also be explained by the trapping of an invading hybrid zone at the first dispersal barrier it encountered [60]. Often the status of non-native taxa is defined by geographical isolation rather than specific evidence of reproductive isolation. The observation of fast introgression and genetic swamping (as in the aforementioned Hawaiian sergeant major damselfishes [51] and green crab ecotypes [61]) would indicate that there is minimal reproductive isolation and thus admixture proceeds largely unimpeded for these species.
4. What is the relative importance of pre- versus postzygotic barriers?
A noteworthy aspect of marine introductions is that they frequently occur in artificial habitats, such as marinas, ports and aquaculture facilities. The proliferation of built structures and artificial hard substrates (better known as ‘coastal hardening’ or ‘ocean sprawl’) substantially contributes to the establishment of marine sessile NIS [42]. Besides being points-of-entry for NIS, these artificial habitats are not surrogates of natural rocky reefs: they are particular habitats hosting numerous NIS alongside native species. The consequences of these novel niches and species interactions deserve further scrutiny especially from an evolutionary perspective.
Because of their biotic (e.g. specific assemblages) and abiotic (e.g. substrates, pollutants) specificities, these artificial habitats will probably select for species pre-adapted to these particular human-made habitats [62], in contrast to natural habitats where native species have evolved in a specific ecological and environmental context. They are also likely to constitute more homogeneous environments at a global scale. Similarly, to terrestrial plants [36], we can thus hypothesize that extrinsic prezygotic barriers will play a less important role than postzygotic barriers in preventing hybridization between species in these human-made artificial habitats. In addition, the observation of introgression between broadcast spawners with very large molecular divergence (at least as evidenced by mtDNA cytochrome oxidase I gene) is consistent with few or weak intrinsic prezygotic barriers in externally fertilizing marine invertebrates [11], although this hypothesis has not yet been explicitly tested. Investigations of harbour populations of Ciona spp., for example, show that the native and non-native species live in closed syntopy, overlap in spawning and recruitment time [12], and F1's can be artificially created [14] suggesting minimal prezygotic isolation (box 1).
Importantly, even if postzygotic barriers are particularly effective following secondary contacts, this does not preclude extrinsic prezygotic barriers evolving, such as via reinforcement following secondary contacts [63]. Ports and marinas are indeed heterogeneous habitats at small scales. For instance, floating pontoons differ from fixed substrate pillars or seawalls in their species assemblages and NIS contribution [64]. Subtle ecological niche differentiation might thus contribute to reinforce the isolation, via habitat preference, between native and non-native species. An important caveat to the hypothesis of reduced prezygotic isolation is that experimental crosses to gauge prezygotic isolation are rarely undertaken because they are difficult to execute. Even more infrequently is postzygotic isolation estimated from experimental crosses, given the challenges in rearing planktonic larvae to settlement and for more than one generation. More commonly, reproductive isolation is inferred from observed genotypic frequencies of field populations, where high frequency of F1 hybrids but low frequency of backcrosses may indicate Dobzhansky–Muller interactions expressed in the second generation of hybridization (typifying mussel hybrid zones: see [16] and box 2).
In general, postzygotic barriers are expected to scale with species divergence [65], as illustrated by Tigriopus copepods [66] or Strongylocentrotus sea urchins [67]. In line with this expectation, reproductive isolation is substantial between C. robusta and C. intestinalis (box 1) and similarly high between M. galloprovincilis and M. trossulus (divergence time of 3.5 Myr, box 2), whereas reproductive isolation is negligible for taxa with recent divergence times (e.g. M. galloprovincialis × Mytilus planulatus [27]; damselfish in Hawaii [51]; green crabs [61]), and intermediate between M. galloprovincialis and M. edulis with a mixture of heterosis and hybrid breakdown owing to multigenic interactions [31] (divergence time of approx 2.5 Myr [58]). In the context of marine anthropogenic hybridization, the observations made in Ciona spp. suggest that prezygotic isolation may be less important in shaping evolutionary and ecological outcomes than postzygotic isolation.
5. Marine invasive species policies will benefit from speciation studies
Speciation is a gradual process during which barriers to gene exchanges are accumulating. However, as pointed out in the Introductory paper of this issue [68], speciation does not necessarily follow a linear progression. Sudden change may arise. One of the most effective barriers to genetic exchanges, namely spatial barriers, are disappearing instantaneously with human-mediated secondary contacts. It is thus not surprising that genetic pollution, hybrid swarm, extinction by hybridization are phrases commonly encountered in the biological invasion literature. Marine anthropogenic hybridizations are no exception; and yet, so far, NIS have largely been overlooked in conservation planning for Marine Protected Areas [69].
Evolutionary studies can provide valuable insights regarding the future outcomes of anthropogenic hybridization. They have for instance documented that anthropogenic hybridizations influence the fate of both native and non-native species. NIS can threaten native species when hybridization occurs between two congeners, such as shown in the native grey ducks in New Zealand following the introduction of the mallard duck (e.g. [70]). Anthropogenic hybridizations can lead to the emergence of novel invasive species, as illustrated by the notorious allopolyploid cordgrass Spartina anglica [71]. Between compatible taxa, hybridization can also facilitate invasion by reducing mate limitation and overcoming demographic Allee effects, as suggested in Cakile plant invaders [56]. However, focusing here on marine systems, we also have shown that hybridization may dampen NIS spread, through the establishment of hybrid zones and genetic Allee effects. This is particularly true for species that have developed strong, yet incomplete, reproductive isolation mechanisms. Determining the speciation stage and strength of the isolating barriers between NIS and native species may indicate whether hybridization can oppose invasion, and thus contribute to estimating invasion risks.
Controlling propagule pressure might also be an effective strategy for limiting the spread of NIS genotypes and alleles, even if introductions have already occurred. Reducing NIS propagule pressure, through effective control of introduction pathways and vectors including ballast water or aquaculture trade, will increase the asymmetry in hybridization success, so that if ‘genetic pollution’ should occur, it would be mostly directed towards the invader. Reducing propagule pressure might be particularly important when the native congeners are endangered or rare, hence when the demographic imbalance between native and non-native species is low. Many marine introductions are reported in anthropogenic habitats, a situation best explained by these structures being hubs of connectivity enduring high propagule pressure along with some kind of pre-adaptation to similar habitats globally distributed across oceans. In this context, NIS and natives might have non-overlapping ecological niches in their natural (native) home ranges, but this could be altered completely in artificial habitats. Using ecological niche modelling based on observation in natural habitats in the native range may thus be misleading for inferring future distributions of NIS and associated prezygotic isolation in no analogue microenvironments. It is however noteworthy that for species at late speciation stage, reinforcement processes through prezygotic mechanisms could potentially evolve in the introduced range. Altogether, any mechanisms aimed at reducing NIS density, containing NIS in anthropogenic habitats, and minimizing their escape, should be particularly beneficial for controlling their expansion.
Mirroring issues related to protection of endangered species [72], considering hybridization in the context of biological invasions may also spark difficult debates, such as how to categorize anthropogenic versus natural hybridization. This latter debate is particularly acute in a context of on-going climate change, another category of human-driven range expansion [73], which may lead to extinction though hybridization (although not yet documented [74]). The population-species continuum, a cornerstone of speciation theories, and an outcome of recent genomic studies [65], also creates conundrums for conservation objectives [75]: should we focus on protecting genes or phenotypes or fuzzily defined species? Similar questions are raised with invasive species management, as illustrated by recent studies of the invasive green crab Carcinus maenas. Two lineages, geographically separated in the native range and both introduced in northeast America, were shown to be genome-wide divergent and to hybridize [61]. Introgression occurred in a few locations, suggesting some reproductive isolation mechanisms at play between so-called ‘ecotypes’ [61], which may differ by their ecology (e.g. winter seawater temperature preferences), therefore questioning that they will spread more or less [61,76]. An opposite case is illustrated by the cupped oysters Crassostrea gigas and Crassostrea angulata, both introduced in Europe, which showed little genome-wide divergence [77]. These case studies, and those cited in the preceding sections, showcases how pairs of native versus non-native marine species are spread along the population-species continuum. Because the outcomes of these secondary contacts depend on the speciation stage, evolutionary studies investigating reproductive isolation mechanisms can provide valuable information regarding the future outcomes of anthropogenic hybridization involving marine NIS.
Natural hybridization is not well understood and anthropogenic hybridization is a new area of research. It offers replications of recent contacts that may provide fruitful information on the hybridization process. To date, we can foresee hybridization as probably being as much a problem as a solution to invasion [35]. It is legitimate to fear the negative effects of ‘genetic pollution’, but this concern should be balanced by the positive effects of ‘genetic rescue’ [48]. In a rapidly changing world, targeting evolutionary processes including speciation in conservation planning seems a worthwhile approach [75,78]. Hybridization is an evolutionary process with important consequences for genetic and phenotypic diversity. Anthropogenic hybridization does not necessarily cause negative outcomes and may be important in some situations for halting invasive species spread. We should neither favour nor fear it.
Acknowledgements
The authors are thankful to their present and former PhD students especially Sarah Bouchemousse, Christelle Fraisse, Marine Malfant, Iva Popovic, Alexis Simon for their hard work on Mytilus and Ciona species that largely contributed to the opinions presented in this paper. These ideas also arose from the ANR HySea project (No. ANR-12-BSV7-0011).
Data accessibility
This article has no additional data.
Authors' contributions
F.V. led the writing. All authors contributed to and critically edited the manuscript.
Competing interests
We declare we have no competing interests.
Funding
We received no funding for this study.
References
- 1.Sardain A, Sardain E, Leung B. 2019. Global forecasts of shipping traffic and biological invasions to 2050. Nat. Sustain. 2, 274–282. ( 10.1038/s41893-019-0245-y) [DOI] [Google Scholar]
- 2.Capinha C, Essl F, Seebens H, Moser D, Pereira HM. 2015. The dispersal of alien species redefines biogeography in the Anthropocene. Science 348, 1248–1251. ( 10.1126/science.aaa8913) [DOI] [PubMed] [Google Scholar]
- 3.Harrison RG, Larson EL. 2014. Hybridization, introgression, and the nature of species boundaries. J. Hered. 105, 795–809. ( 10.1093/jhered/esu033) [DOI] [PubMed] [Google Scholar]
- 4.Largiadèr CR. 2008. Hybridization and introgression between native and alien species. In Biological invasions (ed. W Nentwig), pp. 275–292. Berlin, Germany: Springer. [Google Scholar]
- 5.McFarlane SE, Pemberton JM. 2019. Detecting the true extent of introgression during anthropogenic hybridization. Trends Ecol. Evol. 34, 315–326 ( 10.1016/j.tree.2018.12.013) [DOI] [PubMed] [Google Scholar]
- 6.Grabenstein KC, Taylor SA. 2018. Breaking barriers: causes, consequences, and experimental utility of human-mediated hybridization. Trends Ecol. Evol. 33, 198–212. ( 10.1016/j.tree.2017.12.008) [DOI] [PubMed] [Google Scholar]
- 7.O'Dea A, et al. 2016. Formation of the Isthmus of Panama. Sci. Adv. 2, e1600883 ( 10.1126/sciadv.1600883) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Gissi C, Hastings KE. M., Gasparini F, Stach T, Pennati R, Manni L. 2017. An unprecedented taxonomic revision of a model organism: the paradigmatic case of Ciona robusta and Ciona intestinalis. Zool. Scr. 46, 521–522. ( 10.1111/zsc.12233) [DOI] [Google Scholar]
- 9.Bouchemousse S, Bishop J, Viard F. 2016. Contrasting global genetic patterns in two biologically similar, widespread and invasive Ciona species (Tunicata, Ascidiacea). Sci. Rep. UK 6, 24875 ( 10.1038/srep24875) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Roux C, Tsagkogeorga G, Bierne N, Galtier N. 2013. Crossing the species barrier: genomic hotspots of introgression between two highly divergent Ciona intestinalis species. Mol. Biol. Evol. 30, 1574–1587. ( 10.1093/molbev/mst066) [DOI] [PubMed] [Google Scholar]
- 11.Nydam ML, Harrison RG. 2011. Introgression despite substantial divergence in a broadcast spawning marine invertebrate. Evolution 65, 429–442. ( 10.1111/j.1558-5646.2010.01153.x) [DOI] [PubMed] [Google Scholar]
- 12.Bouchemousse S, Lévêque L, Dubois G, Viard F. 2016. Co-occurrence and reproductive synchrony do not ensure hybridization between an alien tunicate and its interfertile native congener. Evol. Ecol. 30, 69–87. ( 10.1007/s10682-015-9788-1) [DOI] [Google Scholar]
- 13.Bouchemousse S, Liautard-Haag C, Bierne N, Viard F. 2016. Distinguishing contemporary hybridization from past introgression with postgenomic ancestry-informative SNPs in strongly differentiated Ciona species. Mol. Ecol. 25, 5527–5542. ( 10.1111/mec.13854) [DOI] [PubMed] [Google Scholar]
- 14.Malfant M, Coudret J, Le Merdy R, Viard F.. 2017. Effects of temperature and salinity on juveniles of two ascidians, one native and one invasive, and their hybrids. J. Exp. Mar. Biol. Ecol. 497, 180–187. ( 10.1016/j.jembe.2017.09.019) [DOI] [Google Scholar]
- 15.Malfant M, Darras S, Viard F. 2018. Coupling molecular data and experimental crosses sheds light about species delineation: a case study with the genus Ciona. Sci. Rep. UK 8, 1480 ( 10.1038/s41598-018-19811-2) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Simon A, Bierne N, Welch JJ. 2018. Coadapted genomes and selection on hybrids: Fisher's geometric model explains a variety of empirical patterns. Evol. Lett. 2, 472–498. ( 10.1002/evl3.66) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Hewitt GM. 1988. Hybrid zones-natural laboratories for evolutionary studies. Trends Ecol. Evol. 3, 158–167. ( 10.1016/0169-5347(88)90033-X) [DOI] [PubMed] [Google Scholar]
- 18.McQuaid CD, Porri F, Nicastro KR, Zardi GI. 2015. Simple, scale-dependent patterns emerge from very complex effects: an example from the intertidal mussels Mytilus galloprovincialis and Perna perna. Oceanog. Mar. Biol. 53, 127–156. [Google Scholar]
- 19.Sadchatheeswaran S, Branch G, Moloney C, Robinson T. 2018. Impacts of alien ‘ecosystem engineers’ overwhelm interannual and seasonal shifts in rocky-shore community composition on Marcus Island, South Africa. African J. Mar. Sci. 40, 137–147. ( 10.2989/1814232X.2018.1462729) [DOI] [Google Scholar]
- 20.Saarman NP, Pogson GH. 2015. Introgression between invasive and native blue mussels (genus Mytilus) in the central California hybrid zone. Mol. Ecol. 24, 4723–4738. ( 10.1111/mec.13340) [DOI] [PubMed] [Google Scholar]
- 21.Geller JB. 1999. Decline of a native mussel masked by sibling species invasion. Conserv. Biol. 13, 661–664. ( 10.1046/j.1523-1739.1999.97470.x) [DOI] [Google Scholar]
- 22.Lockwood BL, Somero GN. 2011. Invasive and native blue mussels (genus Mytilus) on the California coast: the role of physiology in a biological invasion. J. Exp. Mar. Biol. Ecol. 400, 167–174. ( 10.1016/j.jembe.2011.02.022) [DOI] [Google Scholar]
- 23.Brannock PM, Hilbish TJ. 2010. Hybridization results in high levels of sterility and restricted introgression between invasive and endemic marine blue mussels. Mar. Ecol. Prog. Ser. 406, 161–171. ( 10.3354/meps08522) [DOI] [Google Scholar]
- 24.Rawson PD, Secor CL, Hilbish TJ. 1996. The effects of natural hybridization on the regulation of doubly uniparental mtDNA inheritance in blue mussels (Mytilus spp.). Genetics 144, 241–248. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Larraín MA, Zbawicka M, Araneda C, Gardner JPA, Wenne R. 2018. Native and invasive taxa on the Pacific coast of South America: impacts on aquaculture, traceability and biodiversity of blue mussels (Mytilus spp.). Evol. Appl. 11, 298–311. ( 10.1111/eva.12553) [DOI] [Google Scholar]
- 26.Fraisse C, Haguenauer A, Gerard K, Weber AA-T, Bierne N, Chenuil A. 2018. Fine-grained habitat-associated genetic connectivity in an admixed population of mussels in the small isolated Kerguelen Islands. bioRxiv 239244 ( 10.1101/239244) [DOI]
- 27.Popovic I, Matias AMA, Bierne N, Riginos C. 2019. Twin introductions by independent invader mussel lineages are both associated with recent admixture with a native congener in Australia. Evol. Appl. 13, 515–532. ( 10.1111/eva.12857) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Gardner JPA, Zbawicka M, Westfall KM, Wenne R. 2016. Invasive blue mussels threaten regional scale genetic diversity in mainland and remote offshore locations: the need for baseline data and enhanced protection in the Southern Ocean. Glob. Change Biol. 22, 3182–3195. ( 10.1111/gcb.13332) [DOI] [PubMed] [Google Scholar]
- 29.Zbawicka M, Gardner JPA, Wenne R. 2019. Cryptic diversity in smooth-shelled mussels on Southern Ocean islands: Connectivity, hybridisation and a marine invasion. Front. Zool. 16, 32 ( 10.1186/s12983-019-0332-y) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Simon A, et al. 2020. Replicated anthropogenic hybridisations reveal parallel patterns of admixture in marine mussels. Evol. Appl. 13, 575–599. ( 10.1111/eva.12879) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Simon A, Fraïsse C, El Ayari T, Liautard-Haag C, Strelkov P, Welch JJ, Bierne N. 2019. Local introgression at two spatial scales in mosaic hybrid zones of mussels. bioRxiv, 818559 ( 10.1101/818559) [DOI] [PubMed]
- 32.Abbott R, et al. 2013. Hybridization and speciation. J. Evol. Biol. 26, 229–246. ( 10.1111/j.1420-9101.2012.02599.x) [DOI] [PubMed] [Google Scholar]
- 33.Ellstrand N. 2000. Hybridization as a stimulus for the evolution of invasiveness in plants. Proc. Natl Acad. Sci. USA 97, 7043–7050. ( 10.1073/pnas.97.13.7043) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Bohling JH. 2016. Strategies to address the conservation threats posed by hybridization and genetic introgression. Biol. Conserv. 203, 321–327. ( 10.1016/j.biocon.2016.10.011) [DOI] [Google Scholar]
- 35.Brennan AC, Woodward G, Seehausen O, Muñoz-Fuentes V, Moritz C, Guelmami A, Abbott RJ, Edelaar P. 2014. Hybridization due to changing species distributions: adding problems or solutions to conservation of biodiversity during global change? Evol. Ecol. Res. 16, 475–491. [Google Scholar]
- 36.Vallejo-Marín M, Hiscock SJ. 2016. Hybridization and hybrid speciation under global change. New Phytol. 211, 1170–1187. ( 10.1111/nph.14004) [DOI] [PubMed] [Google Scholar]
- 37.Nunes AL, Katsanevakis S, Zenetos A, Cardoso AC. 2014. Gateways to alien invasions in the European seas. Aquat. Inv. 9, 133–144. ( 10.3391/ai.2014.9.2.02) [DOI] [Google Scholar]
- 38.Rius M, Darling JA. 2014. How important is intraspecific genetic admixture to the success of colonising populations? Trends Ecol. Evol. 29, 233–242. ( 10.1016/j.tree.2014.02.003) [DOI] [PubMed] [Google Scholar]
- 39.Viard F, David P, Darling J. 2016. Marine invasions enter the genomic era: three lessons from the past, and the way forward. Curr. Zool. 62, 629–642. ( 10.1093/cz/zow053) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Thorson G. 1950. Reproductive and larval ecology of marine bottom invertebrates. Biol. Rev. 25, 1–45. ( 10.1111/j.1469-185X.1950.tb00585.x) [DOI] [PubMed] [Google Scholar]
- 41.Broquet T, Barranger A, Billard E, Bestin A, Berger R, Honnaert G, Viard F. 2015. The size advantage model of sex allocation in the protandrous sex-changer Crepidula fornicata: role of the mating system, sperm storage, and male mobility. Am. Nat. 186, 404–420. ( 10.1086/682361) [DOI] [PubMed] [Google Scholar]
- 42.Bishop MJ, et al. 2017. Effects of ocean sprawl on ecological connectivity: impacts and solutions. J. Exp. Mar. Biol. Ecol. 492, 7–30. ( 10.1016/j.jembe.2017.01.021) [DOI] [Google Scholar]
- 43.Cassey P, Delean S, Lockwood JL, Sadowski J, Blackburn TM. 2018. Dissecting the null model for biological invasions: a meta-analysis of the propagule pressure effect. PLoS Biol. 16, e2005987 ( 10.1371/journal.pbio.2005987) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Barton NH. 1986. The effects of linkage and density-dependent regulation on gene flow. Heredity 57, 415 ( 10.1038/hdy.1986.142) [DOI] [PubMed] [Google Scholar]
- 45.Currat M, Ruedi M, Petit RJ, Excoffier L, Wolf J. 2008. The hidden side of invasions: massive introgression by local genes. Evolution 62, 1908–1920. ( 10.1111/j.1558-5646.2008.00413.x) [DOI] [PubMed] [Google Scholar]
- 46.Bierne N, Welch J, Loire E, Bonhomme F, David P. 2011. The coupling hypothesis: why genome scans may fail to map local adaptation genes. Mol. Ecol. 20, 2044–2072. ( 10.1111/j.1365-294X.2011.05080.x) [DOI] [PubMed] [Google Scholar]
- 47.Kim BY, Huber CD, Lohmueller KE. 2018. Deleterious variation shapes the genomic landscape of introgression. PLoS Genet. 14, e1007741 ( 10.1371/journal.pgen.1007741) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Harris K, Zhang Y, Nielsen R. 2019. Genetic rescue and the maintenance of native ancestry. Conserv. Genet. 20, 59–64. ( 10.1007/s10592-018-1132-1) [DOI] [Google Scholar]
- 49.Rhymer JM, Simberloff D. 1996. Extinction by hybridization and introgression. Annu. Rev. Ecol. Syst. 27, 83–109. ( 10.1146/annurev.ecolsys.27.1.83) [DOI] [Google Scholar]
- 50.Araki H, Cooper B, Blouin MS. 2009. Carry-over effect of captive breeding reduces reproductive fitness of wild-born descendants in the wild. Biol. Lett. 5, 621–624. ( 10.1098/rsbl.2009.0315) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Coleman RR, Gaither MR, Kimokeo B, Stanton FG, Bowen BW, Toonen RJ. 2014. Large-scale introduction of the Indo-Pacific damselfish Abudefduf vaigiensis into Hawai'i promotes genetic swamping of the endemic congener A. abdominalis. Mol. Ecol. 23, 5552–5565. ( 10.1111/mec.12952) [DOI] [PubMed] [Google Scholar]
- 52.Lehnert SJ, et al. 2018. Temporal dynamics of genetic clines of invasive European green crab (Carcinus maenas) in eastern North America. Evol. Appl. 11, 1656–1670. ( 10.1111/eva.12657) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Taylor HR, Dussex N, van Heezik Y.. 2017. Bridging the conservation genetics gap by identifying barriers to implementation for conservation practitioners. Glob. Ecol. Conserv. 10, 231–242. ( 10.1016/j.gecco.2017.04.001) [DOI] [Google Scholar]
- 54.Keitt TH, Lewis MA, Holt RD. 2001. Allee effects, invasion pinning, and species' borders. Am. Nat. 157, 203–216. ( 10.1086/318633) [DOI] [PubMed] [Google Scholar]
- 55.Roques L, Garnier J, Hamel F, Klein EK. 2012. Allee effect promotes diversity in traveling waves of colonization. Proc. Natl Acad. Sci. USA 109, 8828–8833. ( 10.1073/pnas.1201695109) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Mesgaran MB, Lewis MA, Ades PK, Donohue K, Ohadi S, Li C, Cousens RD. 2016. Hybridization can facilitate species invasions, even without enhancing local adaptation. Proc. Natl Acad. Sci. USA 113, 10 210–10 214. ( 10.1073/pnas.1605626113) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Barton NH, Turelli M. 2011. Spatial waves of advance with bistable dynamics: cytoplasmic and genetic analogues of Allee effects. Am. Nat. 178, E48–E75. ( 10.1086/661246) [DOI] [PubMed] [Google Scholar]
- 58.Roux C, Fraisse C, Castric V, Vekemans X, Pogson GH, Bierne N. 2014. Can we continue to neglect genomic variation in introgression rates when inferring the history of speciation? A case study in a Mytilus hybrid zone. J. Evol. Biol. 27, 1662–1675. ( 10.1111/jeb.12425) [DOI] [PubMed] [Google Scholar]
- 59.Barton NH. 1979. The dynamics of hybrid zones. Heredity 43, 341–359. ( 10.1038/hdy.1979.87) [DOI] [Google Scholar]
- 60.El Ayari T, Menif NTE, Saavedra C, Cordero D, Viard F, Bierne N. 2017. Unexpected mosaic distribution of two hybridizing sibling lineages in the teleplanically dispersing snail Stramonita haemastoma suggests unusual postglacial redistribution or cryptic invasion. Ecol. Evol. 7, 9016–9026. ( 10.1002/ece3.3418) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Jeffery NW, DiBacco C, Wringe BF, Stanley RRE, Hamilton LC, Ravindran PN, Bradbury IR. 2017. Genomic evidence of hybridization between two independent invasions of European green crab (Carcinus maenas) in the Northwest Atlantic. Heredity 119, 154–165. ( 10.1038/hdy.2017.22) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Hufbauer RA, Facon B, Ravigné V, Turgeon J, Foucaud J, Lee CE, Rey O, Estoup A. 2012. Anthropogenically induced adaptation to invade (AIAI): contemporary adaptation to human-altered habitats within the native range can promote invasions. Evol. Appl. 5, 89–101. ( 10.1111/j.1752-4571.2011.00211.x) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Butlin RK, Smadja CM. 2018. Coupling, reinforcement, and speciation. Am. Nat. 191, 155–172. ( 10.1086/695136) [DOI] [PubMed] [Google Scholar]
- 64.Leclerc J-C, Viard F, González Sepúlveda E, Díaz C, Neira Hinojosa J, Pérez Araneda K, Silva F, Brante A. 2020. Habitat type drives the distribution of non-indigenous species in fouling communities regardless of associated maritime traffic. Divers Distrib. 26, 62–75. ( 10.1111/ddi.12997) [DOI] [Google Scholar]
- 65.Roux C, Fraïsse C, Romiguier J, Anciaux Y, Galtier N, Bierne N. 2016. Shedding light on the grey zone of speciation along a continuum of genomic divergence. PLoS Biol. 14, e2000234 ( 10.1371/journal.pbio.2000234) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Edmands S. 1999. Heterosis and outbreeding depression in interpopulation crosses spanning a wide range of divergence. Evolution 53, 1757–1768. ( 10.1111/j.1558-5646.1999.tb04560.x) [DOI] [PubMed] [Google Scholar]
- 67.Addison JA, Pogson GH. 2009. Multiple gene genealogies reveal asymmetrical hybridization and introgression among strongylocentrotid sea urchins. Mol. Ecol. 18, 1239–1251. ( 10.1111/j.1365-294X.2009.04094.x) [DOI] [PubMed] [Google Scholar]
- 68.Kulmuni J, Butlin RK, Lucek K, Savolainen V, Westram AM. 2020. Towards the completion of speciation: the evolution of further reproductive isolation beyond the first barriers. Phil. Trans. R. Soc. B 375, 20190528 ( 10.1098/rstb.2019.0528) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Giakoumi S, et al. 2016. Space invaders; biological invasions in marine conservation planning. Divers Distrib. 22, 1220–1231. ( 10.1111/ddi.12491) [DOI] [Google Scholar]
- 70.Quilodrán CS, Austerlitz F, Currat M, Montoya-Burgos JI. 2018. Cryptic biological invasions: a general model of hybridization. Sci. Rep. UK 8, 2414 ( 10.1038/s41598-018-20543-6) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Ainouche ML, Fornute MP, Salmon A, Parisod C, Grandbastien M.-A., Fukunaga K, Ricou M, Misset M.-T. 2009. Hybridization, polyploidy and invasion: lessons from Spartina (Poaceae). Biol. Inv. 11, 1159–1173. ( 10.1007/s10530-008-9383-2) [DOI] [Google Scholar]
- 72.Wayne RK, Shaffer HB. 2016. Hybridization and endangered species protection in the molecular era. Mol. Ecol. 25, 2680–2689. ( 10.1111/mec.13642) [DOI] [PubMed] [Google Scholar]
- 73.Essl F, et al. 2019. A conceptual framework for range-expanding species that track human-induced environmental change. BioScience 69, 908–919. ( 10.1093/biosci/biz101) [DOI] [Google Scholar]
- 74.Todesco M, et al. 2016. Hybridization and extinction. Evol. Appl. 9, 892–908. ( 10.1111/eva.12367) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Coates DJ, Byrne M, Moritz C. 2018. Genetic diversity and conservation units: dealing with the species-population continuum in the age of genomics. Front. Ecol. Evol. 6, 165 ( 10.3389/fevo.2018.00165) [DOI] [Google Scholar]
- 76.Jeffery NW, et al. 2018. Genomewide evidence of environmentally mediated secondary contact of European green crab (Carcinus maenas) lineages in eastern North America. Evol. Appl. 11, 869–882. ( 10.1111/eva.12601) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 77.Gagnaire P-A, Lamy J-B, Cornette F, Heurtebise S, Dégremont L, Flahauw E, Boudry P, Bierne N, Lapègue S. 2018. Analysis of genome-wide differentiation between native and introduced populations of the cupped oysters Crassostrea gigas and Crassostrea angulata. Genome Biol. Evol. 10, 2518–2534. ( 10.1093/gbe/evy194) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 78.Pressey RL, Cabeza M, Watts ME, Cowling RM, Wilson KA. 2007. Conservation planning in a changing world. Trends Ecol. Evol. 22, 583–592. ( 10.1016/j.tree.2007.10.001) [DOI] [PubMed] [Google Scholar]
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