Abstract
The Mediterranean Basin harbors a remarkable amount of biodiversity, a high proportion of which is endemic to this region. Here, we present an in‐depth study of an angiosperm species complex, in which cryptic taxonomic diversity has been hypothesized. Specifically, we focus on four currently recognized species in the Roucela complex, a well‐supported clade in the Campanulaceae/Campanuloideae: Campanula creutzburgii, C. drabifolia, C. erinus, and C. simulans. This study takes a phylogenomic approach, utilizing near‐complete plastomes and 130 nuclear loci, to uncover cryptic diversity and test hypotheses regarding hybridization and polyploidy within this clade. Genome size estimates recovered tetraploid and octoploid lineages within the currently recognized, widespread species C. erinus, showing an east‐west geographic pattern. Though genomic data clearly differentiate these two cytotypes, we failed to discern morphological differences. The formation of a cryptic octoploid lineage, distributed across the eastern Mediterranean, is hypothesized to be the result of an allopolyploid event in which one parental morphology is retained. The tetraploid C. erinus and C. creutzburgii (also a tetraploid) are implicated as parental lineages. Our results highlight the utility of target‐enrichment approaches for obtaining genomic datasets for thorough assessments of species diversity and the importance of carefully considering gene‐tree discordance within such datasets.
Keywords: Campanulaceae, cryptic diversity, hybridization, Mediterranean Basin, phylogenomics, polyploidy
Cryptic species are those for which a lack of morphological differentiation has hindered recognition of genetically distinct lineages. Accurate species delimitation is a difficult but critical aspect of systematics because, although the subject of much debate, species are regarded as fundamental units of biogeography, ecology, and conservation. As threats to biodiversity mount, accurate assessments are increasingly important as inaccurate delimitation of species may hinder biological inferences and conservation efforts (Wiens 2007). In this study, we focus on a group of endemic Mediterranean plants, in which cryptic diversity has been postulated (Crowl et al. 2015).
The Mediterranean Basin is among the most biologically diverse areas in the world, harboring innumerable poorly understood, species‐rich groups (Myers 1990; Médail and Quézel 1997). Understanding evolutionary processes and species diversity is of special interest in this region given the exceptionally high degree of endemism and proportion of rare and threatened taxa (Greuter 1991; Médail and Quézel 1997).
The Roucela clade (Campanulaceae: Campanuloideae) comprises 12 currently recognized, mostly narrowly endemic species of bellflowers found primarily in the eastern Mediterranean Basin (Carlström 1986; Crowl et al. 2015). These taxa exhibit a high degree of endemism within this region, often confined to a single or a few islands, with the exception of Campanula erinus. As currently recognized, this taxon is distributed across the Mediterranean Basin from the Arabian Peninsula to Macaronesia. Baker's Law, which states that self‐compatible individuals are more likely to be successful colonizers following a long‐distance dispersal event than self‐incompatible individuals (Baker 1955), may provide insights into this pattern. This taxon's ability to self‐pollinate (Carlström 1986) likely explains the abnormally broad distribution pattern of C. erinus within an otherwise highly endemic (and self‐incompatible) plant clade.
Recent phylogenetic analyses (Crowl et al. 2015) recovered strong support for evolutionary relationships of these taxa, with the exception of one clade. These analyses, based on five plastid and two nuclear loci, failed to disentangle the group containing the Cretan endemic, C. creutzburgii, C. drabifolia, endemic to the mainland of Greece, C. simulans from southwestern Turkey, and the most widespread taxon, C. erinus. Of these, only C. simulans was strongly supported as monophyletic. To increase phylogenetic resolution within this clade and test hypotheses regarding hybridization and cryptic diversity, we increased population sampling of each taxon and constructed a genomic dataset comprising 130 nuclear loci and near‐complete plastomes for 105 individuals.
We used these datasets to test hypotheses concerning the nature of previously unrecognized diversity within the Roucela clade in the Mediterranean Basin, as suggested by a previous study (Crowl et al. 2015). Specifically, results from numerous phylogenetic analyses, including concatenation and species‐tree approaches, suggest two cryptic lineages within the currently recognized, widespread species, C. erinus. These lineages are consistent with both geography and ploidy, with a tetraploid clade consisting of populations found in the western Mediterranean Basin and an octoploid lineage restricted to the eastern portion of the basin (Fig. 1). Network analyses, corroborated by nuclear gene‐tree topologies, indicate a hybrid origin for the octoploid. The narrow Cretan endemic, C. creutzburgii (a tetraploid) and the western Mediterranean C. erinus (also a tetraploid) are implicated as parental lineages.
The target enrichment approach taken in this study resulted in a powerful genomic dataset used to uncover previously overlooked diversity in the eastern Mediterranean Basin. Accurate species assessments in this hotspot of biodiversity are especially critical in the face of future climate change, which is projected to increase aridity in the Mediterranean Basin (e.g., Gao and Giorgi 2008) and, thus, further impact subtropically adapted taxa such as the Roucela clade (Crowl et al. 2015).
Materials and Methods
SAMPLING
Taxon sampling included 105 representatives from six species in the Roucela clade. We sampled 2–5 individuals from 27 populations spanning the distribution of Campanula erinus from the Azores to Cyprus (Fig. 1; accession data provided in Supporting Information). Four individuals of C. creutzburgii, four individuals of C. drabifolia, and two individuals of C. simulans were also included. On the basis of recent phylogenetic results (Crowl et al. 2015), two additional species in the Roucela clade were used as outgroups: C. rhodensis and C. lycica. DNA was extracted from silica‐dried and herbarium material following a modified CTAB extraction protocol (Doyle and Doyle 1987). Data, including alignments and gene trees, available from the Dryad Digital Repository: https://doi.org/10.5061/dryad.hn06n
MOLECULAR DATA
Previous analyses using plastid data and a small number of nuclear loci indicated difficulty in resolving phylogenetic relationships of Campanula erinus, C. creutzburgii, C. drabifolia, and C. simulans (Mansion et al. 2014; Crowl et al. 2014; Crowl et al. 2015). We, therefore, obtained a large, multilocus nuclear dataset and plastome dataset to disentangle species relationships. This was achieved using a sequence capture approach (Cronn et al. 2012; Mandel et al. 2014) for the purpose of target enrichment prior to sequencing the reduced‐representation libraries.
MarkerMiner (Chamala et al. 2015) was used to discover and develop probes for single‐copy nuclear loci. We used four assembled Campanulaceae transcriptomes (Lobelia siphilitica, Platycodon grandiflorus, Campanula delicatula, and Campanula erinus; available through the 1KP project; onekp.com). This method uses reciprocal BLAST (Altschul et al. 1997) searches, a database of single‐copy nuclear genes (De Smet et al. 2013), and clustering steps to identify putative orthologous and single‐copy loci across input sequences. Arabidopsis thaliana was used as a reference to estimate intron/exon boundaries.
Probes were designed for 246 nuclear loci, ranging from 120–3680 bp in length, conserved across the Roucela clade. In‐solution biotinylated probes were synthesized using a custom MYbaits target enrichment kit (MYcroarray, Ann Arbor, MI; http://www.microarray.com). The 120mer probes (10,000 total baits) were used with 2× tiling density. Additionally, we isolated 90 putatively single‐copy nuclear genes conserved across all input transcriptomes, useful for future studies in the Campanulaceae. Library building and capture reactions were carried out by RAPiD Genomics (Gainesville, FL; http://www.rapid-genomics.com). Dual indexed libraries were prepared with adapters containing i7‐i5 indices. Samples were sequenced using the Illumina HiSeq 3000 platform (2 × 100 reads).
DATA PROCESSING
Quality filtering of Illumina reads was carried out using cutadapt (Martin 2011) and sickle (Joshi 2011) to remove adapter sequences and trim low‐quality nucleotides. Default parameters were used. The HybPiper pipeline (v.1.0; Johnson et al. 2016) was then used to assemble loci. This pipeline uses BWA (Li and Durbin 2009) to align reads to target sequences and SPAdes (Bankevich et al. 2012) to assemble these reads into contigs. If multiple contigs that contained sequences representing at least 75% of the original bait length were found, these were flagged as potential paralogs and all copies were removed from downstream analyses. A further filtering step was conducted by manual inspection of gene trees (see Phylogenetic analysis below) to remove paralogous loci that may have been missed by the first filtering step.
Consensus contigs were aligned to the original probe sequences. The resulting loci were not trimmed to the original probe length, however. This allowed the sequences to extend into putative intronic regions. After quality filtering and removal of potential paralogous loci, 130 loci contained orthologous sequences for all 109 sampled taxa (no missing data).
Plastomes were assembled in a similar way, using Trachelium caeruleum (Haberle et al. 2008) as a reference. Aligned contigs were trimmed to the plastome reference length.
PHYLOGENETIC ANALYSIS
Individual gene and plastome alignments were constructed using MAFFT (v.7.245; Katoh et al. 2002, 2013). Plastomes were considered as a single locus for all subsequent analyses. We estimated individual nuclear gene trees as well as a concatenated phylogeny using maximum likelihood (ML) with the program RA × ML (v.7.3.2; Stamatakis 2006). The ML searches were run using 10 distinct starting trees and 1000 bootstrap replicates to measure support. PartitionFinder (v.2.0.0; Lanfear et al. 2012) was used to infer the optimal partitioning schemes and models of molecular evolution for the alignments using the rcluster search option.
Initial results indicated a number of samples with inconsistent and contradictory phylogenetic placement (referred to as rogue taxa) present in the nuclear dataset. We used Rogue NaRok (Aberer et al. 2013) to identify such OTUs. This analysis, optimized for support using a majority rule consensus threshold, identified four individuals of C. erinus as rogue samples. These accessions were removed from all datasets and the ML analyses were rerun as above.
COALESCENT SPECIES‐TREE ANALYSES
The relatively young age of the C. erinus complex suggests lineage sorting has the potential to confound results from concatenation approaches (Crowl et al. 2015). We, therefore, utilized recently developed coalescent methods to estimate a species tree for the clade in this study.
ASTRAL‐II (v.4.10.0; Mirarab and Warnow 2015), which estimates the species tree that maximizes the number of shared quartet trees given a set of gene trees, has been found to be consistent and accurate in simulations compared to alternative coalescent approaches (Mirarab et al. 2014). The 130 ML gene trees (best trees) inferred using RA × ML were used as input, and local posterior probabilities were estimated to provide support for relationships. With respect to individuals being assigned to “species” in the allele table, two approaches were taken: (1) A population tree was estimated by assigning individuals to separate populations; (2) C. erinus individuals were assigned to eastern‐Mediterranean (octoploid) and western‐Mediterranean (tetraploid) lineages while C. drabifolia and C. creutzburgii populations were kept separate, as suggested by the ML analyses.
Additionally, we used SVDquartets (Chifman and Kubatko 2014) implemented in PAUP* (v.4.0a147; Swofford 2002) to verify results generated by ASTRAL‐II. A coalescent approach originally intended for SNP data, SVDquartets has been shown to perform well on multilocus datasets despite violating the assumption that sites are independent (Chifman and Kubatko 2014). We used the concatenated nuclear data matrix as input, evaluated 100,000 random quartets, and assessed support using 100 bootstrap replicates.
BAYESIAN CONCORDANCE ANALYSIS
Though current species‐tree methods assume no migration between populations (Heled and Drummond 2010; Bryant et al. 2012), concordance analyses can still recover primary phylogenetic signal in the presence of gene flow (Larget et al. 2010). We, therefore, summarized topological concordance among loci using BUCKy (v.1.4.4; Baum 2007; Ane et al. 2007; Larget et al. 2010). Due to computational constraints, it was necessary to reduce our molecular dataset to the eight major lineages recovered in previous analyses. We chose individuals at random to represent the eight lineages. A second iteration of this, carried out using a different random sampling of individuals, verified the results were not affected by which representative samples were present in the dataset. Individual gene trees for this analysis were estimated using MrBayes (v.3.2; Ronquist et al. 2012). To test the impact of the discordance parameter (alpha), independent analyses were run using alpha = 1, alpha = 10, and alpha = 1000. All analyses were run with four Markov chain Monte Carlo (MCMC) chains for 1 million generations. Burn‐in was set to 10%.
GENE‐TREE BINNING
To better understand the nature of discordance within our dataset, we carried out a manual inspection of individual gene trees. Nuclear gene trees were binned according to whether they fell into one of two topologies being recovered: (1) monophyletic tetraploid and octoploid C. erinus lineages (consistent with the ASTRAL‐II and SVDquartets topologies); or (2) the octoploid C. erinus lineage sister to C. creutzburgii (consistent with the BUCKy and plastome topologies).
NETWORK ANALYSIS
We further explored the possibility of hybridization using the program SNaQ (Solís‐Lemus and Ané 2016). This approach estimates a phylogenetic network under the coalescent model to account for incomplete lineage sorting, while allowing for reticulation events within a pseudo‐likelihood framework. In order to infer the species network, we obtained a table of quartet concordance factors from our previous BUCKy analysis using the bucky.pl script provided as part of the TICR pipeline (https://github.com/nstenz/TICR). This is achieved by summarizing the output files from MrBayes for each locus, calculating all possible 4‐taxon sets (quartets), and running each through BUCKy. Tetraploid and octoploid C. erinus populations were regarded as separate lineages as in all previous species‐tree estimations. We ran two separate analyses, allowing one (hmax = 1) and two (hmax = 2) hybridization events. Both were executed with 10 independent runs on a starting tree (reduced topology from nuclear concatenated analysis).
PLOIDY ESTIMATION
Chromosome counts were obtained from the literature (Carlström 1986). To infer ploidy of the 27 C. erinus populations included in our phylogenetic analyses, we used a modified flow cytometry method described in Roberts et al. (2009). Approximately 4 mg of recently collected, silica‐dried sample material was combined with 2 mg of Pisum sativum as an internal standard in a 1.5‐mL Eppendorf tube containing 2–3 zirconia beads and placed in a bead mill for 1–3 seconds. Cold lysis buffer (500 μl) was added to the ground material and filtered through cell culture tubes. RNaseA (1 μl) was then added. Finally, 35 μl of Propidium Iodide staining solution was added to each tube of suspended nuclei. Samples were run on a BD Accuri C6 flow cytometer (BD Biosciences, San Jose, California) at the University of Florida. Two to five individuals per population were used to confirm ploidy estimates.
MORPHOLOGY
To determine if there were measurable morphological differences between the two lineages of C. erinus identified by molecular data, we focused on bract teeth, a morphological feature found to be taxonomically informative within the Roucela complex (see Fig. 4 panel B for illustration). Carlström (1986) showed that the length of the bract teeth unambiguously distinguishes C. creutzburgii from C. erinus. This feature has the added advantage of being well preserved in herbarium specimens, regardless of specimen age or preservation method, as opposed to floral characteristics, which do not preserve well in this group. Using ImageJ (v.2.0.0), we measured bract length, bract area, and bract tooth length for 22 digitized specimens of C. creutzburgii, 123 tetraploid C. erinus individuals, and 129 octoploid C. erinus individuals across their ranges. To account for tooth length differences due to confounding factors such as age of the plant or bract age on individual plants, we corrected tooth measurements by dividing these values by the length of the entire bract.
Results
PHYLOGENETIC ANALYSES
Though plastid regions were not targeted in our probe design, we obtained a significant amount of data from the plastid genome as a byproduct of the Illumina sequencing run. We recovered between 83.1% and 99.7% (avg. = 95.7%) plastome coverage for all samples. Maximum likelihood analysis of the plastome dataset found strong support for two Campanula erinus clades (Fig. 1). Tetraploid populations were maximally supported as monophyletic and sister to C. drabifolia. Octoploid populations were moderately supported (BS = 86) as monophyletic and sister to two individuals of C. creutzburgii from western Crete. The placement of the remaining C. creutzburgii samples was not supported but inferred to be sister to a monophyletic C. simulans.
ML analysis of the concatenated nuclear dataset recovered maximal support for all relationships discussed below. A monophyletic C. creutzburgii was nested within the octoploid C. erinus populations, rendering the octoploids paraphyletic. A tetraploid C. erinus clade was inferred to be sister to this octoploid plus C. creutzburgii assemblage. Campanula drabifolia was found to be nonmonophyletic. Campanula simulans was again recovered as monophyletic and sister to the rest.
Individual nuclear gene trees showed high levels of phylogenetic discordance. Close inspection of gene trees indicated two major topologies were being recovered. Approximately 30% of nuclear loci indicated tetraploid and octoploid populations of C. erinus were reciprocally monophyletic (consistent with the ASTRAL‐II and SVDquartets species‐tree analyses; see below). The second topology, recovered with approximately 34% of genes, indicated the octoploid lineage was sister to C. creutzburgii. This was consistent with the plastome dataset and BUCKy analyses (see below). The remainder (36%) of the gene trees did not fall into these strictly defined categories. However, when we accounted for low statistical support (BS < 80) for relationships of the C. erinus lineages in these gene trees, we found that nearly all of them approximated one of the two previously discussed topologies. This more relaxed assignment of gene trees suggested that nearly half of the sampled genome approximated the plastome‐like topology (close association of the octoploid lineage with C. creutzburgii; 43%), while the other half (49%) indicated a close association between the octoploid and tetraploid C. erinus populations.
SPECIES‐TREE AND NETWORK ANALYSES
Species‐tree analyses of the nuclear dataset recovered relationships consistent with the individual gene trees but differed from the ML concatenation results. Both ASTRAL‐II and SVDquartets recovered species trees in which tetraploid and octoploid C. erinus lineages were reciprocally monophyletic when individuals were assigned to lineages (Fig. 2, panels A and B). Support for the C. erinus sister relationship, however, was low (PP = 0.79 in ASTRAL‐II; BS = 72 in SVDquartets). Bayesian concordance analysis, as implemented in BUCKy, inferred a primary concordance tree in which the octoploid C. erinus lineage was sister to C. creutzburgii, while the tetraploid C. erinus lineage was sister to C. drabifolia (Fig. 2, panel C), consistent with the plastome phylogeny. These relationships had concordance factors of CF = 0.342 and CF = 0.329, respectively (see also results from manual inspection of gene trees above).
Interestingly, ASTRAL‐II and SVDquartets differed in the reconstruction of the specie‐tree topology when individuals were assigned to populations, rather than assigning them to the lineages discussed above. When we used the population assignments, ASTRAL‐II estimated a topology similar to the concatenation analyses, with C. creutzburgii populations nested within octoploid C. erinus populations (Fig. 2, panel E). There was, however, very low support for this relationship. The SVDquartets analysis using population assignments strongly supported a monophyletic octoploid C. erinus, and C. creutzburgii sister to C. simulans (Fig. 2, panel D).
SNaQ analyses suggested a single hybridization event (Fig. 3). The best network (–loglik = 129.62) included a single hybrid edge between C. creutzburgii and the tetraploid C. erinus, indicating these as the parental lineages of the octoploid C. erinus. A paraphyletic C. drabifolia was found to be sister to the tetraploid C. erinus, and a monophyletic C. creutzburgii sister to C. simulans. These analyses estimated a gamma value of 0.466 for tetraploid C. erinus and gamma = 0.534 for C. creutzburgii parental lineages. Our manual inspection of gene trees yielded similar results with 49% of gene trees indicating a close association of the octoploid lineage with the tetraploid lineage and 43% indicating an association with C. creutzburgii. No improvement in the likelihood was observed (–loglik = 129.62) when we ran the analysis using hmax = 2 (two hybridization events).
PLOIDY
Flow cytometry results provided easy‐to‐interpret ploidy estimates for all individuals tested. Both tetraploid (2n = 28) and octoploid (2n = 56) populations were found within C. erinus. The two ploidal levels correspond to geographical ranges, with all identified tetraploid populations occurring west of Greece and all octoploid populations occurring in the eastern Mediterranean Basin (Fig. 1). All C. creutzburgii and C. drabifolia populations were verified as tetraploid. Carlström (1986) cited an earlier chromosome count for C. creutzburgii as 2n = 56, but warned that this record needs confirmation as this same count had been reported for C. erinus, which is sympatric on the island of Crete. Our results validate this concern and we propose 2n = 28 may be a more accurate count for C. creutzburgii based on genome size estimations of five individuals from three populations, though this should be further verified.
MORPHOLOGY
Though molecular data and genome size estimates suggest multiple lineages within C. erinus, previous morphological work failed to distinguish these two groups. Our morphological dataset verifies this, indicating no discernable difference between the tetraploid and octoploid lineages based on bract tooth length (Fig. 4), suggesting these lineages represent cryptic diversity. Measurements of the bract tooth showed a clear difference between traditionally viewed C. erinus (both tetraploid and octoploid populations) and C. creutzburgii (Fig. 4). These taxa are also easily differentiated on the basis of corolla length (Carlström 1986).
Discussion
Phylogenetic analyses, with corroboration from genome‐size estimates and morphologic data, suggest cryptic diversity is present within Campanula erinus, as currently recognized. Due to the highly similar morphologies of the two lineages recovered here, this diversity had, until now, been overlooked. Flow cytometry estimates of genome size found evidence for tetraploid and octoploid populations, as noted by Carlström (1986). These populations are geographically distinct, with octoploids occurring in the eastern Mediterranean—Greece, Aegean islands, and Cyprus—while the tetraploids inhabit a wide area in the western Mediterranean (Fig. 1). Unfortunately, our population sampling was insufficient to determine the precise geographic location (approximately mainland Greece or the Balkans) that demarcates the eastern distribution limit of tetraploid and the western limit of octoploid populations. More in‐depth sampling would provide this boundary and indicate whether or not the tetraploid and octoploid lineages have overlapping distributions in this region.
Conflicting phylogenetic signal between plastid and nuclear datasets, and within the nuclear dataset, appears to be the signature of hybridization. The sister relationship of the octoploid C. erinus lineage with the tetraploid C. erinus and tetraploid C. creutzburgii, suggests a hybrid origin for this taxon and implicates these tetraploid taxa as parental lineages. Network analyses, estimated under the coalescent while allowing for hybridization, confirm this assertion. These analyses, with corroboration from our manual inspection of gene trees, suggest the octoploid lineage of C. erinus was likely the result of an allopolyploid event (or events) with near‐equal contributions from the two parental lineages (Fig. 3).
The nonmonophyly of octoploid populations recovered in our phylogenetic analyses based on the concatenated nuclear dataset (Fig. 1, panel C) may be evidence of multiple polyploid origins or simply the result of incomplete lineage sorting. The results from our species‐tree analyses, unfortunately, do not satisfactorily resolve this issue. Our SVDquartets analysis in which individuals were assigned to populations recovered a maximally supported octoploid C. erinus clade (Fig. 2, panel D)—suggesting ILS is the cause for the nonmonophyly in the concatenation analyses, while this same assignment of individuals analyzed with ASTRAL‐II (Fig. 2, panel E) confirms the nonmonophyly of octoploid populations recovered in the concatenation analyses. A more in‐depth investigation is necessary to confirm whether a single event led to the octoploid lineage, or if polyploid formation has been recurring.
Dating analyses of Crowl et al. (2015) and Crowl et al. (2016), in which age estimates for the Roucela clade were inferred within the broader Campanuloideae, suggest the timing of the C. erinus–C. creutzburgii hybridization event may have coincided with the Messinian Salinity Crisis. The closure of the Mediterranean Basin's connection with the Atlantic Ocean (5.96–5.33 Ma) led to a significant desiccation of the Mediterranean Sea (Hsu et al. 1973; Krijgsman et al. 1999). This event led to the connection of previously isolated islands to each other and the mainland, potentially facilitating range‐expansion and sympatry of C. erinus and C. creutzburgii. Crowl et al. (2015) found that the relatively recent onset of the Mediterranean climate may have caused extinction in the Roucela complex. This provides another possible explanation for the formation of a hybrid taxon from two currently nonsympatric species, as it is conceivable that these taxa had wider distributions in the past. A more in‐depth survey of ploidal levels within populations found in Crete and mainland Greece would provide further insights into the precise mechanism underlying this apparent allopolyploid event, or events.
Though past researchers have argued that polyploidy may allow for broad ecological tolerance and, thus, broad geographic ranges (see Stebbins 1950), the narrow endemic polyploid taxa in the Roucela clade indicate it clearly is not polyploidy per se that is responsible for the wide distribution of C. erinus. We suggest that the distribution pattern observed within C. erinus is the result of two factors. First, what has been historically considered C. erinus is, in fact, composed of two lineages. The assertion that a single species is distributed across the Mediterranean Basin is, therefore, erroneous. Second, because the octoploid C. erinus appears to have retained the ability to self pollinate from the parental tetraploid C. erinus, this cytotype was likely able to rapidly and widely disperse across the eastern part of the basin, in contrast to the numerous narrowly distributed taxa in this same region—a result that corroborates Baker's Law (Baker 1955).
This study provides evidence for allopolyploidy resulting in cryptic diversity within a small clade of flowering plants in the Mediterranean Basin. Our results highlight the utility of target enrichment approaches for obtaining multilocus, genomic datasets for thorough assessments of species diversity and the need to carefully consider gene‐tree discordance within such datasets. Though progress has been made, much work needs to be done in regards to species assessments across the Tree of Life in this biodiversity hotspot. With the help of genomic data, future studies will surely uncover further cryptic diversity, as has been done here, providing more accurate assessments of biodiversity in this fragile region of the world.
Associate Editor: C. Ané
Handling Editor: P. Tiffin
Supporting information
DATA ARCHIVING
The doi for this article is 10.5061/dryad.hn06n.
LITERATURE CITED
- Aberer, A. J. , Krompass D., and Stamatakis A.. 2013. Pruning rogue taxa improves phylogenetic accuracy: an efficient algorithm and webservice. Syst. Biol. 62:162–166. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Altschul, S. F. , Madden T. L., Schäffer A. A., Zhang J., Zhang Z., Miller W., and Lipman D. J.. 1997. Gapped BLAST and PSI‐BLAST: a new generation of protein database search programs, Nucleic Acids Res. 25:3389–402. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ané, C. , Larget B., Baum D. A., Smith S. D., and Rokas A.. 2007. Bayesian estimation of concordance among gene trees. Mol. Biol. Evol. 24:412–426. [DOI] [PubMed] [Google Scholar]
- Baker, H. G. 1955. Self‐compatibility and establishment after “long‐distance” dispersal. Evolution 9:347–349. [Google Scholar]
- Bankevich, A. , Nurk S., Antipov D., Gurevich A. A., Dvorkin M., Kulikov A. S., Lesin V. M., Nikolenko S. I., Pham S., Prjibelski A. D., et al. 2012. SPAdes: a new genome assembly algorithm and its applications to single‐cell sequencing. J. Comput. Biol. 19:455–477. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Baum, D. 2007. Concordance trees, concordance factors, and the exploration of reticulate genealogy. Taxon 56:417–426. [Google Scholar]
- Bryant, D. , Bouckaert R., Felsenstein J., Rosenberg N. A., and Roychoudhury A.. 2012. Inferring species trees directly from biallelic genetic markers: bypassing gene trees in a full coalescent analysis. Mol. Biol. Evol. 29:1917–1932. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Carlström, A. 1986. A revision of the Campanula drabifolia complex (Campanulaceae). Willdenowia 15:375–387. [Google Scholar]
- Chamala, S. , García N., Godden G. T., Krishnakumar V., Jordon‐Thaden I. E., De Smet R., Barbazuk W. B., Soltis D. E., and Soltis P. S.. 2015. MarkerMiner 1.0: a new application for phylogenetic marker development using angiosperm transcriptomes. Appl. Plant Sci. 3:1400115. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chifman, J. , and Kubatko L.. 2014. Quartet inference from SNP data under the coalescent model. Bioinformatics 30:3317–3324. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cronn, R. , Knaus B. J., Liston A., Maughan P. J., Parks M., Syring J. V, and Udall J.. 2012. Targeted enrichment strategies for next‐generation plant biology. Am. J. Bot. 99:291–311. [DOI] [PubMed] [Google Scholar]
- Crowl, A. A. , Mavrodiev E., Mansion G., Haberle R., Pistarino A., Kamari G., Phitos D., Borsch T., and Cellinese N.. 2014. Phylogeny of Campanuloideae (Campanulaceae) with emphasis on the utility of nuclear Pentatricopeptide Repeat (PPR) genes. PLoS One 9:e94199. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Crowl, A. A. , Miles N. W., Visger C. J., Hansen K., Ayers T., Haberle R., and Cellinese N.. 2016. A global perspective on Campanulaceae: biogeographic, genomic, and floral evolution. Am. J. Bot. 103:233–245. [DOI] [PubMed] [Google Scholar]
- Crowl, A. A. , Visger C. J., Mansion G., Hand R., Wu H.‐H., Kamari G., Phitos D., and Cellinese N.. 2015. Evolution and biogeography of the endemic Roucela complex (Campanulaceae: Campanula) in the Eastern Mediterranean. Ecol. Evol. 5:5329–5343. [DOI] [PMC free article] [PubMed] [Google Scholar]
- De Smet, R. , Adams K. L., Vandepoele K., Van Montagu M. C., Maere S., and Van de Peer Y.. 2013. Convergent gene loss following gene and genome duplications creates single‐copy families in flowering plants. Proc. Natl. Acad. Sci. 110:2898–2903. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Doyle, J. J. , and Doyle J. L.. 1987. A rapid DNA isolation procedure for small quantities of fresh leaf tissues. Phytochem. Bull. 19:11–15. [Google Scholar]
- Gao, X. , and Giorgi F.. 2008. Increased aridity in the Mediterranean region under greenhouse gas forcing estimated from high resolution simulations with a regional climate model. Glob. Planet. Change 62:195–209. [Google Scholar]
- Greuter, W. 1991. Botanical diversity, endemism, rarity, and extinction in the Mediterranean area: an analysis based on the published volumes of the Med‐Checklist. Bot. Chron. 10:63–79. [Google Scholar]
- Haberle, R. , Fourcade H., Boore J., and Jansen R.. 2008. Extensive rearrangements in the chloroplast genome of Trachelium caeruleum are associated with repeats and tRNA genes. J. Mol. Evol. 66:350–361. [DOI] [PubMed] [Google Scholar]
- Heled, J. , and Drummond A. J.. 2010. Bayesian inference of species trees from multilocus data. Mol. Biol. Evol. 27:570–580. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hsu, K. J. , Ryan W. B. E., and Cita M. B.. 1973. Late Miocene desiccation of the Mediterranean. Nature 242:240–244. [Google Scholar]
- Johnson, M. G. , Gardner E. M., Liu Y., Medina R., Goffinet B., Shaw A. J., Zerega N. J. C., and Wickett N. J.. 2016. HybPiper: extracting coding sequence and introns for phylogenetics from high‐throughput sequencing reads using target enrichment. Appl. Plant Sci. 4:1600016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Joshi, N. , and Fass J.. 2011. Sickle: a sliding‐window, adaptive, quality‐based trimming tool for FastQ files (Version 1.33). Available at https://github.com/najoshi/sickle.
- Katoh, K. , Misawa K., Kuma K., and Miyata T.. 2002. MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform. Nucleic Acids Res. 30:3059–3066. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Katoh, K. , and Standley D. M.. 2013. MAFFT multiple sequence alignment software version 7: improvements in performance and usability. Mol. Biol. Evol. 30:772–780. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Krijgsman, W. , Hilgen F. J., Raffi I., Sierro F. J., and Wilson D. S.. 1999. Chronology, causes and progression of the Messinian Salinity Crisis. Nature 400:652–655. [Google Scholar]
- Lanfear, R. , Calcott B., Ho S. Y. W., and Guindon S.. 2012. PartitionFinder: combined selection of partitioning schemes and substitution models for phylogenetic analyses. Mol. Biol. Evol. 29:1695–1701. [DOI] [PubMed] [Google Scholar]
- Larget, B. R. , Kotha S. K., Dewey C. N., and Ane C.. 2010. BUCKy: gene tree/species tree reconciliation with Bayesian concordance analysis. Bioinformatics 26:2910–2911. [DOI] [PubMed] [Google Scholar]
- Li, H. , and Durbin R.. 2009. Fast and accurate short read alignment with Burrows‐Wheeler transform. Bioinformatics 25:1754–60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mandel, J. R. , Dikow R. B., Funk V. A., Masalia R. R., Staton S. E., Kozik A., Michelmore R. W., Rieseberg L. H., and Burke J. M.. 2014. A target enrichment method for gathering phylogenetic information from hundreds of loci: an example from the Compositae. Appl. Plant Sci. 2: 1–6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mansion, G. , Parolly G., Crowl A., Mavrodiev E., Cellinese N., Oganesian M., Fraunhofer K., Kamari G., Phitos D., Haberle R., et al. 2012. How to handle speciose clades? Massive taxon‐sampling as a strategy towards illuminating the natural history of the bell flowers (Campanula, Campanuloideae). PLoS One 7:e50076. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Martin, M. 2011. Cutadapt removes adapter sequences from high‐throughput sequencing reads. EMBnet.journal 17:10–12. [Google Scholar]
- Médail, F. , and Quézel P.. 1997. Hotspots analysis for conservation of plant biodiversity in the Mediterranean basin. Ann. Missouri Bot. Gard. 84:112–127. [Google Scholar]
- Mirarab, S. , Reaz R., Bayzid M. S., Zimmermann T., Swenson M. S., and Warnow T.. 2014. ASTRAL: genome‐scale coalescent‐based species tree estimation. Bioinformatics 30:i541–i548. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mirarab, S. , and Warnow T.. 2015. ASTRAL‐II: coalescent‐based species tree estimation with many hundreds of taxa and thousands of genes. Bioinformatics 31:i44–i52. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Myers, N. 1990. The biodiversity challenge: expanded hot‐spots analysis. Environmentalist 10:243–56. [DOI] [PubMed] [Google Scholar]
- Roberts, A. V , Gladis T., and Brumme H.. 2009. DNA amounts of roses (Rosa L.) and their use in attributing ploidy levels. Plant Cell Rep. 28:61–71. [DOI] [PubMed] [Google Scholar]
- Ronquist, F. , Teslenko M., Van Der Mark P., Ayres D. L., Darling A., Höhna S., Larget B., Liu L., Suchard M. A., and Huelsenbeck J. P.. 2012. Mrbayes 3.2: Efficient bayesian phylogenetic inference and model choice across a large model space. Syst. Biol. 61:539–542. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Solís‐Lemus, C. , and Ané C.. 2016. Inferring phylogenetic networks with maximum pseudolikelihood under incomplete lineage sorting. PLOS Genet. 12:e1005896. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stamatakis, A. 2006. RAxML‐VI‐HPC: maximum likelihood‐based phylogenetic analyses with thousands of taxa and mixed models. Bioinformatics 22:2688–2690. [DOI] [PubMed] [Google Scholar]
- Stebbins, G. L. 1950. Variation and evolution in plants. Oxford Univ. Press, London, U.K. [Google Scholar]
- Swofford, D. L. 2002. PAUP*. Phylogenetic analysis using parsimony (*and other methods). Version 4. Sinauer Assoc; Sunderland, Massachusetts, doi: 10.1159/000170955. [Google Scholar]
- Wiens, J. J. 2007. Species delimitation: new approaches for discovering diversity. Syst. Biol. 56:875–878. [DOI] [PubMed] [Google Scholar]
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