Holocentric chromosomes: convergent evolution, meiotic adaptations, and genomic analysis
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- Melters, D.P., Paliulis, L.V., Korf, I.F. et al. Chromosome Res (2012) 20: 579. doi:10.1007/s10577-012-9292-1
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In most eukaryotes, the kinetochore protein complex assembles at a single locus termed the centromere to attach chromosomes to spindle microtubules. Holocentric chromosomes have the unusual property of attaching to spindle microtubules along their entire length. Our mechanistic understanding of holocentric chromosome function is derived largely from studies in the nematode Caenorhabditis elegans, but holocentric chromosomes are found over a broad range of animal and plant species. In this review, we describe how holocentricity may be identified through cytological and molecular methods. By surveying the diversity of organisms with holocentric chromosomes, we estimate that the trait has arisen at least 13 independent times (four times in plants and at least nine times in animals). Holocentric chromosomes have inherent problems in meiosis because bivalents can attach to spindles in a random fashion. Interestingly, there are several solutions that have evolved to allow accurate meiotic segregation of holocentric chromosomes. Lastly, we describe how extensive genome sequencing and experiments in nonmodel organisms may allow holocentric chromosomes to shed light on general principles of chromosome segregation.
Chromatin immunoprecipitation followed by sequencing
Chromatin immunoprecipitation followed by hybridization of isolated DNA to a DNA microarray.
Fluorescent in situ hybridization.
Centromere specific histone H3 variant (CENP-A in humans Cid in Drosophila melanogaster, HCP-3 in Caenorhabditis elegans)
“Darwin answers that we must look for imperfections and oddities, because any perfection in organic design or ecology obliterates the paths of history and might have been created as we find it.” Stephen J. Gould (1986)
The centromere is the chromosomal locus bound by kinetochore proteins that connect eukaryotic chromosomes to spindle microtubules during cell division. In most eukaryotes, kinetochore proteins assemble at a single location per chromosome. In these “monocentric” chromosomes, the centromere is visible as the primary constriction in large metaphase chromosomes. In select taxa, kinetochore proteins bind along the entire length of the chromosomes and microtubules can attach along most of the poleward facing surface (Dernburg 2001; Maddox et al. 2004; Guerra et al. 2010). First described in cytogenetic experiments dating from 1935 (Schrader 1935), these “holocentric” chromosomes have also been called diffuse-kinetochore chromosomes, holokinetic chromosomes, and polykinetic chromosomes. These differences in nomenclature may reflect the difficulty of distinguishing chromosomes with evenly distributed kinetochore proteins from chromosomes that contain numerous but discrete microtubule-binding sites (White 1973). For the rest of this review, we will use the most common term, i.e., holocentric chromosomes. Although holocentric chromosomes are found in a minority of eukaryotes, their prevalence may be underestimated. Many species are difficult to study cytologically. In addition, there are a large number of uncharacterized insect and nematode species whose phylogenetic position suggest that they should have holocentric chromosomes.
The nematode Caenorhabditis elegans is by far the most well-studied holocentric organism. The function of kinetochore proteins in this organism has been reviewed elsewhere (Dernburg 2001; Maddox et al. 2004). Almost nothing is known about the biology of other holocentric species. The primary goal of this review is to survey the evolution of holocentric chromosomes throughout eukaryotes, highlighting the fact that this property has arisen many independent times. A crucial step in adapting to the holocentric habit is alterations in meiosis, and we describe how the fundamental incompatibility between distributed microtubule-binding sites and crossing-over can be resolved. Lastly, we show how widespread genome sequencing can shed light on the function of holocentric chromosomes.
Identification of holocentric chromosomes
Some species are amenable to detailed cytogenetic manipulations that can diagnose holocentricity more definitively. If a holocentric chromosome is fragmented, each individual fragment retains centromere activity and can segregate to the poles (Fig. 1c). Chromosomes can be broken by X-ray irradiation (Hughes-Schrader and Schrader 1961), or more precisely by laser dissection (Fuková et al. 2007). Chromosomal fragments must persist after breakage, and micronuclei resulting from a failure to segregate chromosome fragments should not be observed. One problem of chromosome breakage techniques is that DNA damage response pathways can induce cell-cycle checkpoints or apoptosis, disallowing further studies of such cells. Laser dissection is restricted to a desired cell cycle phase (breaks are usually induced during metaphase), which may be beneficial if checkpoint activiation or apoptosis are cell-cycle stage dependent. In select experimental systems such as grasshopper spermatocytes, individual chromosomes can be manipulated using microdissection tips, and this could serve as an ideal test of holocentricity (Paliulis and Nicklas 2004). In principle, the ends of mitotic metaphase chromosomes should move freely in monocentric chromsomes, whereas they should be resistant to such physical stimulus in holocentric chromosomes (Doan and Paliulis 2009) (Fig. 1d).
A more precise method to identify holocentric chromosomes is is to visualize kinetochore proteins by immunofluorescence microscopy. Holocentric chromosomes will have kinetochore proteins bound along most if not the entire length of a metaphase chromosome, whereas monocentric chromosomes will have a single discrete focus of localization. Kinetochore proteins such as the centromere-specific histone variant cenH3 (CENP-A in human), or members of the NDC80 microtubule-binding complex can be found from sequence analysis of most eukaryote genomes, even though many kinetochore proteins evolve too quickly for their orthologs to be detected by protein sequence similarity (Talbert et al. 2004, Meraldi et al. 2006). As sequencing becomes cheaper, kinetochore proteins will be identified from more putative holocentric organisms, and this approach is likely to become more widespread. Once a reference genome is available for a given organism, chromatin immunoprecipitation followed by sequencing (ChIP-seq) can reveal whether kinetochore proteins are bound to a single centromere or to multiple locations on each chromosome. This method has recently been pioneered for holocentric organisms in C. elegans (Gassmann et al. 2012). As it is independent of cytology, ChIP-seq will be an especially useful method in the many organisms whose chromosomes are too small for reliable cytogenetic assays (many deeply diverged single-celled eukaryotes fall into this category).
Broad phylogenetic distribution of holocentric chromosomes
Holocentric chromosomes evolved at least four independent times in plants
All known holocentric plant species belong to the flowering plants (phylum Angiosperma) and include both monocots and eudicots (Fig. 2). The holocentric monocots predominantly belong to the rush grasses (family Juncaceae) and sedges (family Cyperaceae) (Luceño et al. 1998; Kuta et al. 2004). These include the snowy woodrush Luzula nivea (Juncaceae), the most well-studied holocentric plant. Not all genera in Cyperaceae and Juncaceae are holocentric. For example, localized centromeres were reported in the aquatic grass genus Scirpus (Nijalingappa 1974). Flowering perennial herbs from the genus Chionographis (family Melanthiaceae) (Tanaka and Tanaka 1977) also contain holocentric chromosomes.
Holocentric eudicots are limited to two genera: Drosera or sundews (family Droseraceae) and Cuscuta or dodders (family Convulvulaceae) (oddly, both are parasitic in nature). Cuscuta contains three subgenera, Cuscuta subgenus Cuscuta, Cuscuta subgenus Grammica, and Cuscuta subgenus Monogyna. Only the subgenus Cuscuta and one species in the subgenus Grammica are holocentric, offering an attractive opportunity for comparative genomics (Pazy and Plitmann 1994; Sheikh and Kondo 1995; Guerra et al. 2010).
Holocentric chromosomes are likely to have evolved at least nine independent times in animals
In the Animal Kingdom, holocentric chromosomes have been found in two phyla: Nematoda and Arthropoda. We estimate that holocentric chromosomes arose once in the Nematoda and eight times in Arthropoda.
The most well-known group of holocentric species can be found in the Secernentea class of the nematodes, which includes C. elegans. Other nematodes are usually described as holocentric because of their phylogenetic relationship to C. elegans rather than because of karyotypic evidence. The parasitic roundworms Trichinella and Trichuris (order Trichurida) (Mutafova et al. 1982; Spakulová et al. 1994) have been described as having monocentric chromosomes, whereas conflicting experimental data is available for Onchocerca volvulus, the causative agent of river blindness (Procunier and Hirai 1986; Hirai et al. 1987; Post 2005).
Holocentric chromosomes are found in many clades within the phylum Arthropoda (invertebrate animals with an exoskeleton). Notably, true bugs (Hemiptera) include the first well-characterized holocentric chromosomes. Diffuse binding of spindle microtubules along chromosomes was noted as early as 1935, and mitotic segregation of chromosome fragments was used to confirm holocentricity in scale insects soon afterward (Schrader 1935; Hughes-Schrader and Ris 1941; Hughes-Schrader and Schrader 1961). We have estimated a pattern for how the distribution of holocentric arthropods could have arisen from a monocentric ancestor, inferring by parsimony that the ancestor of all arthropods was monocentric (Fig. 2).
Holocentricity in the class Insecta (insects) is relatively common, being found in mayflies (order Ephemeroptera), dragonflies (order Odonata), angel insects (order Zoraptera), earwigs (order Dermaptera), caddisflies (order Trichoptera), moths and butterflies (order Lepidoptera), and the superorder Paraneoptera (encompassing lice, thrips, and true bugs). Large clades of monocentric insects are nested between these orders (it should be noted that insect phylogenetic relationships are still debated) (Grimaldi and Engel 2005; Regier et al. 2010). Therefore, we propose that the ancestor of most insect orders was holocentric, and that monocentricity returned twice during evolution of modern insects (Fig. 2). A second instance of holocentric chromosome evolution occurred during the divergence of Trichoptera and Lepidoptera from a monocentric ancestor. An isolated report of a monocentric hemipteran insect may represent a further reversion to the ancestral monocentric habit (Desai 1969; Desai and Deshpande 1969).
In contrast to Insecta, the class Arachnida (scorpions, spiders, mites and ticks) has few families or subfamilies with holocentric chromosomes. Holocentric arachnids include some spiders (order Araneae), microwhip scorpions (order Palpigradi), isolated mites and ticks (genuses Prostigmata and Radiicephalidae), and primitive scorpions (order Scorpiones). Holocentricity is also found in centipedes (class Chilopoda, closely related to arachnids). Karyotypic studies of mites and ticks suggest that many species may be monocentric, so we assume that holocentric chromosomes evolved twice in this order (Oliver 1972, 1977; Oliver et al. 1974). It is reasonable to assume that holocentric chromosomes arose at least six independent times during arthropod evolution and at least nine times overall in animals (Fig. 2).
Holocentric chromosomes face a kinetochore geometry problem in meiosis
The aim of meiosis is to reduce the chromosome number so haploid gametes are produced from a diploid parent cell. Reduction of chromosome number in meiosis happens because a single round of DNA replication is followed by two rounds of cell division. Correct chromosome segregation in meiosis requires changes in kinetochore geometry and differences in release of sister chromatid cohesion relative to mitosis. Holocentric chromosomes create unique problems during meiosis that organisms with monocentric chromosomes do not face. We review several diverse mechanisms that have arisen in holocentric organisms to allow correct distribution of chromosomes during meiosis.
Holocentric meiosis in Caenorhabditis elegans
Because both oocyte and spermatocyte meiosis can be visualized in C. elegans, interesting mechanistic differences between the two have been observed. In spermatocytes, spindle-attachment is restricted to each end of a bivalent, as microtubules are embedded in focused areas on each chromosome (Albertson and Thomson 1993; Shakes et al. 2009; Wignall and Villeneuve 2009). Despite this limited attachment, kinetochore proteins appear to form a cup around each entire half-bivalent as they do in oocytes (Shakes et al. 2009; Wignall and Villeneuve 2009). In spermatocytes, each chromosome end acts functionally as a kinetochore, binding to spindle microtubules and allowing congression to the metaphase plate (Shakes et al. 2009). Anaphase chromosome separation occurs because cohesion distal to the chiasma is released (Fig. 4a). In oocytes, homologue segregation appears to be driven by growth of microtubules between separating homologues (Dumont et al. 2010). In spermatocytes, however, homologues move toward their associated spindle pole along microtubules attached to the “kinetochore” at each end of the bivalent (Shakes et al. 2009).
Restriction of kinetochore activity in the true bugs (Hemiptera)
Meiosis in the true bugs (Hemiptera: Heteroptera) resembles that of C. elegans spermatocytes, in that kinetochore activity is restricted to a small region of a chromosome (notably, meiosis in Hemiptera has been mainly studied in spermatocytes) (Fig. 4b). Electron microscopy shows that the mitotic holocentric kinetochore in the milkweed bug Oncopeltus fasciatus has a layered appearance with visible kinetochore plates, while in meiosis, the areas of kinetic activity are more diffuse (Comings and Okada 1972). After crossover, bivalents condense very strongly and terminalize their chiasmata so they take on a capsule shape similar to that of C. elegans chromosomes (Wolfe and John 1965). Kinetochore activity in meiosis is restricted to the ends of the capsule-shaped bivalent, and chromosome cohesion is lost in a two-step pattern. This ensures that homologous chromosomes separate in anaphase I and sister chromatids separate in anaphase II, leading to the formation of haploid gametes. Mechanisms for forming the temporary kinetochore and for differential retention of cohesion between anaphase I and II are not well understood. It will be interesting to determine if bugs use a similar mechanism to C. elegans for selecting which end of the chromosome faces the spindle pole and has kinetochore activity. One interesting finding is that the chromosome end chosen to act as a temporary kinetochore can switch between the two meiotic divisions, as seen in Triatoma infestans (Heteroptera) (Pérez et al. 1997). Amazingly, meiosis II in T. infestans can feature sister chromatids with kinetochores at opposite ends (Pérez et al. 2000).
An alternative solution to the problem of holocentric chromosomes in meiosis is to invert the meiotic divisions, so that sister chromatids separate in meiosis I and homologues separate in meiosis II (Fig. 4c). Inverted meiosis appears in both animals and plants, including a suborder of true bugs (Homoptera), some dragonflies and damselflies, some arachnids, and woodrushes of the genus Luzula (Viera et al. 2009). It is best studied in the true bugs (Homoptera), where most species have at least one sex with inverted meiosis (John 1990). In meiotic prophase of these species, chromosomes recombine, and chiasmata are terminalized as in the Heteroptera (Hughes-Schrader 1944; John and Claridge 1974; John 1990) (Fig. 4c). In inverted meiosis, chromosomes align differently than in cases of restricted kinetochore activity. Sister chromatids face opposite poles and separate from one another in anaphase I (Fig. 4c). All cohesion appears to be lost between chromatids by telophase I (Hughes-Schrader 1944; John 1990). Homologous chromatids re-pair prior to the second meiotic division and separate from one another in anaphase II. The molecular mechanisms underlying inverted meiosis have not been studied.
Restricted kinetochore activity and inverted meiosis can coexist in the same cell. In the Heteroptera, autosomes restrict kinetic activity (Comings and Okada 1972; Wolfe and John 1965), while sex chromosomes undergo inverted meiosis (Schrader 1935; Pérez et al. 2000; Viera et al. 2009). The sex chromosomes of Heteroptera differ from autosomes of Homoptera. Either they lack a pairing partner (in XX–X0 sex determination), or the X and Y chromosomes do not recombine. Thus, in meiosis I, the sex chromosomes align on the spindle and behave like holocentric chromosomes in mitosis, separating sister chromatids (Schrader 1935; Pérez et al. 2000; Viera et al. 2009). In meiosis II in organisms with XX–X0 sex determination, the lone X moves to one spindle pole in anaphase II (Schrader 1935). In organisms with XX–XY sex determination, sister chromatids of the X and Y chromosomes separate in anaphase I. In meiosis II, the X and Y chromatids re-pair, align on the metaphase plate, then separate in anaphase II (Pérez et al. 2000; Viera et al. 2009). Again, little is known about proteins that regulate these behaviors.
Other meiotic adaptations in holocentric organisms
In some Homoptera, formation of gametes in males does not require meiosis at all. In species with haploid males and diploid females, males form sperm via typical mitotic divisions and females have inverted meiosis (Hughes-Schrader and Tremblay 1966). Other Homoptera (e.g., Phenacoccus) have diploid males who generate haploid sperm starting with a mitotic division. To achieve this, one haploid set of chromosomes is inactivated and maintained as heterochromatin (the haploid chromosome sets are separately marked by imprinting). During meiosis II, the active chromosome set segregates to one end of the cell and is incorporated into a sperm, while the inactive chromosome set is sequestered in a separate nucleus and eventually ejected (Hughes-Schrader 1935).
Meiosis in some holocentric organisms remains poorly characterized. In addition, it remains unclear why very different meiotic adaptations exist and why the closely related clades (e.g., the two suborders of Hemiptera) utilize such different mechanisms. Molecular characterization of meiosis in holocentric organisms is likely to illuminate these questions.
Genomic tools to study genomes of holocentric species
For most species with holocentric chromosomes, the DNA sequence underlying the kinetochore is unknown. Recently, the chromosomal localization of the centromere-specific histone cenH3 was determined in the nematode C. elegans by ChIP-chip analysis (Gassmann et al. 2012). It was found that ~50% of the genome can be associated with cenH3, showing that particular DNA sequences are unlikely to control cenH3 incorporation (furthermore, up to 90% of the nucleosomes in these centromeric regions may contain conventional H3). Importantly, the distribution of cenH3-containing regions was inversely correlated with genes transcribed in the germline and early embryo when the pattern of cenH3 incorporation is established (Gassmann et al. 2012). This suggests that transcription excludes cenH3 incorporation.
List of species with holocentric chromosomes and literature reports of tandem repeats and the chromosomal localization of the tandem repeat if known
Haizel et al. (2005)
Mandrioli et al. (2003)
Lu et al. (1994)
Peach potato aphid
Spence et al. (1998)
Peach potato aphid
Mandrioli et al. (1999)
Southern cattle tick
Hill et al. (2009)
Southern cattle tick
Hill et al. (2009)
Southern cattle tick
Hill et al. (2009)
Southern cattle tick
Hill et al. (2009)
Müller et al. (1982)
Niedermaier and Moritz (2000)
Grenier et al. (1996)
Grenier et al. (1996)
Abadon et al. (1998)
de Chastonay et al. (1990)
de Chastonay et al. (1990)
Red stomach worm
Callaghan and Beh (1996)
Pine wood nematode
Tarès et al. (1993)
Piotte et al. (1994)
Piotte et al. (1994)
Castagnone-Sereno et al. (1998)
With advances in genome sequencing technology, the genomes of dozens of holocentric species are available. Bioinformatic tools can find and analyze high-copy tandem repeats from shotgun genome sequences (Alkan et al. 2011; Melters et al., in preparation). One recent study surveyed tandem repeats in 282 animal and plant species, including 32 holocentric species (11 arthropods and 21 nematodes) (Melters et al., in preparation). The genomic abundance of tandem repeats in these 32 species differs greatly. The majority has only low-copy tandem repeats similar to C. elegans, but some holocentric species have high-copy tandem repeats with an overall genomic abundance comparable to that of the monocentric Arabidopsis thaliana and human genomes. These may represent cases like L. nivea in which tandem repeats have spread to several locations along each chromosome.
High-copy tandem repeats have also been studied experimentally in holocentric organisms (Table 1). These tandem repeats were often localized to subtelomeric regions (Spence et al. 1998; Malik and Henikoff 2009; Mandrioli et al. 2003; Hill et al. 2009). With the restricted kinetochore activity in meiosis observed in some holocentric species, it is tempting to ask if tandem repeat arrays have a role in specifying centromere activity in meiosis.
Evolutionary implications of holocentric chromosomes
In theory, holocentric chromosomes encourage rapid karyotype evolution. Fission of a holocentric chromosome should create two fragments that both retain centromere activity. Similarly, fusion of holocentric chromosomes would not create the problems faced by a dicentric chromosome in a monocentric organism. These predictions are based on mitotic chromosome segregation, and some types of meiotic adaptation (e.g., kinetochore restriction) may be fatally affected by chromosome fission. In general, holocentric clades do not show the predicted increase in karyotypic diversity (Panzera et al. 1996; Gokhman and Kuznetsova 2006). In contrast, sedges (genus Carex), scale insects (genus Apiomorpha), and scorpions from the family Buthidae have extremely labile karyotypes (Cook 2000; Hipp 2007; Schneider et al. 2009). Carex has inverted meiosis, and Buthidae have achiasmate meiosis (Davies 1956; Schneider et al. 2009). These features may have allowed karyotypes to change without compromising holocentric meiosis (Schneider et al. 2009).
The holocentric chromosome characteristic is also likely to affect the evolution of centromere DNA sequences and of the kinetochore proteins that bind to them. Despite the essential function of centromeres in chromosome segregation, centromere DNAs and many kinetochore proteins evolve very rapidly (Talbert et al. 2004, Meraldi et al. 2006). Henikoff et al. (2001) and Malik and Henikoff (2009) have proposed a female meiotic drive hypothesis to explain this paradox. Asymmetric meiosis in females generates only one functional egg cell from four gametes, and centromere DNA sequence polymorphisms that encourage segregation into the surviving egg cell will have a huge selective advantage. Correspondingly, kinetochore proteins such as cenH3 would coevolve to equalize binding between all centromeres in a population, ensuring that unequal centromere DNA/kinetochore protein interactions do not cause chromosome segregation errors. Tandem repeats are likely to facilitate rapid evolution of centromere DNA in monocentric chromosomes. A sequence polymorphism that shows preferential segregation could spread from one chromosome to another by gene conversion because tandem repeats on all chromosomes have similar sequences.
Genomic evidence suggests that many holocentric chromosomes lack tandem repeats and have cenH3 binding sites distributed over a wide variety of unique sequences (C. elegans is the exemplar of such organisms) (Gassmann et al. 2012; Melters et al., in preparation). If cenH3 binds to such a diverse range of sites, it may be much more difficult for holocentric chromosomes to acquire DNA sequence changes that favor segregation into the surviving egg cell during female meiosis. Changes in centromere DNA evolution might relax the pressure on cenH3 to evolve rapidly, a prediction that should be testable in holocentric clades. Interesting, Caenorhabditis cenH3 continues to show signs of positive selection despite the fact that it binds to diverse DNA sequences in holocentric chromosomes (Zedek and Bureš 2012).
Another factor that is likely to influence centromere DNA evolution is the mechanism of kinetochore assembly during meiosis in holocentric organisms. We do not know if particular DNA sequences are important for assembling the cup-shaped kinetochore protein structures seen in C. elegans meiosis, and chromosome segregation is cenH3 independent in meiosis (Monen et al. 2005). Similarly, inverted meiosis seems to feature spindle attachment sites that are spread along the length of meiotic chromosomes and may assemble on unique sequences in many holocentric organisms. Only in holocentric organisms such as L. nivea, which has tandem repeats underlying cenH3 binding sites, is it possible for centromere DNA to evolve rapidly in the same manner as it does in monocentric chromosomes (Haizel et al. 2005). Luzula has inverted meiosis with distributed kinetochore activity. Centromere repeat evolution may well be different in inverted meiosis organisms when compared with holocentric organisms that restrict kinetochore activity to particular chromosome regions (especially if these regions contain high-copy tandem repeats).
How do holocentric chromosomes inform our general understanding of the chromosome segregation machinery? Given the extreme meiotic adaptations necessary for organisms to adopt holocentric chromosomes, it is surprising and fascinating that distributed kinetochores have arisen so many times during eukaryotic evolution. It is likely that kinetochore location is controlled epigenetically in almost all eukaryotes (Stimpson and Sullivan 2010). Convergent evolution of holocentric chromosomes in extremely disparate eukaryotes suggests that cenH3 recruitment and maintenance can be altered relatively easily to greatly alter the placement of kinetochore proteins on mitotic chromosomes. Recent results from A. thaliana suggest that meiotic kinetochores have a unique assembly pathway, possibly because sister kinetochores must be mono-oriented towards the same side of the spindle (Ravi et al. 2011). Meiosis in holocentric organisms has several different solutions to the problem of kinetochore geometry, further suggesting that centromere assembly in meiosis can be altered without affecting the nature of mitotic cenH3 recruitment.
A flurry of recent papers describing cenH3 from deeply diverged eukaryotes shows how inexpensive genome sequencing is changing our ability to address questions in comparative cell biology (Maruyama et al. 2008; Dawson et al. 2007; Dubin et al. 2010; Brooks et al. 2011). It will be very interesting to ask whether holocentric chromosomes are seen in any single celled eukaryotes whose genomes are too small for classical cytology. Similarly, it is now much easier to generate molecular reagents and to inactivate genes in non-model organisms (for example, with TALE nucleases) (Bogdanove and Voytas 2011). These tools should allow investigators to make great inroads in our understanding of centromere assembly and meiotic adaptations in organisms with holocentric chromosomes.
We are indebted to P. Ward, P. Gullan, and P. Cranston for their advice on insect phylogeny. D.M. was supported by training grant T32-GM08799 from NIH-NIGMS. Its contents are solely the responsibility of the authors and do not necessarily represent the official views of the NIGMS or NIH. S.C. is a Howard Hughes Medical Institute and Gordon and Betty Moore Foundation investigator.