Abstract
The autosomal gene Mst77F of Drosophila melanogaster is essential for male fertility. In 2010, Krsticevic et al. (Genetics 184: 295−307) found 18 Y-linked copies of Mst77F (“Mst77Y”), which collectively account for 20% of the functional Mst77F-like mRNA. The Mst77Y genes were severely misassembled in the then-available genome assembly and were identified by cloning and sequencing polymerase chain reaction products. The genomic structure of the Mst77Y region and the possible existence of additional copies remained unknown. The recent publication of two long-read assemblies of D. melanogaster prompted us to reinvestigate this challenging region of the Y chromosome. We found that the Illumina Synthetic Long Reads assembly failed in the Mst77Y region, most likely because of its tandem duplication structure. The PacBio MHAP assembly of the Mst77Y region seems to be very accurate, as revealed by comparisons with the previously found Mst77Y genes, a bacterial artificial chromosome sequence, and Illumina reads of the same strain. We found that the Mst77Y region spans 96 kb and originated from a 3.4-kb transposition from chromosome 3L to the Y chromosome, followed by tandem duplications inside the Y chromosome and invasion of transposable elements, which account for 48% of its length. Twelve of the 18 Mst77Y genes found in 2010 were confirmed in the PacBio assembly, the remaining six being polymerase chain reaction−induced artifacts. There are several identical copies of some Mst77Y genes, coincidentally bringing the total copy number to 18. Besides providing a detailed picture of the Mst77Y region, our results highlight the utility of PacBio technology in assembling difficult genomic regions such as tandemly repeated genes.
Keywords: Y chromosome, Drosophila melanogaster, long-read assembly, PacBio, Mst77F
The Mst77F gene of Drosophila melanogaster is essential for male fertility and encodes a component of sperm chromatin (Raja and Renkawitz-Pohl 2005; Barckmann et al. 2013). Russell and Kaiser (1993) found three Y-linked pseudogenes of this gene (Mst77-ψ1, Mst77-ψ2, and Mst77-ψ3) by sequencing testis complementary DNAs. Years later the genome sequence of D. melanogaster became available (Adams et al. 2000), but unfortunately it was not very informative on the Y-linked paralogs of Mst77F (“Mst77Y” hereafter), in part because of the general difficulties of sequencing and annotation of Y-linked genes (Carvalho et al. 2009), and mostly because these genes were severely misassembled (Krsticevic et al. 2010). For example, several Mst77Y genes (most with incomplete sequences) could be found in the then-available genome assembly (and until Release 5), but none of them corresponded to the pseudogenes described by Russell and Kaiser (Krsticevic et al. 2010). Given the misassemblies, Krsticevic et al. (2010) used a de novo sequencing approach, polymerase chain reaction (PCR) of Mst77Y-like genes followed by cloning and sequencing, and found 18 Mst77Y genes. Because the DNA came from an inbred strain (the same used in genome sequencing), each different gene sequence variant was inferred to correspond to a different gene. To circumvent PCR-induced artifacts Krsticevic et al. (2010) sequenced more than 100 clones and only picked gene sequence variants occurring twice or more. They also used two other methods that yielded similar estimates of the number of Mst77Y genes: restriction enzyme digestion plus band quantification (16 copies) and computational analysis of the whole-genome sequencing traces (14 copies). Ten Mst77Y genes (named as Mst77Y-3ψ, Mst77Y-5ψ, etc.) have disrupted open reading frames (with premature stop codons and indels), and hence are pseudogenes; some of them seem to correspond to the previously described Mst77-ψ1 and Mst77-ψ2 (Russell and Kaiser 1993). Interestingly, the remaining eight Mst77Y genes (Mst77Y-1, Mst77Y-2, Mst77Y-4, Mst77Y-7, Mst77Y-8, Mst77Y-9, Mst77Y-12, and Mst77Y-13) have intact open reading frames, and several of them are expressed and correctly spliced in testis, accounting for ∼20% of the functional Mst77F-like mRNA. Finally, purifying selection was detected, mostly in the potentially functional copies. Hence, some Mst77Y genes are functional genes (Krsticevic et al. 2010).
Using Y-chromosome deletions, Russell and Kaiser (1993) broadly mapped the Mst77Y genes to h18-hl9 heterochromatic bands, whereas Krsticevic et al. (2010) showed that the duplicated region (or at least what survived from it) spans ∼3.4 kb of the 3L chromosome, encompassing the whole Mst77F gene, and pieces of two neighboring genes (two exons of Pka-R1, and the 5′-UTR of CG3618). The current D. melanogaster genome assembly (Release 6; Hoskins et al. 2015) incorporated the data from Krsticevic et al. (2010) and, hence, the 18 Mst77Y genes appear there, although with several mismatches. However, the genomic structure and context of the Mst77Y region, its length on the Y chromosome, and the possible existence of additional copies of Mst77Y genes remained unknown. Long-read technologies, which are being developed in the last few years (Clarke et al. 2009; Eid et al. 2009; Voskoboynik et al. 2013), are specially suited for resolving repetitive regions because repeats only create assembly problems when their length exceeds the read length, i.e., as read length grows the chance of collapsing paralogous copies drops. For example, if each Y-translocated 3.4-kb copy of chromosome 3L is flanked by a small amount of single-copy DNA, an assembly with read length greater than ∼4 kb should not collapse different copies (as happened with the Sanger-based assembly) even if they are 100% identical. The recent availability of two long-read assemblies of D. melanogaster (PacBio: Berlin et al. 2014; Kim et al. 2014; Illumina Synthetic Long-Reads: McCoy et al. 2014) prompted us to reinvestigate this challenging region of the Y chromosome.
Materials and Methods
D. melanogaster assemblies
Illumina Synthetic Long-Reads assembly:
As detailed in McCoy et al. (2014), DNA from mixed males and females of the reference genomic strain ISO1 (y; cn, bw, sp; the same used in the Drosophila Genome Project) was sequenced by use of the Illumina TruSeq Synthetic Long-Reads technology and assembled with the Celera Assembler. This assembly (“SLR”) was downloaded from NCBI (accession JAQD00000000.1).
PacBio assemblies:
DNA from adult males of the ISO1strain of D. melanogaster was sequenced with PacBio technology (Kim et al. 2014); the reads were assembled with the Celera Assembler using the recently developed MHAP algorithm as the overlapper (Berlin et al. 2014). This assembly (“MHAP”) was downloaded from NCBI (accession JSAE00000000.1). We also examined two preliminary assemblies of the same reads: PBcR used the standard PBcR pipeline (instead of MHAP) and the Celera Assembler (http://cbcb.umd.edu/software/pbcr/dmel.html), whereas FALCON used PacBio’s in house FALCON assembler (http://blog.pacificbiosciences.com/2014/01/data-release-preliminary-de-novo.html). These assemblies were downloaded from http://cbcb.umd.edu/software/pbcr/dmel_cons_asm.tar.gz and http://datasets.pacb.com.s3.amazonaws.com/2014/Drosophila/reads/dmel_FALCON_diploid_assembly.tgz. The Celera Assembler usually produces a main assembly and another set of scaffolds, called “degenerate,” that contains less-reliable sequences (Hoskins et al. 2002). Because we have found before that degenerate scaffolds contain pieces of Y-linked genes (Krsticevic et al. 2010) we used the two sets of scaffolds while searching for the Mst77Y genes in the MHAP and PBcR assemblies. PacBio reads, used to check the assemblies, were downloaded from http://gembox.cbcb.umd.edu/mhap/raw/dmel_filtered.fastq.gz.
Sanger assembly:
As a comparison reference for the aforementioned long-read assemblies, we used the WGS3 assembly, which is the best unfinished Sanger assembly of the D. melanogaster genome (Hoskins et al. 2002). We have not used Release 6 because it incorporated the data from Krsticevic et al. (2010) (Hoskins et al. 2015) and hence cannot be used as an independent reference. WGS3 was assembled with the Celera assembler and hence include a set of degenerate scaffolds (called “armUextra”). It was downloaded from ftp://ftp.fruitfly.org/pub/download/compressed/WGS3_het_genomic_dmel_RELEASE3-0.FASTA.gz.
Annotation of the Mst77Y region in the long-reads assemblies
All BLAST searches were run locally in a Linux server. The sequences of the 18 Mst77Y genes (Krsticevic et al. 2010) were used in BLASTN searches for the identification and annotation of scaffolds containing the Mst77Y genes in the different long-read assemblies. Note that the sequences of Mst77Y genes deposited in 2010 (GQ868243−GQ868260) correspond to their coding sequences and hence omit their small intron. Different Mst77Y genes may be 99.5% identical, and to better identify them, we used here the gene sequence (i.e., with the intron; accessions KP684500−KP684517) instead of the coding sequences. We also annotated the misassembled regions (Misassembly detection using Illumina reads section) and transposable elements (with RepeatMasker; Smit et al. 1996–2010). We then inspected the Mst77Y region, searching for missing and new Mst77Y genes, misassemblies, other genes, etc., with all information displayed with the IGV browser (Thorvaldsdottir et al. 2013).
Misassembly detection using Illumina reads
Casey Bergman et al. generated a large dataset of 100 bp paired-end Illumina from ISO1 adult males and kindly made it available at http://bergman.smith.man.ac.uk/data/genomes/2057_Illumina.tgz . We used it for misassembly detection in the long-read assemblies, employing two different approaches. First, we inspected in the IGV browser the bwa-generated alignment (Li and Durbin 2009), searching for regions of zero coverage (i.e., where Illumina reads failed to align) or consistent mismatches. Zero-coverage regions also were detected and quantified using the bedtools suite of programs (Quinlan and Hall 2010). Second, we used the YGS program, which decomposes both the assembled genome and the Illumina reads in k-mers and compare the two lists, searching the genome for k-mers that are not matched by the Illumina-derived k-mers (Carvalho and Clark 2013). Given the high coverage of the Casey Bergman’s Illumina data (∼90x for the autosomes; ∼45× for the sex-chromosomes), its source (males from the same ISO1 strain used in the assembly), and the inherently low error rate of Illumina sequencing, genomic k-mers that are unmatched by the Illumina reads almost certainly are due to assembly errors (or to new mutations in the ISO1 strain). We displayed the location of the unmatched k-mers in IGV as well. The two approaches of misassembly detection are complementary, as they do not always flag the same regions (Supporting Information, Figure S1). The parameters and scripts used with the bwa, bedtools, YGS, and other programs are available with the authors upon request.
Results and Discussion
Synthetic Long Reads assembly
Table 1 summarizes the analysis of Mst77Y genes in the two main long read assemblies (SLR and MHAP), as well as in two preliminary PacBio assemblies (PBcR and FALCON), and in the Sanger WGS3 assembly. The SLR assembly recovered more Mst77Y sequences than the Sanger-based WGS3 assembly and most of them are error-free, but still is incomplete and fragmented. The scaffolds are small (all less than 15 kb), and hence provide little information on the genomic structure and context of the Mst77Y region. These problems most likely are a direct consequence of this technology. Synthetic long reads are made by sequencing bar-coded ∼10 kb genomic fragments with standard Illumina short-reads, performing a local assembly of these 10-kb fragments into synthetic long reads, and then feeding them into a standard assembler (Voskoboynik et al. 2013; McCoy et al. 2014). The method works well with repetitive DNA as long as there is only one copy of a repeat in each 10-kb fragment, i.e., the repeats should be interspersed. Indeed, SLR has been shown to perform well in reconstructing transposable elements (McCoy et al. 2014), which are the prototypical interspersed repeat. Tandem repeats, however, are expected to be misassembled and, as we found with the PacBio assembly, this is precisely the case of the Mst77Y region: 10-kb genomic fragments frequently will contain two or three highly similar Mst77Y genes. It is worth noting also that several biologically interesting and poorly known regions of the Drosophila genome, such as other recently duplicated genes, the histone and rDNA clusters, and the centromeres, have a tandem repeat organization, and in these cases synthetic long reads are predicted to have limited utility.
Table 1. Mst77Y genes in different assemblies of the D. melanogaster genome.
Assembly | Mst77Y Genes Found | Perfect Matchesa | With Errors | Number of Scaffolds | Scaffold Size, kb |
---|---|---|---|---|---|
SLR | 10 | 8 | 2 | 7 | 3−13 |
MHAP | 18 | 18 | − | 1 | 747 |
PBcR | 20 | 17 | 3 | 2 | 20; 177 |
FALCON | 18 | 11 | 7 | 1 | 619 |
WGS3 | 6 | 2 | 4 | 6 | <2 |
100% identical over the entire length to some gene described in Krsticevic et al. (2010).
MHAP assembly and description of the Mst77Y region
The MHAP assembly recovered 18 Mst77Y genes in a single contig (accession JSAE01000257; Table 1), without any mismatch with the sequences described by Krsticevic et al. (2010). Given this, and also the absence of misassembly signs in the intergenic regions [Search for misassemblies in the Mst77Y region (PacBio assemblies) section], we conclude that MHAP is at least a fairly accurate reconstruction of the Mst77Y region, and used it to analyze this region (the two preliminary PacBio assemblies will be commented in a next section).
As summarized in Figure 1, the Mst77Y genes are located in tandem over 96 kb, with the same orientation. Some genes are present in identical multiple copies: Mst77Y-4 and Mst77Y-12 have three copies, whereas Mst77Y-6ψ and Mst77Y-7 have two copies. As Krsticevic et al. (2010) noted, the “gene sequence variant counting” method they used could not detect identical copies, so their discovery is somewhat expected. On the other hand, we could not find six genes described in Krsticevic et al. (2010): Mst77Y-2, Mst77Y-5ψ, Mst77Y-8, Mst77Y-9, Mst77Y-11ψ, and Mst77Y-14ψ. These missing genes may be due a misassembly in MHAP or to an experimental artifact in Krsticevic et al. (2010). Two lines of evidence strongly suggest that the second hypothesis is true. First, these six genes also are missing in the other assemblies listed in Table 1. Second, supposing that they were misassembled in MHAP, they must be present in the PacBio reads, because of their high coverage of the genome (∼90× for the autosomes, 45× for the sex-chromosomes). Therefore, we aligned with bwa these raw reads to the 18 Mst77Y genes described by Krsticevic et al. (2010), plus the autosomal Mst77F, and measured the coverage of each gene. The result (Figure 2) is a stunning confirmation of the findings reported above: the six missing genes are absent from the reads (their coverage is essentially zero). Furthermore, the multiple copy Mst77Y genes have a much greater coverage, similar to the autosomal (hence, diploid) Mst77F, whereas the remaining Mst77Y genes have the lower coverage expected for single-copy Y-linked genes (hence, haploid). We have not carried an analogous test using Illumina reads because they are too short to be unambiguously mapped to each Mst77Y gene.
Figure 1.
General view of the Mst77Y region (MHAP assembly). All 18 Mst77Y genes are located in a single contig (JSAE01000257). Gene names were abridged (Mst77Y-1 as “Y1,” Mst77Y-17ψ as “Y17,” and so forth). All genes have the same orientation (not visible at this scale). The red tick near 110 kb marks the unmatched k-mer found in this region (caused by a C/T substitution in an intergenic region). The pseudogenes of Pka-R1 and CG3618, which flank each Mst77Y gene, were omitted for the sake of clarity. Repeats (mostly retrotransposons) occupy 48% of the sequence.
Figure 2.
Validation of Mst77Y genes by alignment with PacBio reads. Gene names were abridged: Mst77F to 77F, Mst77Y-1 to Y1, and so forth. PacBio reads were aligned with bwa against the 18 Mst77Y genes identified by Krsticevic et al. (2010), and alignment depth was calculated with bedtools. Sequencing depth is ∼90× for autosomes (dashed line marked with “diploid”) and ∼45× for sex-chromosomes (“haploid” dashed line; http://bergmanlab.smith.man.ac.uk/?p=2176). Note that the six genes absent from the assembly (Y2, Y5, Y8, Y9, Y11, and Y14) have essentially zero coverage, and hence are artifacts (see MHAP assembly and description of the Mst77Y region section). Note also that Y6 and Y7 behave as diploids (and indeed have two copies in the assembled scaffold), whereas the coverage of Y4 and Y12 suggest three copies (which indeed are found in the assembly). We used PacBio reads before “polishment” (i.e., error correction), so these are essentially raw reads.
It is worth discussing the origin of these six artifactual genes. Krsticevic et al. (2010) sequenced 115 clones of PCR products of the Mst77Y genes. To guard against PCR-induced errors, which would mimic additional Mst77Y genes, the authors did two separate PCR-cloning experiments (one with Taq and one with a Pfu low-error polymerase) and only considered gene sequence variants occurring at least twice. It turns out that this is insufficient: if PCR-induced “mutations” occur in early cycles they can attain rather high frequencies, and this is the likely explanation for the these six genes (see also Schenk et al. 2006). Interestingly, the six genes do not contain any new substitution (as would be expected from point mutations); rather, they all seem to originate from recombination among the other Mst77Y genes. For example, the Mst77Y-8 sequence can be generated by pasting the 5′ of Mst77Y-4 with the 3′ of Mst77Y-16ψ, whereas the opposite combination (5′ of Mst77Y-16ψ with the 3′ of Mst77Y-4) would generate Mst77Y-14ψ. It has been suggested that Pfu generates more recombination artifacts than Taq (Zylstra et al. 1998), and indeed all six artifactual Mst77Y genes came from the PCR-cloning experiment that used this polymerase [see Table 1 of (Krsticevic et al. 2010)]. We suggest that readers planning this type of experiment should avoid Pfu, and strictly follow the recommendations of Schenk et al. (2006).
Besides the Mst77Y genes, the 96-kb region contains pieces of two flanking genes (the first two exons of Pka-R1, and the 5′-UTR of CG3618; Mst77F is located inside an intron of Pka-R1), in the same order which they occur in 3L, and also many transposable elements (mostly retroelements), which account for 48% of the region.
We should note that it was just a coincidence that the number of Mst77Y genes (18 genes) remained the same in Krsticevic et al. (2010) and in the present paper: six genes were discarded as PCR artifacts (Mst77Y-2, Mst77Y-5ψ, Mst77Y-8, Mst77Y-9, Mst77Y-11ψ, and Mst77Y-14ψ), and six other genes were added as newly detected duplicates (Mst77Y-4b, Mst77Y-4c, Mst77Y-12b, Mst77Y-12c, Mst77Y-6bψ, and Mst77Y-7b). We followed Drosophila’s standard nomenclature and named the duplicated genes as Mst77Y-4a, Mst77Y-4b, Mst77Y-4c, and so forth.
Search for misassemblies in the Mst77Y region (PacBio assemblies)
Given its repeat-rich composition and the lack of a reference sequence for most of its length (the exception being the Mst77Y genes), it would be desirable to have some independent validation of the MHAP assembly of the Mst77Y region. As described in the section Material and Methods, we used Illumina reads of the same strain for this purpose. Because the focus of the present paper is the Mst77Y region (i.e., the 96 kb located in coordinates 85040−180612 of contig JSAE01000257), we first analyzed it; the rest of the 747 kb contig will be dealt with in the next section.
We found just two small errors in the Mst77Y region: a T insertion at 85,619 (in a run of five T) and C/T substitution at position 110,630, both in intergenic regions (Figure S1). Thus, the assembly of this region seems to be essentially perfect. This conclusion is strengthened by the analysis of the two preliminary PacBio assemblies (PBcR and FALCON), for we could detect many misassemblies there (Table 2 and Figure 3). In other words, the apparent absence of misassemblies in MHAP is not caused by a lack of power to detect them. Some misassemblies could have lead to wrong conclusions in biologically relevant issues: the first PacBio assembly we examined (PBcR) contain what seems to be a new Mst77Y gene, characterized by a deletion in the 5′ end; the Illumina reads shows that it was a misassembly (Figure 3). Given the data discussed here (Table 2) and in the previous section (Figure 2), we conclude that the MHAP assembly allows for at least a fairly accurate description of the Mst77Y region, and that it is unlikely that major amendments will be needed in the future.
Table 2. Assembly errors of PacBio assemblies in the Mst77Y region.
Assembly | Contig | Coordinates | Unmatched k-mers | Regions With Zero Coverage | Total Base Pairs With Zero Coverage |
---|---|---|---|---|---|
MHAP | JSAE01000257 | 85040−180612 | 1 | 0 | 0 |
PBcR | 0_176540 | 87315−173699 | 9 | 1 | 245 |
FALCON | 0032_03 | 436429 −531977 | 36 | 11 | 138 |
Figure 3.
Misassemblies in a region of the PBcR assembly. This snapshot of the IGV browser shows a region of contig 0_176540 that seemed to contain a new Mst77Y gene (characterized by a 5′ deletion; labeled as “Mst77Y-?”). Note the “zero Illumina coverage” region and the presence of unmatched k-mers (marked in red), which show that the region was misassembled, and that the new gene is an artifact.
Content of the whole contig JSAE01000257
The MHAP assembly (and also FALCON) extends some 550 kb to the right of the Mst77Y region, allowing for the annotation and description of its surroundings. We found that part of this region has been previously sequenced and studied by Villasante et al., and we direct the reader to their papers for detailed analyses (Agudo et al. 1999; Abad et al. 2004; Méndez-Lago et al. 2009). We will make here only a brief comparison of the shared sequences and point to the regions not sequenced in their study. Before doing this, it is important to note that there are clear signs of misassembly in PacBio assemblies of this broader region (Figure S1 and Table S1), so the results should be taken with a grain of salt. The main potential problem for the level of analysis we are doing in this broad region is not the collapsing of some repeat or some single-base error but rather a chimeric contig that would misjoin sequences that are physically very distant (e.g., from other chromosome). We cannot exclude this possiblity of chimerism, given the misassembly signs and the lack of independent long-range data [e.g., sequenced bacterial artificial chromosome (BACs)] for most of the length of contig JSAE01000257. On the other hand, the broad sequence composition we found in the whole contig JSAE01000257 is remarkably similar to preliminary data from a tiling path of BACs of this region (this section), which suggests that there are no major assembly errors.
Abad et al. (2004; see their Figure 1) presented a tiling path of BACs, presumably not sequenced, that would span the whole contig JSAE01000257. Méndez-Lago et al. (2009) sequenced twice one of these BACs (BACR26J21, from the ISO1 strain; accessions FM992409 and CU076040), which spans positions 280−445 kb of contig JSAE01000257. Figure S2 shows the dot plot alignment between contig JSAE01000257 and BACR26J21. The general agreement is very good, and no major misassembly such as chimeric regions was found in contig JSAE01000257. The largest discrepancy with BACR26J21 is in a region of contig JSAE01000257 (279−294 kb), which includes a zero Illumina coverage region, so the PacBio MHAP assembly almost certainly is wrong here (the alternative explanation would be mutation in the reference strain). As Méndez-Lago et al. (2009) described, this region is mostly composed of decayed telomeric transposons Het-A and TART, and the 18HT satellite, which derived from them.
Zooming out from the region covered by BACR26J21, we can recognize four broad “domains” in the whole sequence of contig JSAE01000257 (see also Figure 1 of Abad et al. 2004). The Mst77Y region detailed in the previous section extends from 85 to 181 kb. To its left (0−85 kb) and its immediate right (181−250 kb), and also between 559 kb and 685 kb, the sequence is almost entirely composed of transposons and a few pseudogenes, derived from the Tequila, ade5, CG46192, CG12717, and Crg-1 genes. During previous searches of Y-linked genes we had found one of these pseudogenes (ade5-ψ, located at coordinates 17441−17643), and experimentally confirmed its Y-linkage (A. B. Carvalho, unpublished data). The third domain spans from 256 kb to 549 kb (and hence includes BACR26J21) and is almost entirely composed of sequences derived from telomeric transposons. The fourth domain starts at 685 kb and goes until the end of contig JSAE01000257 (at 747 kb); it is mostly composed of rDNA genes, with R1 and R2 insertions. The interesting possibility arises that contig JSAE01000257 captured the transition to the rDNA cluster of the Y chromosome [band h20; (Gatti and Pimpinelli 1983)], since the Mst77Y region has been mapped to h18-h19 bands (Russell and Kaiser 1993) and BACR26J21 to the h18 band.
One of the most interesting findings in this section is that the Pp1-Y2 gene is located in contig JSAE01000257 (coordinates 565977−566918). This is a functional single-copy gene of the Y chromosome, which encodes a testis-specific protein phosphatase. It was described by Carvalho et al. (2001), who mapped it to the tip of the long arm of the Y (using the standard marked Y chromosome strains; Kennison 1981), whereas Abad, Villasante et al. have mapped it to h18 region (with BAC fluorescent in situ hybridization; Abad et al. 2004). Although the definitive experiment—fluorescent in situ hybridization using a Pp1-Y2 probe—has yet to be performed, it seems reasonable to place this gene at h18; the results from Carvalho et al. (2001) would be explained by undetected rearrangements occurred during the obtainment of marked Y chromosome strains.
Evolutionary analysis of the Mst77Y genes
Krsticevic et al. (2010; see their Figure 4) found four lines of evidence that strengthened the case that some Mst77Y are functional genes. Test 1 showed that as a whole (i.e., combining potentially functional and non-functional ones) the Mst77Y genes evolved under purifying selection (P = 0.027); Test 2 showed that most (or all) purifying selection occurred in the potentially functional Mst77Y (P = 0.015); Test 3 found no evidence of purifying selection in non-functional Mst77Y (P = 0.54); and Test 4 showed that the potentially functional Mst77Y evolved under purifying selection (P = 0.017). Given that six of the 18 genes are artifacts (namely, Mst77Y-2, Mst77Y-5ψ, Mst77Y-8, Mst77Y-9, Mst77Y-11ψ, and Mst77Y-14ψ), it is desirable to repeat the aforementioned evolutionary analyses removing these six genes. When we did this (again using the HyPhy package; Pond et al. 2005), we found that Test 1 and Test 3 yield the same qualitative result (P = 0.046 and P = 0.246, respectively), but Test 2 and Test 4 are no longer statistically significant (P = 0.210 and P = 0.091, respectively). Table S2 detailed the updated tests; a comparison with Table S2 from Krsticevic et al. 2010 shows that the estimated parameters are similar. For example, the selective constraint ω of the potentially functional Mst77Y genes (ω = 0.54) still suggests stronger purifying selection compared with the nonfunctional ones (ω = 0.63), but the difference is no longer statistically significant. This pattern suggests that removal of the six spurious sequences reduced the statistical power of the tests. Indeed, simulations show that the power of Test 1 decreased from 89 to 39% and that a similar power reduction occurred with the other tests (File S1 and Table S4). Besides differences in statistical power, another factor that may explain the difference between the 2010 and the present study is that the six removed sequences are recombinants, and it is known that recombination interferes with likelihood methods for detecting selection pressure on codon alignments (Anisimova et al. 2003). It is worth to note that even after the removal of the six artifactual sequences there still is statistically significant evidence for recombination, as evidenced by the GARD method (P < 10−3; Pond et al. 2006). These recombination events, possibly due to gene conversion or transposable elements activity, may further reduce the power to detect purifying selection on the potentially functional Mst77Y genes.
We also analyzed our data using the recently published RELAX method, which has several advantages over the standard approaches for detecting relaxed selection (Wertheim et al. 2015). The results are shown in Table S3; although the face value of the “selection intensity” parameter k suggest that there is some selection acting on Mst77Y genes as a whole (k = 0.549, instead of 0, as expected for strict neutrality), and that the selection intensity is stronger in the potentially functional Mst77Y genes (k = 0.686), compared with the nonfunctional ones (k = 0.303), none of the effects is statistically significant.
We conclude from the aforementioned analyses that although there is some indication of purifying selection on Mst77Y genes, the evidence is not conclusive. Hence the results of the molecular evolutionary analysis are less compelling than those reported in Krsticevic et al. (2010). However, the main evidence that the “potentially functional” Mst77Y genes are functional genes is unchanged: they account for ∼20% of the Mst77F-like mRNA.
Supplementary Material
Acknowledgments
We thank L. Koerich, B. Lemos, E. Dupim, G. Nassar, L. Araripe, F. Vigoder, M. Vibranosvski, and two anonymous reviewers for valuable comments in the manuscript, and S. K. Pond for calling our attention to the RELAX method. This work was supported by Conselho Nacional de Desenvolvimento Científico e Tecnológico-CNPq, Coordenação de Aperfeiçoamento do Pessoal de Ensino Superior-CAPES, FAPERJ, and National Institutes of Health grant R01 GM064590.
Footnotes
Supporting information is available online at www.g3journal.org/lookup/suppl/doi:10.1534/g3.115.017277/-/DC1
Communicating editor: S. Celniker
Literature Cited
- Abad J. P., de Pablos B., Agudo M., Molina I., Giovinazzo G., et al. , 2004. Genomic and cytological analysis of the Y chromosome of Drosophila melanogaster: telomere-derived sequences at internal regions. Chromosoma 113: 295–304. [DOI] [PubMed] [Google Scholar]
- Adams M. D., Celniker S. E., Holt R. A., Evans C. A., Gocayne J. D., et al. , 2000. The genome sequence of Drosophila melanogaster. Science 287: 2185–2195. [DOI] [PubMed] [Google Scholar]
- Agudo M., Losada A., Abad J. P., Pimpinelli S., Ripoll P., et al. , 1999. Centromeres from telomeres? The centromeric region of the Y chromosome of Drosophila melanogaster contains a tandem array of telomeric HeT-A− and TART-related sequences. Nucleic Acids Res. 27: 3318–3324. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Anisimova M., Nielsen R., Yang Z., 2003. Effect of recombination on the accuracy of the likelihood method for detecting positive selection at amino acid sites. Genetics 164: 1229–1236. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barckmann B., Chen X., Kaiser S., Jayaramaiah-Raja S., Rathke C., et al. , 2013. Three levels of regulation lead to protamine and Mst77F expression in Drosophila. Dev. Biol. 377: 33–45. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Berlin K., Koren S., Chin C.-S., Drake J., Landolin J. M., et al. , 2015. Assembling large genomes with single-molecule sequencing and locality-sensitive hashing. Nat. Biotechnol. (in press). [DOI] [PubMed] [Google Scholar]
- Carvalho A. B., Clark A. G., 2013. Efficient identification of Y chromosome sequences in the human and Drosophila genomes. Genome Res. 23: 1894–1907. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Carvalho A. B., Dobo B. A., Vibranovski M. D., Clark A. G., 2001. Identification of five new genes on the Y chromosome of Drosophila melanogaster. Proc. Natl. Acad. Sci. USA 98: 13225–13230. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Carvalho A. B., Koerich L. B., Clark A. G., 2009. Origin and evolution of Y chromosomes: Drosophila tales. Trends Genet. 25: 270–277. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Clarke J., Wu H. C., Jayasinghe L., Patel A., Reid S., et al. , 2009. Continuous base identification for single-molecule nanopore DNA sequencing. Nat. Nanotechnol. 4: 265–270. [DOI] [PubMed] [Google Scholar]
- Eid J., Fehr A., Gray J., Luong K., Lyle J., et al. , 2009. Real-time DNA sequencing from single polymerase molecules. Science 323: 133–138. [DOI] [PubMed] [Google Scholar]
- Gatti M., Pimpinelli S., 1983. Cytological and genetic analysis of the Y-chromosome of Drosophila melanogaster. 1. Organization of the fertility factors. Chromosoma 88: 349–373. [Google Scholar]
- Hoskins R., Smith C., Carlson J., Carvalho A. B., Halpern A., et al. , 2002. Heterochromatic sequences in a Drosophila whole-genome shotgun assembly. Genome Biol. 3: research0085.0081–0085.0016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hoskins R. A., Carlson J. W., Wan K. H., Park S., Mendez I., et al. , 2015. The Release 6 reference sequence of the Drosophila melanogaster genome. Genome Res. 25: 445–458. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kennison J. A., 1981. The genetic and cytological organization of the Y-chromosome of Drosophila melanogaster. Genetics 98: 529–548. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim K. E., Peluso P., Babayan P., Yeadon P. J., Yu C., et al. , 2014. Long-read, whole-genome shotgun sequence data for five model organisms. Scientific Data 1: 140045. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Krsticevic F. J., Santos H. L., Januario S., Schrago C. G., Carvalho A. B., 2010. Functional copies of the Mst77F gene on the Y chromosome of Drosophila melanogaster. Genetics 184: 295–307. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li H., Durbin R., 2009. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics 25: 1754–1760. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McCoy R. C., Taylor R. W., Blauwkamp T. A., Kelley J. L., Kertesz M., et al. , 2014. Illumina TruSeq synthetic long-reads empower de novo assembly and resolve complex, highly-repetitive transposable elements. PLoS ONE 9: e106689. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Méndez-Lago M., Wild J., Whitehead S. L., Tracey A., Pablos B. d., et al. , 2009. Novel sequencing strategy for repetitive DNA in a Drosophila BAC clone reveals that the centromeric region of the Y chromosome evolved from a telomere. Nucleic Acids Res. 37: 2264–2273. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pond S. L. K., Frost S. D., Muse S. V., 2005. HyPhy: hypothesis testing using phylogenies. Bioinformatics 21: 676–679. [DOI] [PubMed] [Google Scholar]
- Pond S. L. K., Posada D., Gravenor M. B., Woelk C. H., Frost S. D. W., 2006. Automated phylogenetic detection of recombination using a genetic algorithm. Mol. Biol. Evol. 23: 1891–1901. [DOI] [PubMed] [Google Scholar]
- Quinlan A. R., Hall I. M., 2010. BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics 26: 841–842. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Raja S. J., Renkawitz-Pohl R., 2005. Replacement by Drosophila melanogaster protamines and Mst77F of histones during chromatin condensation in late spermatids and role of sesame in the removal of these proteins from the male pronucleus. Mol. Cell. Biol. 25: 6165–6177. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Russell S. R. H., Kaiser K., 1993. Drosophila melanogaster male germ line-specific transcripts with autosomal and Y-linked genes. Genetics 134: 293–308. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schenk M. F., Gilissen L. J., Esselink G. D., Smulders M. J., 2006. Seven different genes encode a diverse mixture of isoforms of Bet v 1, the major birch pollen allergen. BMC Genomics 7: 168. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smit, A., R. Hubley, and P. Green, 1996–2010 RepeatMasker Open-3.0. Available at: http://www.repeatmasker.org. Accessed: December 20, 2014.
- Thorvaldsdottir H., Robinson J. T., Mesirov J. P., 2013. Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration. Brief. Bioinform. 14: 178–192. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Voskoboynik A., Neff N. F., Sahoo D., Newman A. M., Pushkarev D., et al. , 2013. The genome sequence of the colonial chordate, Botryllus schlosseri. eLife 2: e00569. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wertheim J. O., Murrell B., Smith M. D., Pond S. L. K., Scheffler K., 2015. RELAX: detecting relaxed selection in a phylogenetic framework. Mol. Biol. Evol. 32: 820–832. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zylstra P., Rothenfluh H. S., Weiller G. F., Blanden R. V., Steele E. J., 1998. PCR amplification of murine immunoglobulin germline V genes: strategies for minimization of recombination artefacts. Immunol. Cell Biol. 76: 395–405. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.