An accurate and precisely annotated genome assembly is a fundamental requirement for functional genomic analysis. Here, the complete DNA sequence and gene annotation of mouse Chromosome 11 was used to test the efficacy of large-scale sequencing for mutation identification. We re-sequenced the 14,000 annotated exons and boundaries from over 900 genes in 41 recessive mutant mouse lines that were isolated in an N-ethyl-N-nitrosourea (ENU) mutation screen targeted to mouse Chromosome 11. Fifty-nine sequence variants were identified in 55 genes from 31 mutant lines. 39% of the lesions lie in coding sequences and create primarily missense mutations. The other 61% lie in noncoding regions, many of them in highly conserved sequences. A lesion in the perinatal lethal line l11Jus13 alters a consensus splice site of nucleoredoxin (Nxn), inserting 10 amino acids into the resulting protein. We conclude that point mutations can be accurately and sensitively recovered by large-scale sequencing, and that conserved noncoding regions should be included for disease mutation identification. Only seven of the candidate genes we report have been previously targeted by mutation in mice or rats, showing that despite ongoing efforts to functionally annotate genes in the mammalian genome, an enormous gap remains between phenotype and function. Our data show that the classical positional mapping approach of disease mutation identification can be extended to large target regions using high-throughput sequencing.
Here we show that tiny DNA lesions can be found in huge amounts of DNA sequence data, similar to finding a needle in a haystack. These lesions identify many new candidates for disease genes associated with birth defects, infertility, and growth. Further, our data suggest that we know very little about what mammalian genes do. Sequencing methods are becoming cheaper and faster. Therefore, our strategy, shown here for the first time, will become commonplace.
Citation: Boles MK, Wilkinson BM, Wilming LG, Liu B, Probst FJ, et al. (2009) Discovery of Candidate Disease Genes in ENU–Induced Mouse Mutants by Large-Scale Sequencing, Including a Splice-Site Mutation in Nucleoredoxin. PLoS Genet 5(12): e1000759. doi:10.1371/journal.pgen.1000759
Editor: David R. Beier, Harvard Medical School, United States of America
Received: May 22, 2009; Accepted: November 9, 2009; Published: December 11, 2009
Copyright: © 2009 Boles et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: The work by M. J. Justice is funded by US Public Health Service grant R01 CA115503. D. J. Adams is funded by Cancer Research-UK and the Wellcome Trust. This work was also supported by the Wellcome Trust grant number 76943. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Genome sequences are essential tools for comparative and mutational analyses ,. As a part of the Mouse Genome Sequencing Consortium, we sequenced mouse Chromosome 11 in the C57BL/6J mouse strain. The 2002 draft mouse genome reported 8681 gaps in mouse Chromosome 11, and was estimated to lack 4.3 Mb of sequence, despite a good shotgun assembly and a physical map . Using clone-by-clone sequencing of the physical map of mouse Chromosome 11, we have assembled this chromosome into a near contiguous sequence with the highest quality of any mouse chromosome assembly (completed sequence is available in the NCBI assembly of the mouse genome at www.ensembl.org).
The sequence of Chromosome 11 from C57BL/6J now provides a basis for understanding the trait characteristics of this strain, for cross-strain comparative analysis, for identifying modifiers and quantitative trait loci (QTLs), and for the precise design of knockout alleles. Accurate DNA sequence also facilitates the discovery of disease associated genes from forward genetic screens, as well as the engineering of mutations and rearrangements in the mouse to model human diseases.
We used the completed sequence to design primers to re-sequence DNA from mutants isolated in a phenotype-driven regional recessive N-ethyl-N-nitrosourea (ENU) genetic screen targeted to mouse Chromosome 11 through the use of a balancer chromosome ,. ENU primarily induces point mutations, which have been a challenge to fine map and identify . Classical positional cloning involves narrowing the molecular interval by meiotic mapping, followed by candidate gene sequence analysis, which is time consuming and expensive. Further, in many organisms, including Caenorhabditis elegans, Drosophila melanogaster, and Escherichia coli, chemical point mutagens often generate a multitude of linked lesions , which can confound the designation of a candidate gene to the mutant phenotype. In the mouse, genes are dispersed, chromatin contains large stretches of noncoding sequence, and inbred strains with fixed genetic backgrounds are readily available. We reasoned that mutations isolated using the regional screen were ideal to test the efficacy of mutation identification by sequencing after ENU point mutagenesis, because mutations were induced on a C57BL/6J chromosome, and because mutant recovery was targeted to an interval between Trp53 and Wnt3, restricting the analysis to a 34 megabase (Mb) region . Mouse Chromosome 11 and its conserved counterpart human Chromosome 17 are very gene dense, making classical positional cloning efforts unrealistic for large numbers of mutants. Identifying DNA lesions in mutant lines should assign candidate genes, while it defines the numbers and nature of DNA lesions detected after ENU treatment. We illustrate the value of finished sequence by recovering a rich catalogue of candidate genes in ENU-induced mutant lines. No mutations have been reported previously for the majority of the candidate genes. Here, we report for the first time that a splice-site mutation in nucleoredoxin causes craniofacial defects in the perinatal lethal line l11Jus13.
The sequence of mouse Chromosome 11
The sequence of mouse Chromosome 11 (~4.6% of the mouse genome) was generated by sequencing 910 bacterial artificial chromosomes (BACs) from a linear physical array ,. The clone-by-clone sequencing of this chromosome generated over 4 million raw sequence reads, which were collapsed into 118.8 Mb of finished sequence. The current assembly contains three main contiguous sequences of approximately 31.4, 54.0 and 33.4 Mb separated by two gaps, which were found by fiber-FISH to be 91 and 6kb, respectively (Table S1). An additional gap represents the acrocentric heterochromatin. Thus, the physical length of the chromosome is estimated to be 121.8 Mb. The telomeric half of mouse Chromosome 11 (Mmu11) contains the equivalent of the entire euchromatic region of human Chromosome 17 (Hsa17) (Figure 1), with the exception of a small number of genes that differ between the two organisms (Table S2).
Figure 1. Synteny map of mouse Chromosome 11.
Mouse Chromosome 11 is aligned with human chromosomes 22, 7, 2, 5, 1, and 17. Syntenic regions are represented in the same color and lines indicate breaks of synteny. The mouse Chromosome 11 ENU mutagenesis screen was targeted to the Trp53-Wnt3 (69 Mb–103.5 Mb) interval within the region most conserved with human Chromosome 17, indicated by the black lines.doi:10.1371/journal.pgen.1000759.g001
Identifying ENU–induced lesions in the Mmu11/Hsa17 region
We previously described a screen for autosomal recessive mouse mutants using the point mutagen ENU, which was targeted to the Mmu11 region most highly conserved with Hsa17, a 34 Mb interval between Trp53 and Wnt3 (Figure 1) . A large number of recessive mutant lines with a wide range of phenotypes, including craniofacial abnormalities, neurological defects, infertility, impaired growth, and lethality, were isolated in the screen. Each of the mutants was identified by its phenotype after breeding ENU-treated C57BL/6J male mice, and was maintained in trans to a balancer chromosome, which was derived from 129S5/SvEv embryonic stem (ES) cells. To identify the DNA lesions responsible for the phenotypes in these lines, we designed primers for the 14,000 annotated exons and intron/exon boundaries from all of the protein coding genes in the 34 Mb interval (Table S3), representing approximately 17,000 sequence tags. We then carried out bi-directional sequencing of PCR amplicons from DNA of either a homozygous or heterozygous individual from each of 41 mutant lines, a total of over 14 Mb of sequence covering 7.8 Mb of transcribed DNA from each line, which represents approximately one-fourth of the total DNA content of the 34 Mb balancer region. A total of 1727 sequence variants were identified, but most occurred in multiple heterozygous mutant lines and were previously published single nucleotide polymorphisms (SNPs) between the C57BL/6J and 129S5/SvEv strains .
Eighty-one unique potentially causative base pair changes were identified in the mutant lines. Each lesion was confirmed by re-sequencing of DNA PCR products amplified from 2–4 independent phenotype-true animals and all appropriate controls (Figure S1). However, five base changes in three mutant lines were confirmed in only a subset of DNAs. This indicates that the ENU-induced base change was present in the original DNA that was sequenced, but did not segregate with the phenotype in other animals and was therefore not causative of the phenotype (Table S4). The remaining changes included five new SNPs, which may be unique to our 129 substrain, or may not have been previously reported. That these occurred in only one line each is possibly due to the randomness of crossovers in each line. Twelve of the lesions initially identified by sequencing were not confirmed in any mutant animal whose DNA was re-sequenced.
The most common DNA base changes identified were AT-GC transitions (42.2%). AT-TA transversions represented 29.7% of the bases changes followed by GC-AT (10.9%), GC-TA (10.9%), and AT-CG (6.3%). These data are similar to the most predominant lesions reported for ENU-induced mutations after treatment of mouse spermatogonia . The numbers of confirmed ENU-induced lesions per mutant mouse line fits a Poisson distribution: no lesions were detected in eight mutant lines, one lesion was confirmed in each of seventeen mutant lines, two lesions in seven mutant lines, three lesions in five mutant lines, four lesions in two mutant lines, and five lesions in two mutant lines (X2(5df) = 3.99; p<0.001; see calculations in Materials and Methods). This finding indicates that some mutant lines could carry more than one nucleotide variant that either individually or together produce a phenotype.
Of the 23 coding base changes identified in 19 different mutant lines, only 4 were synonymous. The non-synonymous base pair changes provide a valuable list of candidate genes for the ENU-induced mutations. The genetic code assists in the interpretation of these lesions, since such base changes cause obvious defects in protein coding sequences. Three of the non-synonymous lesions result in the insertion of a stop codon, which may cause protein truncation or elicit nonsense-mediated decay. One of these mutations, C4228T, which generates Q106X in l11Jus15, is in a member of the mediator complex that directs transcription, mediator complex 31 (Med31). Sixteen non-synonymous missense mutations were identified, most of which occur as the sole lesion within the DNA that was sequenced in a line (Table 1, Table S4). Notably, we previously reported a missense mutation in the postnatal lethal line l11Jus51, and this line was re-sequenced as a positive control. The mutation E541V in Slc4a1 was the only confirmed lesion identified in 6.27×106 bp sequenced from this line, showing the sensitivity of detection, as well as demonstrating the relatively low frequency of ENU lesions. Two mutant lines, craniofacial08 (crf08) and the lethal line l11Jus52, contain two missense mutations each. Crf08 has an isoleucine to valine substitution (I207V) in olfactory receptor 394 (Olfr394) as well as a lysine to glutamic acid substitution (K663E) in mediator complex 13 (Med13). L11Jus52 has a tyrosine to cysteine substitution (Y340C) in the frizzled 2 homolog (Fzd2) and a glutamine to proline substitution (Q341P) in the plexin domain containing 1 gene (Plxdc1).
Table 1. Confirmed ENU–induced mutations that are potentially causative for the abnormal phenotype in each line.doi:10.1371/journal.pgen.1000759.t001
To predict the likelihood that an amino acid change is deleterious, we employed the SNAP (screening for non-acceptable polymorphisms) algorithm using default parameters and full-length protein coding sequences . It predicts the neutrality of the mutation, calculates the percent accuracy of this analysis, and provides a reliability index (Table 1). The SNAP analysis revealed that the I207V transition in Olfr394 is a neutral amino acid change, while K663E in the transcriptional regulator Med13 is non-neutral, suggesting that the mutation causes a functional change. Both of the lesions in l11Jus52, Y340C in Fzd2 and Q341P in Plxdc1, are predicted to cause a functional change. Ultimately, confirmation of candidate genes will require transgenic rescue or crosses with additional alleles.
Thirty-six of the 59 potentially causative base pair changes were found in non-coding regions of genes, including 25 within introns, 2 in 5′ untranslated (UTR) elements, 7 in 3′ UTRs, and 2 downstream of a gene (Table 1). We did not sequence conserved microRNAs in this project. However, a search of miRNA information databases revealed that none of the ENU-induced mutations lie within known miRNA sequences that may fall within or near genes. Further, no consensus splice sites or start codons were created by the lesions, though one consensus splice site was destroyed. Therefore, the noncoding lesions present more of a challenge to link cause and effect, since most of them occur within introns or 3′UTRs, and may affect gene regulation, splicing, transcript stability, translational efficacy, or may have no effect at all.
Because multi-species sequence conservation is often a predictor of function, we compared a 100 base pair mouse sequence surrounding each ENU-induced base change to that of six other vertebrate organisms: human, rat, Rhesus monkey, horse, dog, and chicken. The comparisons produce a number based on the percent identity, which we have arbitrarily designated a “match score”. This analysis showed that the coding region mutations are conserved, as expected. However, it also showed that many of the noncoding mutations are located within highly conserved regions as well (Figure 2). All of the non-coding regions were chosen for re-sequencing because they lie near exons or are non-coding UTRs, so one may expect them to be well-conserved, similar to the coding regions. However, the coding region lesion match score averaged 493, whereas the noncoding lesion match score averaged 304. The 100 bases surrounding the T to A lesion in l11Jus13 within a consensus splice site of nucleoredoxin (Nxn) produced a match score of 481. Both l11Jus05 and crf12 have independent mutations, T to A and C to A, respectively, in the 3′UTR of Med13 (the same gene with a coding mutation in crf08), which occur in regions that produced match scores of 568 and 561, respectively (Figure 2 and Table S5). The regions surrounding these two noncoding lesions had the highest match scores in our conservation analysis. Either of these mutations may cause a change in message stability or translation, perhaps through perturbations of interactions with microRNA. Indeed, an analysis of TargetScan revealed that the lesion in l11Jus05 lies within a seed sequence for the microRNA miR200 ,.
Figure 2. Conservation analysis of sequence surrounding ENU–induced lesions.
A graph of match scores shows that exons and some non-coding elements are highly conserved. The match score is based on a 100 base pair comparison across seven vertebrates: mouse, human, rat, Rhesus monkey, horse, dog, and chicken. Red = lesion occurred in an exon, blue = lesion occurred in a 5′ or 3′ UTR, green = lesion occurred in an intron, and yellow = lesion occurred downstream of a gene.doi:10.1371/journal.pgen.1000759.g002
A consensus splice site mutation in nucleoredoxin in the perinatal lethal line l11Jus13
We examined the lesions in l11Jus13, a line that carried five confirmed noncoding mutations in the novel Riken Protein RP23-396N4.2, 39S ribosomal protein L27 (Mrpl27), next to Brca1 gene (Nbr1), max-like protein X (Mlx), and nucleoredoxin (Nxn). These lesions give match scores in our conservation analysis of 180, 202, 260, 410, and 481, respectively. The critical interval for the l11Jus13 perinatal lethal phenotype was narrowed by meiotic mapping to 6 Mb of DNA extending from the SNP rs3702197 to the SNP rs13481117 (Figure 3A). All lesions other than that in Nxn are excluded from this region. The T to A lesion in Nxn occurs two base pairs after exon 6 to alter a consensus splice donor sequence. RT-PCR and sequencing confirmed that the mutation leads to aberrant splicing of the transcript in homozygous l11Jus13 (NxnJ13/J13) embryos. Thirty base pairs of intronic sequence are included in the transcript, predicting an in-frame insertion of 10 amino acids into the protein, which was present in E12.5 homozygous mutants at about 30% of wild-type levels (Figure 3B–3F) . A null allele of Nxn was obtained from the European Conditional Mouse Mutagenesis Program (EUCOMM), Nxntm1Eucomm/+ (Nxn+/−), and a complementation test was carried out. Thirty-four mice from crosses between Nxn+/− and NxnJ13/+ were examined at weaning and none (Expected = 8) were NxnJ13/− (p<0.001).
Figure 3. Mutation of nucleoredoxin in l11Jus13 (NxnJ13/J13).
(A) Haplotype map of 239 unaffected and 83 affected mice used for meiotic mapping. The location of each marker and Nxn is displayed (Ensembl v52). The mutation lies in a 6Mb region located between rs3702197 and rs13481117. (B) The Nxn locus is depicted with introns 6 and 7 boxed. (C) The boxed region is expanded to illustrate the consequence of splicing in the wild type and mutant. A transversion (T to A) abolishes a consensus splice donor site leading to aberrant RNA splicing. The six base pair cryptic splice site used in the mutant is underlined. (D) Aberrant splicing in NxnJ13/J13 predicts an in frame insertion of 10 amino acids, GMELEGKWKA, (white), which occurs within the acidic region (black) of Nxn. (E) RT–PCR using primers flanking exon 6–7 from pools of three E14.5 heads of wild-type, heterozygous, and homozygous mutants demonstrates aberrant splicing in the mutant allele. (F) Western blots of Nxn and Actin from wild-type, heterozygous and homozygous mutants at E12.5 show reduced protein in the homozygous mutant. A reduction in protein was also observed at E15.5 and E18.5, and a polyclonal antibody against the N-terminus gave similar results (data not shown).doi:10.1371/journal.pgen.1000759.g003
Ninety-seven percent of the NxnJ13/J13 mutants die perinatally by postnatal day 1 (P1) (Figure S2) . All NxnJ13/J13 embryos had craniofacial dysmorphology (Figure 4A and 4B), and most had cleft palates. Skeletal preparations at E18.5 showed that NxnJ13/J13 embryos had a seven percent decrease in mandible length (p<0.001) when compared to their control littermates (Figure 4A and 4B). The decrease in bone length was not found in femurs and body mass was not significantly different at this time point, showing that this decrease was not due to a body size difference in the mutants (Figure S2).
Figure 4. NxnJ13/J13 mutants have cleft palates and small mandibles.
Homozygous NxnJ13/J13 embryos were compared to NxnJ13+/+Inv control littermates. (A) Gross morphology at E18.5. NxnJ13/J13 mutants (right) have a shortened snout compared to control littermates (left). (B) The palate (inside the dotted lines) was examined at E18.5, and a cleft palate (yellow arrow) occurred in NxnJ13/J13 embryos (right) but not in control littermates (left). (C) Skeletal preparations were carried out at E18.5. The mandible is shorter in length in NxnJ13/J13 embryos (bottom) than in control littermates (top). (D) The mean and standard error are plotted to show the difference in mandible length. Mutant mandibles are significantly (p<0.001) shorter than controls (n = 10 mandibles per genotype).doi:10.1371/journal.pgen.1000759.g004
Mouse Chromosome 11 is the first full mouse chromosome to be completely finished. Here, we analyzed the most conserved region between mouse Chromosome 11 and human Chromosome 17 by mutagenesis and sequencing in the largest ENU mutation identification project to date. This chromosome contains 4.6% of the total mouse genome sequence, yet contains nearly 10% of the estimated total number of transcribed genes, showing that mouse Chromosome 11 is a gene dense region. Previous data suggested that this region contains more than the average number of essential genes , consistent with a high recovery of mutations in the Chromosome 11 screen . Classical positional cloning efforts would have required many crosses in each mutant line to narrow the critical intervals to a region small enough to re-sequence, which would have been a massive effort for 41 mutant lines.
Fifty-nine unique lesions were confirmed in 55 genes in 31 of the mutant lines. The simplest of these to associate with candidate genes are those that alter the coding sequence of a gene, although any of the lesions reported here could be predicted to be causal until proven otherwise. An F453V mutation in Dvl2, an activator of Wnt signalling, occurred in the growth mutant gro01. The knockout of Dvl2 dies perinatally of heart defects , so gro01 may be a hypomorphic allele of Dvl2. Two independent mutations in the Wnt receptor Fzd2 occurred in the mutant lines l11Jus52 (Y340C) and l11Jus54 (C504Y). Fzd2 has not been targeted by mutation previously. The aspartoacylase (Aspa) mutation in nur07 (Q193X) represents a model of human Canavan disease, a progressive disorder of myelination . By far, the majority of ENU-induced base changes that were identified occur in genes that have no known function or for which no mutations have been reported, including many full-length RIKEN cDNA sequences, a plekstrin homology domain protein (Plekhm1), and the mediator complex components Med13 and Med31. The causative nature of four (K22E in Hes7, E541V in Slc4a1, Q193X in Aspa, and Q105X in Med31) of the candidate gene mutations has been shown by complementation tests or protein studies prior to this publication , (and data not shown), and one in Nxn reported here; however, the causal nature of others remains to be demonstrated.
A large proportion of the lesions occurred in noncoding regions. Multi-species conservation analysis was carried out to predict whether these lesions lie in a significantly conserved region (Figure 4). In the lethal line l11Jus13, which carries 5 independent noncoding mutations, a splice-site lesion in Nxn, which lies in a highly conserved region, is responsible for the mutant phenotypes. Of note, the five lesions in this line were well-spaced (at 76 Mb, 94.5 Mb, 101 Mb, 101.5 Mb, and 104.5 Mb), and none other than that in Nxn was found in a 6 Mb critical interval that contains over 180 genes. Although the l11Jus13 line had five base changes, it was the exception. Seventeen of the lines had only one base change in the entire 7.8 Mb of DNA that was sequenced. Together, our data suggest that in the majority of ENU-induced mouse mutant lines, accessory DNA lesions will not complicate assigning mutations to phenotypes.
NxnJ13 homozygous mutants likely die as a consequence of cleft palate, which causes an inability to suckle at birth (Figure S2). Cleft lip and/or cleft palate is a common birth defect, which can be caused by the tongue protruding into the space where the palate should close during embryogenesis ,. Therefore, the cleft palate in NxnJ13 homozygous mutants could be due to a physical failure of the palate to fuse as a consequence of the small mandibles causing a protrusion of the tongue. Nxn lies within the region commonly deleted in Miller-Dieker Lissencephaly Syndrome (MDLS—OMIM #247200). Patients with this disorder sometimes have micrognathia (small jaw), cleft palate, and heart defects, raising the possibility that Nxn plays a role in the pathogenesis of this disease . In addition, the triad of glossoptosis (displacement of the tongue), micrognathia, and cleft palate is seen in Pierre Robin syndrome (OMIM #261800). Recently, an autosomal dominant form of this disorder was associated with deletions around the SOX9 gene on 17q (OMIM #608160); however, there are clearly still autosomal recessive forms of this disease for which the underlying genetic lesion has yet to be identified , and NXN is a promising candidate gene for these cases. Nxn has been previously implicated as a negative regulator of the canonical Wnt pathway and the noncanonical PCP pathway in cell culture and in Xenopus ,. Disrupting the signalling of either or both of these pathways could result in the craniofacial abnormalities observed in the NxnJ13/J13 mutants.
In spite of the large number of candidate genes reported here, we know that our mutation detection is incomplete. Our overall mutation rate was 2.6×10−7, which is within the published range for mutation rates defined after ENU treatment and sequencing (1.04×10−6 to 3.1×10−7) ,. We predict that we have identified 36–100% of the possible lesions in our mutants. Prior searches for point mutations in an allelic series at myosin light chain 5a (Myo5a; dilute) and bone morphogenetic protein 5 (Bmp5; short ears), failed to identify approximately 1/3 of the lesions within annotated coding sequences –. Further, two of five ENU-induced alleles of quaking (qk) lie outside the coding region or the 5′ and 3′ UTRs ,. Despite extensive efforts to catalogue the coding component of mouse Chromosome 11, it is likely that there are genes, particularly those expressed at discrete developmental time points or in rare cell types that have not been annotated. However, some of the missing Bmp5 lesions were later shown to lie in regulatory regions . Here, we show that many of the ENU-induced lesions lie in non-coding regions, even though our exon-based sequencing strategy targeted only 125 base pairs outside each exon along with the 5′ and 3′ UTRs. We would predict that the mutants reported here have additional lesions in non-coding regions that were not sequenced in this project or in the exon sequences that were not obtained for each mutant. Some of these may lie in regulatory regions.
The first ENU-induced mutation discovered to disrupt the sequence of a microRNA was recently reported to cause deafness . MicroRNAs were not previously included in re-sequencing strategies for candidate genes, because they were not annotated. We report the first lesion in a miR200 seed sequence in the 3′ UTR of Med13 in the lethal line l11Jus05, which dies at E 8.5 with cardiovascular and neural tube defects . Med13 is a component of the mediator complex, which associates with RNA Polymerase II to direct transcription. It is expressed during embryonic development and throughout the brain and skeleton in the adult . The mediator complex is required during development as evidenced by the fact that deletion of the components Med1 and Med21 produce embryonic lethal phenotypes due to cardiac defects ,. MiR200 is required for the mesenchymal/epithelial transition during embryonic development and is involved in cancer metastasis ,. Further studies of this mutation will help us to determine how miR200 regulates Med13. Future sequencing efforts in any project designed to identify causes of mutation or disease should include microRNAs, 3′ and 5′UTRs, and any other highly-conserved noncoding regions. Although the functional nature of many conserved noncoding regions is not apparent, perhaps some of our mutations will allow us to determine the “genomic code” in non-coding conserved sequences.
As polymorphisms are detected in Genome Wide Association Studies (GWAS), the correlation of SNPs or copy number variation with disease will require knowledge of the biological function of each gene. Of the over 900 annotated transcripts in the Trp53-Wnt3 interval, 27% are associated with mutant phenotypes from gene targeting or spontaneous mutation (Table S6). However, only six of the candidate genes reported here have been targeted by mutation in the mouse (Mapk14 ,, Hes7 , Slc4a1 , Stat3 , Nf1 , and Dvl2 ), and only one in the rat (Plekhm1) . Seven genes are associated with disease mutations in the Online Mendelian Inheritance in Man database (OMIM) (MPDU1 , PLEKHM1 , STAT3 , SLC4A1 , NF1 , AIPL1  and ASPA ), of which five are associated with mutations in mouse or rat (Table 1). Therefore, prior to this study, function was associated with only nine of the genes we report, showing that the majority of the lesions reveal new functions for the candidate genes. In aggregate, these data show that functional annotation of the mouse genome is still in its infancy, especially when one considers the low degree of saturation of our mutagenesis screen . The mouse genome has a tremendous potential to provide biological and experimental annotation of both genes and noncoding conserved sequences relevant to GWAS, if this gap between function and phenotype is to be bridged.
Here we show that re-sequencing must no longer be restricted to a few candidate genes. Faster, cheaper, high-throughput methods for re-sequencing reduce the need for narrowing candidate gene intervals to small regions by meiotic mapping. Targeted re-sequencing using Next Generation (NextGen) technologies should be attempted for mutation detection in additional mutant lines that map to restricted molecular intervals. The classical microcapillary sequencing method has a relatively low error rate. However, comparisons of the efficacy of the various NextGen methods show that each is sequence context dependent ,. Regardless of error rate, cost or ease of use, our data show that although most sequencing methods are exon-based, strategies used for mutation detection should include conserved non-coding as well as coding sequences, also known as the “conservome” . Altogether, accurate genome sequence and cheaper sequencing technologies provide a new avenue for understanding genomes, genome evolution, disease mutations and biological function.
Materials and Methods
All animal work was approved by the Institutional Animal Care and Use Committee (IACUC). Our animal facility is accredited by the Association for Assessment and Accreditation of Laboratory Animal Care International (AAALAC).
Mapping, sequencing, and sequence analysis
The sequence of mouse Chromosome 11 was generated using a hierarchical strategy to generate a sequence-ready physical map of the chromosome followed by clone-by-clone sequencing to generate high-quality finished sequence.
Alignments for cross species comparative analysis were performed with WU-BLASTN (http://blast.wustl.edu) using the finished sequence assembly of mouse Chromosome 11 (National Center for Biotechnology Information (NCBI) build 37) and of the human genome (NCBI 37). All sequences were repeat-masked with RepeatMasker (http://repeatmasker.genome.washington.edu) and low-quality alignments (E-value >10−30) were removed prior to analysis.
We performed manual annotation of the finished mouse Chromosome 11 following the human and vertebrate analysis and annotation (HAVANA) guidelines (http://www.sanger.ac.uk/HGP/havana/) to identify 2,545 gene structures (approximately 30% higher than previous computational predictions alone), which include 1,597 protein-coding loci, 450 processed transcripts, and 498 pseudogenes (Table S2). Before the process of manual annotation, an automated analysis pipeline for similarity searches and ab initio gene predictions was run, and the resulting data were manually annotated using the graphical in-house annotation tool “otterlace”. Manual gene annotation is available in Vega (http://vega.sanger.ac.uk/index.html) . Protein coding loci were subcategorized into known and novel loci depending on whether the cDNA had an entry in RefSeq (human loci) or Mouse Genome Database (mouse loci). If no open reading frame could be determined the locus was classified as a transcript and labeled novel or putative, depending on level of supporting evidence.
ENU mutagenesis balancer screen and exon sequencing
The Chromosome 11 ENU mutagenesis screen was performed as described previously using C57BL/6J ENU-treated males and the 129.Inv(11)8BrdTrp53-Wnt3 balancer chromosome ,. The inversion was generated in 129S5SvEv ES cells, and restricts the recovery of viable recombination products, so the region should remain 129S5 in subsequent crosses. After isolating a line based on its phenotype, animals were mated at least four times (N4) to a 129S6/SvEv or congenic 129S6.Rex line to allow for recombination, and then each line was maintained in trans to 129.Inv11(8)Brd. Sequences for the exons and their 1kb flanking sequences were extracted from Vega for all known protein-coding genes, novel coding sequences, and transcripts in the target region. Repeats in the sequence were masked using RepeatMasker (http://www.repeatmasker.org/) prior to primer design. Primers were designed automatically using Primer3 (http://frodo.wi.mit.edu/) to amplify each exon and at least 125bp on either side of the exon with an optimum amplicon size of 450–550bp. A series of overlapping primer pairs was designed for each larger exon to obtain complete coverage. Any exons failing automatic primer design had primers designed manually. Primer pairs were checked for uniqueness prior to ordering and pre-screened to determine the optimum conditions for amplification.
Amplification was routinely performed on 48 DNA samples with 8 sequence tagged sites (STSs) for each sequence run. For initial large-scale sequencing, only one DNA from each mutant line was used. Because 7.8 Mb of transcribed linear DNA was sequenced per line for both strands, a total of over 560 Mb of DNA sequence was analyzed. One line reported here, l11Jus48, was not sequenced for the entire region because the causative lesion was found by concurrent candidate gene sequencing. The majority of exons were amplified at 60°C. After amplification, an aliquot of the product was visualized on an agarose gel. Prior to sequencing, the remaining PCR product was purified using Exonuclease 1 and Shrimp Alkaline Phosphatase. Bi-directional sequencing of amplicons was carried out using Big Dye chemistry. For more details, please refer to http://www.sanger.ac.uk/humgen/exoseq/. SNPs were called using ExoTrace (http://www.sanger.ac.uk/humgen/exoseq/analysis.shtml), a novel algorithm developed in-house for the detection of sequence variants. The program works by comparing actual peak heights with the expected peak height for a homozygous base. A base is called as homozygous if the relative peak height in a single channel exceeds a threshold and the signal in all other channels is significantly smaller than the expected peak height. A base is called as heterozygous if the signal in two channels is approximately half the expected homozygous peak height and there is no significant signal in the other channels. ExoTrace processes the sense and antisense sequence reads separately and subsequently combines the results to allow SNP scoring. Each SNP is assigned a status according to a set of pre-defined rules. All SNPs below a certain threshold were subjected to manual review using a modified version of GAP4, part of the Staden Sequence Analysis Package software (http://staden.sourceforge.net/), created for the ExoSeq project.
Re-sequencing for confirmation of mutations
Eighty-one of 1727 sequence variants that were identified in first pass sequencing were chosen for re-sequencing. Comparisons of sequence from each mutant line against every other line provided a control for SNPs in the B6 and 129 substrains. ENU-induced lesions that are causative are expected to occur only once in a single mutant line. Primers were designed manually using Primer3 (v.0.4.0, http://frodo.wi.mit.edu) to flank the candidate mutations (Table S7). Genomic DNA was phenol-chloroform extracted from livers, embryos, or tails from homozygous or heterozygous mutants was PCR-amplified and sequenced directly using the PCR primers and BigDye Terminator v3.1 (Applied Biosystems) according to the manufacturer's instructions. The sequencing chromatograms were analyzed with Sequencher 4.7. The locations of the mutations are displayed on Ensembl v52.
Mouse strains and genotyping
The l11Jus13 (NxnJ13) mutation is maintained in trans to 129.Inv(11)8BrdTrp53-Wnt3 . The NxnJ13+/+Inv line was crossed five times to congenic 129S6.Rex+/+Inv mice, to recover Rex+/+NxnJ13 animals and allow for recombination. Mice were genotyped with D11Mit327 or D11Mit132 for embryonic and neonatal studies prior to the identification of the causative lesion. The line was crossed four additional times to the 129S6/SvEvTac inbred mouse strain after the mutation was found, creating a new congenic line 129S6.NxnJ13. DNA was prepared from mouse tails, embryonic tissue, or yolk sac by either phenol/chloroform extraction or alkaline lysis (tissue is treated with 50 mM NaOH at 95°C for 20 minutes, followed by neutralization with 1/5 volume of 0.5 M Tris, pH 8.0). Genotyping of embryos, neonates, and adult mice was performed by PCR analysis of at least two STS markers flanking nucleoredoxin. Primer pairs for three different STS markers were used: 1) D11Bhm148 (Forward primer 5′- AGGGGAAGTCCTGTATGGACA-3′ and Reverse primer 5′-ACCAACCTCGATAGAGCCATC-3′), 2) rs13481111 (F-GTAAGGACAAAGAGGACTGCCAAG and R-AATGACAGACAGGAGGAAATCCAT), or 3) D11Mit245 (F-ATGAGACCATGCTCCTCCAC and R-TTGTCCTCTGACCTTCACACC). The PCR mixture contained 5× Promega GoTaq PCR buffer, 0.3 mM dNTPs, 0.5 µM primer mix, 250 ng template, and 0.25 U Taq Polymerase (New England Biolabs). Cycling conditions for D11Bhm148 were: 94°C 5 min; 40 cycles of 94°C 45 sec, 55°C 45 sec, 72°C 45 sec; then 7 min at 72°C; followed by incubation at 4°C. The PCR products (C57BL/6J - 97 bp, 129SvEvTac - 107 bp) were resolved on 4% NuSieve gels (Lonza). Cycling conditions for rs13481111 were: 94°C 5 min; 40 cycles of 94°C 45 sec, 57°C 45 sec, 72°C 45 sec; then 7 min at 72°C; followed by incubation at 4°C. Digestion of the 236 bp PCR product with Sau96I (New England Biolabs) yields 2 bands for C57BL/6J (72 and 164 bp) and one for 129SvEvTac (236bp band remains uncut). These products were resolved on 2.5% SeaKem LE agarose gels (Lonza). The cycling conditions for D11Mit245 were: 94°C 5 min; 40 cycles of 94°C 45 sec, 60°C 45 sec, 72°C 45 sec; then 7 min at 72°C; followed by incubation at 4°C. The PCR products (C57BL/6J - 152 bp, 129SvEv - 140 bp) were resolved on 5% MetaPhor gels (Lonza).
To generate the Nxntm1EUCOMM (Nxn−/−) allele, C57BL/6N JM8 ES cells containing a multipurpose conditional “knockout-first” construct targeted to Nxn were obtained from the European Conditional Mouse Mutagenesis Program (EUCOMM). These ES cells were injected into C57BL/6Brd Tyr−/− blastocysts and implanted into pseudopregnant mothers. Male chimeric offspring with black and white coats were then mated to C57BL/6Brd Tyr−/− females, and black progeny were genotyped for the knockout-first allele with the following primers: NxnFor (TTGGGTATGCCCGACTCCCCCACC), NxnRev (CCTTCAGCCCTCTCCTTTCTGTGC), and loxPrev (TGAACTGATGGCGAGCTCAGACC). Two PCR reactions were set up for each sample, one with NxnFor and NxnRev, which gives a 435 bp PCR product from the mutant and a 568 bp product from wild-type, and one with NxnFor and loxPrev, which gives a 228 bp PCR product from the mutant, but none from the wild-type. PCR conditions were: 5× Promega GoTaq PCR buffer, 0.3 mM dNTPs, 0.5 µM primer mix, 250 ng template, 1M betaine, 0.25 U Taq Polymerase (New England Biolabs). The cycling conditions were as follows: 94°C 5 min; 40 cycles of 94°C 45 sec, 56°C 45 sec, 72°C 45 sec; then 7 min at 72°C; followed by incubation at 4°C. The PCR products were resolved on 2% agarose gels.
Meiotic mapping was performed by crossing NxnJ13+/+Inv to congenic 129S6.Rex/Rex mice, followed by intercrossing NxnJ13+/+Rex mice, and examining the progeny for recombination events. Embryos and neonates with an abnormal facial structure and a cleft palate were classified as affected progeny (n = 82), and mice that survived to weaning were classified as unaffected progeny (n = 239). Two or more polymorphic markers between the C57BL/6J and 129S6/SvEvTac strains were analyzed for every DNA sample, which was obtained from embryonic tissue or adult mouse tails by phenol/chloroform extraction. The following microsatellite markers were assessed: D11Mit4, D11Mit219, D11Mit322, D11Bhm148, D11Mit245, D11Mit120, D11Mit324, D11Mit39, D11Mit327, D11Mit132, and D11Mit333. The following SNPs were assessed: rs3702197, rs13481111, rs13481113, rs13481117, and rs13481125. Primer sequences and restriction enzymes used to digest the SNPs are shown in Table S8.
RT–PCR and sequencing
RNA was made from pools of three E14.5 heads and livers with RNA STAT-60 (Tel-Test), and treated with DNase I (Invitrogen) following the manufacturer's instructions. Two micrograms of RNA were reverse transcribed into cDNA using SuperScript III First-Strand Synthesis System for RT-PCR (Invitrogen) with random hexamers following the manufacturer's instructions. Gapdh was used as a positive control using the following primers: F-CGGAGTCAACGGATTTGGTCGTAT and R-GCCTTCATGGTGGTGAAGAC. Cycling conditions were: 94°C 5 min; 30 cycles of 94°C 30 sec, 60°C 30 sec, 72°C 30 sec; then 7 min at 72°C; followed by incubation at 4°C. Nxn RT-PCR was carried out using the following primers: F-GGTGCTCAATGACGAGGACT and R-GCCTCCTCTTCTTTGGCTTT, which amplified the junction between exons 6–7 (213 bp wild-type product and 243 bp mutant product). Cycling conditions were: 94°C 5 min; 35 cycles of 94°C 45 sec, 60°C 45 sec, 72°C 45 sec; then 7 min at 72°C; followed by incubation at 4°C. The PCR products were gel extracted, cleaned with Zymoclean Gel DNA Recovery Kit (Zymo Research), and sequenced directly using the PCR primers and Big Dye Terminator v3.1 (Applied Biosystems). The Big Dye terminator was removed with Centri.Sep 8 (Princeton Separations), according to the manufacturer's instructions. Sequencing was performed by the Child Health Research Center (Baylor College of Medicine) and the sequencing chromatograms were analyzed with Sequencher 4.7.
The miRBase Sequence Database (http://www.mirbase.org/) was used to identify 18 known miRNA sequences that lie within the Chromosome 11 balancer region. Two miRNAs, mmu-mir-324 and mmu-mir-423, lie within genes in which mutations were found, dishevelled 2 (Dvl2) and coiled-coil domain containing 55 (Ccdc55), respectively, though neither mutation identified in these genes is within the miRNA sequence itself. Target Scan 4.2 (http://www.targetscan.org/) was used to determine if any of the mutations that did not cause amino acid changes had altered a known conserved miRNA target.
Western blot analysis
Total embryo protein extracts were prepared by grinding embryos in reducing 2× SDS sample buffer (200 mM Tris-HCl pH 6.8, 3% w/v SDS, 20% v/v glycerol, 10% v/v β–mercaptoethanol, 4% v/v saturated bromophenol blue solution) using a Tekmar electronic tissue homogenizer. Samples were resolved by SDS-PAGE on a precast 4–20% Tris-HCl polyacrylamide gel (Bio-Rad) and transferred to a Hybond ECL nitrocellulose membrane (Amersham). Nucleoredoxin was visualized using the previously described polyclonal anti-Nxn antibody , which was made against full-length protein and purified against a C-terminal fragment. Experiments were repeated using a polyclonal antibody made against an N-terminal fragment of Nxn as well . Primary antibody (1:1000 of 0.5 mg/mL stock) incubation was followed by an anti-rabbit secondary antibody (1:10,000 of 0.8 mg/mL stock) linked to horseradish peroxidase (Jackson Immunoresearch) and detected on Hyperfilm ECL film using the ECL Plus Western Blotting Detection kit (Amersham) according to the manufacturer's instructions. Actin was used as a loading control and was visualized similarly using the rabbit anti-actin antibody (A2066) from Sigma.
Embryo and neonate examination
Timed matings were carried out on intercrosses between NxnJ13+/+Inv×NxnJ13+/+Inv and NxnJ13/+×NxnJ13/+mice. The day that a vaginal plug was observed was designated E0.5. Embryos were dissected at E15.5 and E18.5, visualized by light microscopy with a Leica microscope (Diagnostic Instruments), and photographed using a SPOT digital camera. Mice at E18.5 were weighed with a laboratory balance (Mettler Toledo) and Student's t-tests were carried out to determine significance.
Whole-mount skeletal/cartilage preparations were carried out with solutions containing alcian blue, which stains cartilage, and alizarin red, which stains mineralized bone. The skin and the internal organs were removed from E18.5 and P0 mice, fixed overnight in 95% ethanol, stained overnight with an alcian blue solution (0.015% alcian blue 8GX from Sigma, 20% acetic acid, 80% ethanol), transferred to 95% ethanol for at least three hours, transferred to 2% KOH for at least 24 hours, stained overnight with an alizarin red solution (0.005% alizarin sodium sulfate from Sigma, 1% KOH), cleared for at least two days with 1% KOH/20% glycerol, and stored in a 1:1 mix of glycerol and 95% ethanol. The entire procedure was carried out at room temperature. Adobe Photoshop 6.0 was used to measure the lengths of mandibles and femurs and Student's t-tests were performed to determine if significant differences in bone length occurred.
Calculations of mutation distribution and mutation rate
- Poisson distribution of lesions:
Chi-square goodness of fit X2 = 3.99 5 degrees of freedom
- Mutation rate:
- 17,414 STSs were designed of which 15,673 were successfully amplified.
- Average 500 bp per read = 7.8 Mb linear transcribed sequence per mutant line.
- Average 80% successful reads = 6.27 Mb per line.
- 64*/6.27×106×40* mutants = 2.6×10−7
- *The lesion in Hes7 is not included here because the l11Jus48 line was not sequenced for the full linear transcribed sequence.
Sequencing chromatograms of confirmed ENU-induced mutations. All chromatograms are shown with control strain sequence on top and heterozygous or homozygous mutant sequence on bottom. † Forward strand sequence shown in chromatogram.
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NxnJ13 mutants. (A–D) Comparison of femur length with mandible length in NxnJ13/J13 mutants. At the top are the mandibles showing a seven percent difference in length (also shown in Figure 4). At the bottom are the femurs showing no significant difference in length (p = 0.29). Error bars show the 95% confidence interval around the mean (n = 10 per genotype, mandibles and femurs). Controls were all heterozygous animals. (E) Intestines in control and mutant animals at P0. Homozygous mutants have air in the intestines, indicating a suckling defect. (F) Genotypes of offspring from NxnJ13+/+Inv×NxnJ13+/+Inv matings. (A) Homozygous Inv(11)8Brd disrupts Wnt3, and no mice were obtained with this genotype, therefore the expected ratio is 2:1. (B) Fisher exact tests with two-tailed p values.
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Sequence contigs on mouse Chromosome 11. The cumulative gap size is approximately 100 kb and centromere (3 Mb allocated in Accessioned Golden Pathy) (AGP). Note: Telmeric sequence reached. * Optical Map is a technique for generating a high resolution map of the structure of a chromosome or genome.
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Gene content differences between mouse and human.
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Structural characteristics of annotated genes structures from mouse Chromosome 11. 1 Of these, 450 were processed transcripts that were not likely to encode a protein.
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Variants found by resequencing exons and their flanking 125 bp in the Trp53-Wnt3 interval. Lesions found only once in a single line are shown. Each lesion was confirmed by re-sequencing 2–4 DNAs from additional mutant individuals from each line. The B6/129 SNPs are likely to be new SNPs that arose in our substrain, or may not have been identified. No mutations were found or confirmed in 8 lines (crf05, inf4, gro40, l11Jus38, l11Jus45, nur01, nur05, and skc1). Hom: Indicates that DNA from a homozygous mutant was used for re-sequencing. Het: Indicates that DNA from a heterozygous mutant was used for re-sequencing. F: Denotes forward gene, forward strand sequence provided (coding sequence). R: Denotes reverse gene, reverse complement of forward strand sequence provided (coding sequence). 1 Twelve lesions did not confirm in any animals giving an error rate for re-sequencing of 15% (12/80). 2 Mutation was discovered independently of chr 11 resequencing effort. 3 Unable to successfully PCR and amplify and sequence the genomic region flanking this mutation so this mutation was not confirmed. 4 Kile, B.T. et. al. Nature 2003 . 5 Traka, M. et. al. J. Neurosci. 2008 .
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Allelic series found. Exon number, intron numbers, and the size of the genomic loci are taken from Ensembl version 34. 1 Four additional lesions found in Aipl1, Atp6v0a1,Plxdc1, and Socs7. 2 One additional lesion found in Tmigd1. 3 Two additional lesions found in Plekhm1, RP23-263M10.5. 4 One additional lesion found in Olfr394. 5 Three additional lesions found in Centb1, Gip, Mpdu1.
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Known genes associated with mutant alleles that lie in the Trp53-Wnt3 interval.
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Primers used to confirm Chromosome 11 ENU-induced mutations.
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Microsatellite markers and SNPs used in mapping l11Jus13 (NxnJ13). PCR conditions are available upon request. F denotes forward primer, R denotes reverse primer.
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We recognize the significant contribution of the sequence finishers and other sequencing staff at the Sanger Institute who worked on mouse Chromosome 11 and the mouse Chromosome 11 exon sequencing project. We also acknowledge Andrew Salinger for providing technical assistance.
Conceived and designed the experiments: JR AB DJA MJJ. Performed the experiments: MKB BMW LGW JH DG LPW AM KM MDR PMG LM AJC AP TJH JR. Analyzed the data: MKB BMW LGW BL LPW AM DJA MJJ. Contributed reagents/materials/analysis tools: BL KEH RJ KH YF HM AB DJA MJJ. Wrote the paper: MKB BMW FJP KEH JRL AB DJA MJJ.
- 1. Adams DJ, Quail MA, Cox T, van der Weyden L, Gorick BD, et al. (2005) A genome-wide, end-sequenced 129Sv BAC library resource for targeting vector construction. Genomics 86: 753–758.
- 2. Waterston RH, Lindblad-Toh K, Birney E, Rogers J, Abril JF, et al. (2002) Initial sequencing and comparative analysis of the mouse genome. Nature 420: 520–562.
- 3. Pershouse M, Li J, Yang C, Su H, Brundage E, et al. (2000) BAC contig from a 3-cM region of mouse chromosome 11 surrounding Brca1. Genomics 69: 139–142.
- 4. Zheng B, Sage M, Cai WW, Thompson DM, Tavsanli BC, et al. (1999b) Engineering a balancer chromosome in the mouse. Nature Genetics 22: 375–378.
- 5. Kile BT, Hentges KE, Clark AT, Nakamura H, Salinger AP, et al. (2003) Functional genetic analysis of mouse chromosome 11. Nature 425: 81–86.
- 6. Justice MJ (2000) Capitalizing on large-scale mouse mutagenesis screens. Nature Reviews Genetics 1: 109–115.
- 7. Grompe M, Versalovic J, Koeuth T, Lupski JR (1991) Mutations in the Escherichia coli dnaG gene suggest coupling between DNA replication and chromosome partitioning. J Bacteriol 173: 1268–1278.
- 8. Klysik J, Cai WW, Yang C, Bradley A (1999) An integrated gene and SSLP BAC map framework of mouse chromosome 11. Genomics 62: 123–128.
- 9. Gregory SG, Sekhon M, Schein J, Zhao S, Osoegawa K, et al. (2002) A physical map of the mouse genome. Nature 418: 743–750.
- 10. Adams DJ, Dermitzakis ET, Cox T, Smith J, Davies R, et al. (2005) Complex haplotypes, copy number polymorphisms and coding variation in two recently divergent mouse strains. Nat Genet 37: 532–536.
- 11. Guenet J-L (2005) Chemical Mutagenesis of the Mouse Genome: An Overview. In: Justice MJ, Bedell MA, editors. Genetica: Mutagenesis of the Mouse Genome. Klewer Academic Publications.
- 12. Li S, Ma L, Li H, Vang S, Hu Y, et al. (2007) Snap: an integrated SNP annotation platform. Nucleic Acids Res 35: D707–710.
- 13. van Rooij E, Sutherland LB, Qi X, Richardson JA, Hill J, et al. (2007) Control of stress-dependent cardiac growth and gene expression by a microRNA. Science 316: 575–579.
- 14. Friedman RC, Farh KK, Burge CB, Bartel DP (2009) Most mammalian mRNAs are conserved targets of microRNAs. Genome Res 19: 92–105.
- 15. Funato Y, Miki H (2007) Nucleoredoxin, a novel thioredoxin family member involved in cell growth and differentiation. Antioxid Redox Signal 9: 1035–1057.
- 16. Hentges KE, Nakamura H, Furuta Y, Yu Y, Thompson DM, et al. (2006) Novel lethal mouse mutants produced in balancer chromosome screens. Gene Expr Patterns 6: 653–665.
- 17. Hentges KE, Pollock DD, Liu B, Justice MJ (2007) Regional variation in the density of essential genes in mice. PLoS Genet 3: e72. doi:10.1371/journal.pgen.0030072.
- 18. Hamblet NS, Lijam N, Ruiz-Lozano P, Wang J, Yang Y, et al. (2002) Dishevelled 2 is essential for cardiac outflow tract development, somite segmentation and neural tube closure. Development 129: 5827–5838.
- 19. Traka M, Wollmann RL, Cerda SR, Dugas J, Barres BA, et al. (2008) Nur7 is a nonsense mutation in the mouse aspartoacylase gene that causes spongy degeneration of the CNS. J Neurosci 28: 11537–11549.
- 20. Wong FW, King NM (1998) The oral health of children with clefts–a review. Cleft Palate Craniofac J 35: 248–254.
- 21. Stanier P, Moore GE (2004) Genetics of cleft lip and palate: syndromic genes contribute to the incidence of non-syndromic clefts. Hum Mol Genet 13 Spec No 1: R73–81.
- 22. Yingling J, Toyo-Oka K, Wynshaw-Boris A (2003) Miller-Dieker syndrome: analysis of a human contiguous gene syndrome in the mouse. Am J Hum Genet 73: 475–488.
- 23. Benko S, Fantes JA, Amiel J, Kleinjan DJ, Thomas S, et al. (2009) Highly conserved non-coding elements on either side of SOX9 associated with Pierre Robin sequence. Nat Genet 41: 359–364.
- 24. Funato Y, Michiue T, Asashima M, Miki H (2006) The thioredoxin-related redox-regulating protein nucleoredoxin inhibits Wnt-beta-catenin signalling through dishevelled. Nat Cell Biol 8: 501–508.
- 25. Funato Y, Michiue T, Terabayashi T, Yukita A, Danno H, et al. (2008) Nucleoredoxin regulates the Wnt/planar cell polarity pathway in Xenopus. Genes Cells 13: 965–975.
- 26. Concepcion D, Seburn KL, Wen G, Frankel WN, Hamilton BA (2004) Mutation rate and predicted phenotypic target sizes in ethylnitrosourea-treated mice. Genetics 168: 953–959.
- 27. Keays DA, Clark TG, Flint J (2006) Estimating the number of coding mutations in genotypic- and phenotypic-driven N-ethyl-N-nitrosourea (ENU) screens. Mamm Genome 17: 230–238.
- 28. Marker PC, Seung K, Bland AE, Russell LB, Kingsley DM (1997) Spectrum of Bmp5 mutations from germline mutagenesis experiments in mice. Genetics 145: 435–443.
- 29. Huang J-D, Cope MJTV, Mermall V, Strobel MC, Kendrick-Jones J, et al. (1998a) Molecular Genetic Dissection of Mouse Unconventional Myosin-VA: Head Region Mutations. Genetics 148: 1951–1961.
- 30. Huang J-D, Mermall V, Strobel MC, Russell LB, Mooseker MS, et al. (1998b) Molecular Genetic Dissection of Mouse Unconventional Myosin-VA: Tail Region Mutations. Genetics 148: 1963–1972.
- 31. Noveroske JK, Hardy R, Dapper JD, Vogel H, Justice MJ (2005) A new ENU-induced allele of mouse quaking causes severe CNS dysmyelination. Mamm Genome 16: 672–682.
- 32. Ebersole TA, Chen Q, Justice MJ, Artzt K (1996) The quaking gene product necessary in embryogenesis and myelination combines features of RNA binding and signal transduction proteins. Nature Genetics 12: 260–265.
- 33. Guenther C, Pantalena-Filho L, Kingsley DM (2008) Shaping skeletal growth by modular regulatory elements in the Bmp5 gene. PLoS Genet 4: e1000308. doi:10.1371/journal.pgen.1000308.
- 34. Lewis MA, Quint E, Glazier AM, Fuchs H, De Angelis MH, et al. (2009) An ENU-induced mutation of miR-96 associated with progressive hearing loss in mice. Nat Genet 41: 614–618.
- 35. Carninci P, Kasukawa T, Katayama S, Gough J, Frith MC, et al. (2005) The transcriptional landscape of the mammalian genome. Science 309: 1559–1563.
- 36. Ito M, Yuan CX, Okano HJ, Darnell RB, Roeder RG (2000) Involvement of the TRAP220 component of the TRAP/SMCC coactivator complex in embryonic development and thyroid hormone action. Mol Cell 5: 683–693.
- 37. Ito M, Okano HJ, Darnell RB, Roeder RG (2002) The TRAP100 component of the TRAP/Mediator complex is essential in broad transcriptional events and development. Embo J 21: 3464–3475.
- 38. Bracken CP, Gregory PA, Kolesnikoff N, Bert AG, Wang J, et al. (2008) A double-negative feedback loop between ZEB1-SIP1 and the microRNA-200 family regulates epithelial-mesenchymal transition. Cancer Res 68: 7846–7854.
- 39. Korpal M, Kang Y (2008) The emerging role of miR-200 family of microRNAs in epithelial-mesenchymal transition and cancer metastasis. RNA Biol 5: 115–119.
- 40. Seymour R, Sundberg JP, Hogenesch H (2006) Abnormal lymphoid organ development in immunodeficient mutant mice. Vet Pathol 43: 401–423.
- 41. Miyawaki S, Nakamura Y, Suzuka H, Koba M, Yasumizu R, et al. (1994) A new mutation, aly, that induces a generalized lack of lymph nodes accompanied by immunodeficiency in mice. Eur J Immunol 24: 429–434.
- 42. Bessho Y, Sakata R, Komatsu S, Shiota K, Yamada S, et al. (2001) Dynamic expression and essential functions of Hes7 in somite segmentation. Genes Dev 15: 2642–2647.
- 43. Southgate CD, Chisti AH, Mitchell B, Yi SJ, Palek J (1996) Targeted disruption of the murine erythroid band 3 gene results in spherocytosis and severe haemolytic anaemia despite a normal membrane skeleton. Nature Genetics 14: 227–230.
- 44. Moh A, Iwamoto Y, Chai GX, Zhang SS, Kano A, et al. (2007) Role of STAT3 in liver regeneration: survival, DNA synthesis, inflammatory reaction and liver mass recovery. Lab Invest 87: 1018–1028.
- 45. Brannan CI, Perkins AS, Vogel KS, Ratner N, Nordlund ML, et al. (1994) Targeted disruption of the neurofibromatosis type-1 gene leads to developmental abnormalities in heart and various neural crest-derived tissues. Genes Dev 8: 1019–1029.
- 46. Van Wesenbeeck L, Odgren PR, Coxon FP, Frattini A, Moens P, et al. (2007) Involvement of PLEKHM1 in osteoclastic vesicular transport and osteopetrosis in incisors absent rats and humans. J Clin Invest 117: 919–930.
- 47. Schenk B, Imbach T, Frank CG, Grubenmann CE, Raymond GV, et al. (2001) MPDU1 mutations underlie a novel human congenital disorder of glycosylation, designated type If. J Clin Invest 108: 1687–1695.
- 48. Minegishi Y, Saito M, Tsuchiya S, Tsuge I, Takada H, et al. (2007) Dominant-negative mutations in the DNA-binding domain of STAT3 cause hyper-IgE syndrome. Nature 448: 1058–1062.
- 49. Liu SC, Zhai S, Palek J, Golan DE, Amato D, et al. (1990) Molecular defect of the band 3 protein in southeast Asian ovalocytosis. N Engl J Med 323: 1530–1538.
- 50. Wallace MR, Andersen LB, Saulino AM, Gregory PE, Glover TW, et al. (1991) A de novo Alu insertion results in neurofibromatosis type 1. Nature 353: 864–866.
- 51. Sohocki MM, Bowne SJ, Sullivan LS, Blackshaw S, Cepko CL, et al. (2000) Mutations in a new photoreceptor-pineal gene on 17p cause Leber congenital amaurosis. Nat Genet 24: 79–83.
- 52. Kaul R, Gao GP, Balamurugan K, Matalon R (1993) Cloning of the human aspartoacylase cDNA and a common missense mutation in Canavan disease. Nat Genet 5: 118–123.
- 53. Morozova O, Marra MA (2008) Applications of next-generation sequencing technologies in functional genomics. Genomics 92: 255–264.
- 54. Hodges E, Xuan Z, Balija V, Kramer M, Molla MN, et al. (2007) Genome-wide in situ exon capture for selective resequencing. Nat Genet 39: 1522–1527.
- 55. Wilming LG, Gilbert JG, Howe K, Trevanion S, Hubbard T, et al. (2008) The vertebrate genome annotation (Vega) database. Nucleic Acids Res 36: D753–760.
- 56. Clark AT, Firozi K, Justice MJ (2003) Mutations in a novel locus on mouse chromosome 11 resulting in male infertility associated with defects in microtubule assembly and sperm tail function. Biology of Reproduction 70: 1317–1324.