Abstract
Background
Patient genetic heterogeneity renders it difficult to discover disease-cause genes. Whole-exome sequencing is a powerful new strategy that can be used to this end. The purpose of the present study was to identify a hitherto unknown mutation causing autosomal recessive nonsyndromic hearing loss (ARNSHL) in Korean families.
Methods
We performed whole-exome sequencing in 16 individuals from 13 unrelated small families with ARNSHL. After filtering out population-specific polymorphisms, we focused on known deafness genes. Pathogenic effects of the detected mutations on protein structure or function were predicted via in silico analysis.
Results
We identified compound heterozygous CDH23 mutations in hearing-loss genes of two families. These include two previously reported pathological mutations, p.Pro240Leu and p.Glu1595Lys, as well as one novel mutation, p.Asn342Ser. The p.Pro240Leu mutation was found in both families. We also identified 26 non-synonymous variants in CDH23 coding exons from 16 hearing-loss patients and 30 Korean exomes.
Conclusion
The present study is the first to show that CDH23 mutations cause hearing loss in Koreans. Although the precise contribution made by such mutations needs to be determined using a larger patient cohort, our data indicate that mutations in the CDH23 gene are one of the most important causes of non-syndromic hearing loss in East Asians. Further exome sequencing will identify common mutations or polymorphisms and contribute to the molecular diagnosis of, and development of new therapies for, hereditary hearing loss.
Keywords: Hearing loss, CDH23, Mutation, Whole-exome sequencing
Background
Hearing loss is one of the common heterogeneous disorders. Genetic factors account for more than 50% of cases of congenital hearing loss, where the majority of cases exhibit autosomal recessive inheritance [1]. To date, more than 100 mapped loci have been reported, and 55 non-syndromic hearing loss genes have been identified (http://hereditaryhearingloss.org/).
The gene most commonly involved in hearing loss worldwide is GJB2[2], while SLC26A4 is also frequently involved in congenital hearing impairment. The GJB2 and SLC26A4 genes make mutation screening relatively easier, and many studies have focused on only these two genes. However, in many ethnic populations, GJB2 and SLC26A4 are responsible for only a small percentage of deafness cases [3], and screening of mutations in a large number of genes simultaneously is difficult. Also, it is near-impossible to identify pathogenic mutations by traditional linkage analysis when DNA is available from only small families.
Mutations in the CDH23 gene are known to be responsible for both Usher syndrome type ID (USH1D) and non-syndromic hearing loss (DFNB12). To date, more than 50 mutations have been reported in patients with Usher syndrome type I (USH1D) who have congenital hearing loss, retinitis pigmentosa (RP), and vestibular dysfunction. A total of 24 mutations have been reported in patients with non-syndromic hearing loss (DFNB12) [4]. A genotype-phenotype correlation study suggested that USH1D was usually associated with nonsense, whereas DFNB12 with missense mutations [5]. Deafness caused by CDH23 has been found in many populations worldwide, including African–American, Dutch, European, German, Pakistani, Turkish, and Japanese populations [6]. However, clinical application of CDH23 mutation detection has lagged because of the size of the gene.
Recent advances in DNA enrichment and next-generation sequencing (NGS) technology have allowed rapid and cost-effective analysis of the causative mutations of human disorders, especially those that are heterogeneous in nature [7]. The techniques are particularly applicable to analysis of small families [8]. In the present study, we applied whole-exome sequencing (WES) to study small Korean families negative for mutations in GJB2 and SLC26A4, and we identified CDH23 mutations in two families with autosomal recessive non-syndromic hearing loss (ARNSHL).
Methods
Patients
We performed whole-exome sequencing on 16 affected individuals from 13 families with recessive nonsyndromic hearing loss (Additional file 1: Figure S1 and Additional file 2: Figure S2). All affected individuals had early onset disease and bilateral severe-to-profound hearing loss without additional symptoms (thus, no vestibular dysfunction was evident), and were members of families that were too small to allow performance of linkage analysis. Informed consent was obtained from all participants, and the Institutional Review Board of the Korea National Institutes of Health (NIH) approved this study. Genomic DNA was extracted from peripheral blood samples using a FlexiGene DNA extraction kit (QIAGEN, Hilden, Germany). Probands from each family were found to be negative for GJB2 and SLC26A4 mutations based on Sanger sequencing.
Whole-exome sequencing
Whole exons were captured on the SeqCap EZ Human Exome Library v2.0 (Roche/NimbleGen, Madison, WI, USA) using 5 μg of genomic DNA. Captured libraries were sequenced using the Solexa GAIIx Genome Analyzer with 78-bp paired-end reads (SR-106) and the Illumina HiSeq 2000 system with 101-bp paired-end reads (SR-209) according to the manufacturers’ protocols. Reads were mapped to the reference human genome (GRCh37, UCSC hg19) using the Burrows-Wheeler Aligner (http://bio-bwa.sourceforge.net/). Single-nucleotide variants (SNVs) and insertions-deletions (indels) were called using SAMtools (http://samtools.sourceforge.net/), based on filtered variants with a mapping quality score of ≥20, and were annotated using ANNOVAR (http://www.openbioinformatics.org/annovar/). Mutations identified by exome sequencing were confirmed by Sanger sequencing and additional control individuals were genotyped with the aid of TaqMan SNP Genotyping Assays.
In silico analysis
Evolutionary conservation of the sequences and structures of the proteins and nucleic acids was assessed using the ConSeq server (http://conseq.tau.ac.il/). The effect of the identified novel missense mutation was assessed using SIFT (http://sift.jcvi.org), PolyPhen-2 (http://genetics.bwh.harvard.edu/pph2/index.shtml) and MUpro (http://mupro.proteomics.ics.uci.edu/), automatic tools for prediction of the possible impact of an amino acid substitution on the structure and function of a human protein. The 3D molecular structure of the extracellular domain of CDH23 was modeled using I-TASSER (http://zhanglab.ccmb.med.umich.edu/I-TASSER/). Predicted models were found to satisfy with quality criteria, such as C-score and TM-score. Structural analysis and visualization were performed using DeepView/Swiss-PdbViewer (http://spdbv.vital-it.ch/).
Results
Whole-exome sequencing
We found compound heterozygous mutations in the CDH23 from two families, SR-106 and SR-209 by whole exome sequencing (Additional file 1: Figure S1). Table 1 shows the clinical characteristics of the three affected members in these families. All of them have early onset and profound hearing loss (see audiogram in Additional file 1: Figure S1). No patient had any other neurological signs (vestibular dysfunction and vertigo). The results of exome sequencing of the two families are shown in Additional file 3: Table S1. The average number of observed variants per sample was 59,589. Approximately 10,284 variants were identified among the coding non-synonymous variants. Further filtering of common variants using Korean exome data, which included exome data for 30 Koreans from another study [9], and from the Korean genome database TIARA [10] and dbSNP131, reduced to about 529 the number of variants in each sample.
Table 1.
Sample | Relationship | Threshold* (Rt) (dB) | Threshold* (Lt) (dB) | Severity | Residual hearing in the lower frequencies** (dB) | Hearing in the higher frequencies*** (dB) | Age | Age of awareness | Hearing aid/cochlear implant | Vertigo |
---|---|---|---|---|---|---|---|---|---|---|
SR-106 |
|
NR at 90 dB nHL |
NR at 90 dB nHL |
Profound |
N.D. |
N.D. |
3 |
3 |
None |
N.D. |
SR-209 |
|
NR at 90 dB nHL |
103 |
Profound |
90 (L) |
110 (L) |
1.9 |
1.9 |
CI |
ㅡ |
SR-209B | Sibling of SR-209 | NR at 90 dB nHL | 115 | Profound | 107.3 (L) | NR (L) | 1.3 | 1.3 | CI | ㅡ |
N.D., Not Determined; CI, cochlear implant.
*Average of 500, 1000, 2000, and 4000 Hz.
**Average of 125, 250, and 500 Hz.
***Average of 2000, 4000, and 8000 Hz.
Identification of causative mutations
We focused on 55 known deafness genes (Additional file 3: Table S2), and three to four candidate variants remained in each family. Among them, SR-106 family carried two variants in the CDH23 gene (Additional file 3: Table S3). Two missense mutations, p.Pro240Leu and p.Glu1595Lys, were identified to be compound heterozygous mutations in the proband of SR-106 family. p.Pro240Leu was confirmed in the patient’s father by Sanger sequencing (Figure 1A). We subsequently sequenced the entire missing region (read depth <5) in all 69 exons of CDH23; however, no other mutation was detected. SR-209 family carried two mutations, p.Pro240Leu and p.Asn342Ser in the CDH23. Both variants were also found in an affected sibling and p.Pro240Leu was confirmed in the father by Sanger sequencing (Figure 1B). Additionally, we screened for the three mutations mentioned above in 93 Korean patients with hearing loss by Sanger sequencing. Two patients and one patient were heterozygous for p.Pro240Leu (2.15%) and p.Glu1595Lys (1.07%), respectively. Direct sequencing was used to genotype ethnicity-matched negative controls (over 700). The mutations p.Asn342Ser and p.Glu1595Lys were absent in all controls, and p.Pro240Leu was detected in 2 (0.24%) of 818 Korean controls (Table 2).
Table 2.
Nucleotide change |
Amino acid change |
Exon |
Domain |
Calcium-binding motif |
In silico
analysis |
Family |
Controls |
Reference |
||
---|---|---|---|---|---|---|---|---|---|---|
SIFT/Score 1 | PolyPhen-2 2 | MUpro 3 | ||||||||
c.C719T |
p.Pro240Leu |
8 |
EC3 |
ㅡ |
DAMAGING/0.02 |
0.999 |
−1 |
SR-106, SR-209 |
2/818 |
[5] |
c.A1025G |
p.Asn342Ser |
11 |
EC3 |
DXNDN |
DAMAGING/0 |
0.905 |
−1 |
SR-209 |
0/707 |
Novel |
c.G4783A | p.Glu1595Lys | 36 | EC15 | DRE | DAMAGING/0 | 0.987 | −1 | SR-106 | 0/707 | [6] |
1Prediction of a change being damaging (<0.05) or tolerated.
2Prediction of a change being damaging (>0.85), possibly damaging (0.15-0.85) or benign (<0.15).
3Prediction of a change decreasing protein stability (<0) or increasing protein stability (>0) (confidence score between −1 and 1).
In silico analysis of CDH23 mutations
We identified three CDH23 mutations, comprising two previously reported pathological mutations, p.Pro240Leu and p.Glu1595Lys, and one novel mutation, p.Asn342Ser (Table 2). The ConSeq server revealed that all of the causative mutations were located at a well-conserved site (Figure 1). Figure 2 shows the locations of these mutations in a 3D model of the extracellular cadherin (EC) domains. Mutated EC domains containing residues Asn342 and Glu1595 are part of the highly conserved calcium-binding motifs (LDRE and DXNDN) of EC3 and EC15, located in the region linking cadherin repeats (Figure 2). Calcium ions are usually bound by six or seven oxygen atoms. Loss of one of these oxygens normally reduces calcium binding below the threshold of detection. The p.Glu1595Lys mutation reduces the numbers of oxygen atoms binding calcium. Such mutations are likely to impair the interaction of CDH23 either with itself or other proteins. Within the polar and uncharged amino acids themselves, the p.Asn342Ser mutation involves the change from a small and hydrophilic asparagine into a very small and neutral serine. The slight difference in length and bulkiness of the side chain may influence the steric hindrance between neighboring residues [11]. Thus it probably decreases calcium affinity and impairs protein function like p.Glu1595Lys. The p.Pro240Leu mutation does not directly interfere with calcium-binding. However, the distinctive cyclic structure of the proline side chain imparts more conformational rigidity than is afforded by other amino acids. The leucine side chain is longer and more flexible (Figure 2). Thus, the p.Pro240Leu substitution may affect protein stability and, consequently, function. All of alterations were predicted by Polyphen-2 and SIFT to pathogenically affect protein structure or function. MUpro predicted that they decrease protein stability (Table 2).
Identification of CDH23 polymorphism
In addition to these causative mutations, 26 non-synonymous variants were identified in the CDH23 coding exons from 16 hearing-loss patients and 30 Korean control exomes (Table 3). Among them, 18 variants were reported, of which eight are novel. They also included four variants (Chr10:73337715, Chr10:73405729, Chr10:73558128, and Chr10:73567365) that have potential pathogenicity. They were found in hearing loss families but were not determined to be causative genes in this study.
Table 3.
Genomic positions (hg19) | Exon | Nucleotide change | Amino acid change | dbSNP135_full | Deaf samples (16) | Korean control exomes 1 | Reference | |
---|---|---|---|---|---|---|---|---|
1 |
Chr10:73337715 |
9 |
c.798delA |
p.Gly266fs |
. |
1 (SR-255S) |
0/128 |
Novel |
2 |
Chr10:73377097 |
11 |
c.G1081T |
p.Ala361Ser |
. |
. |
1/30 |
Novel |
3 |
Chr10:73405717 |
12 |
c.G1270A |
p.Val424Met |
rs2305207 |
. |
1/30 |
rs2305207 |
4 |
Chr10:73405729 |
12 |
c.G1282A |
p.Asp428Asn |
rs188376296 |
1 (SR-68) |
2/128 |
rs188376296 |
5 |
Chr10:73434888 |
14 |
c.G1469C |
p.Gly490Ala |
rs1227049 |
8 |
14/30 |
[5] |
6 |
Chr10:73434906 |
14 |
c.G1487A |
p.Ser496Asn |
rs10999947 |
7 |
54/128 |
[5] |
7 |
Chr10:73464825 |
24 |
c.G2891A |
p.Arg964Gln2 |
. |
1 (SR-153) |
0/128 |
Novel |
8 |
Chr10:73466729 |
25 |
c.G3029A |
p.Arg1010His |
. |
. |
1/30 |
Novel |
9 |
Chr10:73472553 |
27 |
c.G3352A |
p.Gly1118Ser2 |
. |
1 (SR-931) |
0/328 |
Novel |
10 |
Chr10:73492032 |
31 |
c.T4004C |
p.Val1335Ala |
. |
. |
1/30 |
Novel |
11 |
Chr10:73492079 |
31 |
c.A4051G |
p.Asn1351Asp |
rs1227065 |
16 |
29/30 |
[5] |
12 |
Chr10:73498355 |
33 |
c.G4310A |
p.Arg1437Gln |
rs56181447 |
5 |
8/30 |
[5] |
13 |
Chr10:73501595 |
36 |
c.C4762T |
p.Arg1588Trp |
. |
. |
1/30 |
[5] |
14 |
Chr10:73501556 |
36 |
c.G4723A |
p.Ala1575Thr |
rs1227051 |
16 |
28/30 |
[5] |
15 |
Chr10:73537614 |
37 |
c.G5023A |
p.Val1675Ile |
rs17712523 |
8 |
7/30 |
[5] |
16 |
Chr10:73544086 |
40 |
c.G5411A |
p.Arg1804Gln |
rs3802711 |
10 |
16/30 |
[5] |
17 |
Chr10:73544093 |
40 |
c.C5418G |
p.Asp1806Glu |
rs74145660 |
3 |
6/30 |
[5] |
18 |
Chr10:73550117 |
44 |
c.C5996G |
p.Thr1999Ser |
rs11592462 |
6 |
8/30 |
[5] |
19 |
Chr10:73550969 |
45 |
c.G6130A |
p.Glu2044Lys |
rs10466026 |
12 |
26/30 |
[5] |
20 |
Chr10:73558128 |
48 |
c.G6847A |
p.Val2283Ile3 |
rs41281334 |
1 (SR-1016) |
3/128 |
[5] |
21 |
Chr10:73558886 |
49 |
c.G7073A |
p.Arg2358Gln |
rs4747194 |
12 |
26/30 |
[5] |
22 |
Chr10:73558952 |
49 |
c.C7139T |
p.Pro2380Leu |
rs4747195 |
12 |
26/30 |
[5] |
23 |
Chr10:73562763 |
52 |
c.A7591G |
p.Met2531Val |
. |
. |
1/30 |
Novel |
24 |
Chr10:73567365 |
57 |
c.T8401G |
p.Phe2801Val3 |
rs3802707 |
. |
2/30 |
[5] |
25 |
Chr10:73571307 |
62 |
c.G9238A |
p.Ala3080Thr |
. |
1 (SR-1016) |
3/128 |
Novel |
26 | Chr10:73571765 | 64 | c.T9373C | p.Phe3125Leu | rs45583140 | 2 | 15/30 | rs45583140 |
1Exome data for 30 or 128 Koreans from another study.
2Rule out non-segregation.
3Reported as a variant with uncertain pathogenic.
Discussion
We identified three CDH23 mutations, p.Pro240Leu, p.Glu1595Lys, and p.Asn342Ser, in 2 (15%) of 13 Korean families with ARNSHL by whole-exome sequencing. The present report is the first to demonstrate that CDH23 is an important causative gene for ARNSHL in Korean patients. Additionally, we screened for eight mutations, including the three (p.Pro240Leu, p.Asn342Ser and p.Glu1595Lys) detected in the present study, and five others (p.Arg301Gln, p.Glu956Lys, p.Arg1417Trp, p.Gln1716Pro, and p.Arg2029Trp) that occur at relatively high frequencies (patient allele frequency > 0.1) in Japanese patients [4], in 93 unrelated Korean hearing loss patients. Two patients and one patient, respectively, were heterozygous for p.Pro240Leu and p.Glu1595Lys, and no other mutation was detected. p.Pro240Leu was reported in Japanese families with ARNSHL as a compound heterozygous or homozygous mutation [5]. Miyagawa et al. reported that mutations of the CDH23 gene are important causes of non-syndromic hearing loss and that p.Pro240Leu accounted for nearly 43.3% (45/105) of all CDH23-mutated families in Japanese [4]. In this study, both families with ARNSHL caused by CDH23 mutations carried the p.Pro240Leu mutation and, additionally, two of 93 hearing-loss patients were heterozygous for the mutation. Thus, p.Pro240Leu is the most common cause of CDH23-associated ARNSHL in Asian populations. p.Glu1595Lys was present in 1 of 93 patients. Astuto et al. reported that ~5% of recessive non-syndromic hearing loss might be caused by mutation of CDH23[6]. Although GJB2 and SLC26A4 mutations were absent in our patients, our results show that CDH23 mutation caused ARNSHL in 2 of 13 (15%) affected Korean families and that 3 of 93 patients with hearing loss carried a heterozygous mutation. The precise frequency will be determined by future mutation analysis of a large patient cohort, but is estimated to be high. Therefore, CDH23, as well as GJB2 and SLC26A4, should be included in screening.
CDH23 (NM_22124) has 69 exons and encodes cadherin 23, a protein of 3,354 amino acids with 27 EC domains, a single transmembrane domain, and a short cytoplasmic domain [12]. It is a putative calcium-dependent adhesion molecule required for proper morphogenesis of hair bundles of inner ear neurosensory cells. Mutations in CDH23 cause the stereocilia of hair cells in the inner ear of Waltzer mice (a model of USH1D) to become disorganized [13,14]. Many deafness mutations in CDH23 are in the calcium-binding motif of the linker region between EC repeats. All mutations detected in the present study were missense in nature, and in the EC domain. Of the three mutations, two (p.Glu1595Lys and p.Asn342Ser) affected highly conserved EC calcium-binding sites (Figure 2B and D). The sites are LDRE and DXNDN, and are thought to be essential for linearization, rigidification, and dimerization of CDH23 [15,16]. The p.Glu1595Lys mutation may disrupt a conserved LDRE calcium-binding motif in the fifteenth EC domain. These EC domains are involved in cell-to-cell adhesion via hemophilic calcium-dependent interactions [16]. Molecular modeling of the p.Glu1595Lys mutation shows impairment of calcium binding [17]. Since calcium provides rigidity to the elongated structure of cadherin molecules, thereby enabling hemophilic lateral interaction, this mutation is likely to impair interactions of CDH23 molecules with either CDH23 or other proteins. Likewise, the p.Asn342Ser mutation is also located in a highly conserved EC calcium-binding site (DXNDN). Thus the mutation probably decreases calcium affinity and impairs protein function. Their pathogenic effects on protein structure or function are supported by in silico analysis (Table 2).
Additionally, we identified 26 non-synonymous variants in the CDH23 coding exons from 16 hearing-loss patients and 30 Korean control exomes (Table 3). Among them, four variants have the potential to be pathogenic. pGly266fs in SR-255S showed co-segregation in the family and was absent in 128 Korean control exomes. However, it was heterozygous, so we could not conclude that it is a causative mutation. p.Asp428Asn in SR-68 was also heterozygous. DNA samples from family members were not available. Thus, we could not confirm its pathogenicity by segregation analysis. p.Val2283Ile and p.Phe2801Val were identified as compound heterozygous mutations in SR-1016. Co-segregation was confirmed by Sanger sequencing of family members, but these two variants were detected in three of the 128 Korean control exomes. Thus, we concluded that these two variants are not causative mutations. However, a heterozygous mutation in a recessive gene may be relevant to the hearing loss phenotype if it coexists with another heterozygous mutation [5], and it is a low frequency in the general Korean population might not rule out the possibility that it is pathogenic. Further exome data accumulation and establishment of a database of common mutations in Korean patients with hearing loss will help us to determine whether they are pathogenic or not.
We performed parallel sequencing of the whole exomes of 13 small families and rapidly and successfully identified the CDH23 mutation in two families. In two of the other 11 families, hearing loss was caused by the MYO15A mutation [18], the first report of this mutation in Eastern Asia. Whole-exome sequencing allowed us to screen mutations in a large number of genes at the same time and to detect pathogenic mutations in affected individuals who were not identified by classical genetic studies. However, the causative mutations in nine families have still not been identified. In these families, whole-exome sequencing may have missed some mutations in exons because it did not completely cover the targeted region, which may have had a high GC content or repetitive sequences, or because hearing loss was caused by mutations an as-yet-unknown gene. Our search for deafness genes in the remaining families is ongoing.
Conclusions
We identified CDH23 mutations in two of 13 families with ARNSHL by whole-exome sequencing. The exact frequency will need to be determined in a future larger cohort mutation analysis, but it is estimated to be high. Therefore, as well as GJB2 or SLC26A4 screening, CDH23 should also be considered. Our results show that whole-exome sequencing is effective when used to detect causative mutations in heterogeneous patients with hereditary hearing loss. In the future, we anticipate the rapid discovery of hearing loss-related genes by whole-exome sequencing, which will improve understanding of the condition.
Competing interests
The authors do not have any conflicts of interest, financial or otherwise, to declare.
Author’s contributions
HMW, MHP and SKK designed the study and wrote the article. HMW, MHP and WGY analyzed the data. HJP and JWS collected the samples and examined the family information. HMW and BYK performed the sequencing analyses. All authors read and approved the final manuscript.
Pre-publication history
The pre-publication history for this paper can be accessed here:
Supplementary Material
Contributor Information
Hae-Mi Woo, Email: haemiwoo@gmail.com.
Hong-Joon Park, Email: hiparkmd@hanmail.net.
Mi-Hyun Park, Email: mihyun4868@hanmail.net.
Bo-Young Kim, Email: iconkim@dreamwiz.com.
Joong-Wook Shin, Email: ketaminkr@hanmail.net.
Won Gi Yoo, Email: wongi.yoo@gmail.com.
Soo Kyung Koo, Email: skkoo@nih.go.kr.
Acknowledgments
This work was supported by Korea National Institute of Health intramural research grant 4800-4845-302-210-13 (2012-N61001-00) and 4800-4861-307-210-13 (2012-NG61004-00).
References
- Smith RJ, Bale JF Jr, White KR. Sensorineural hearing loss in children. Lancet. 2005;15(9462):879–890. doi: 10.1016/S0140-6736(05)71047-3. [DOI] [PubMed] [Google Scholar]
- Kenneson A, Van Naarden BK, Boyle C. GJB2 (connexin 26) variants and nonsyndromic sensorineural hearing loss: a HuGE review. Genet Med. 2002;15(4):258–274. doi: 10.1097/00125817-200207000-00004. [DOI] [PubMed] [Google Scholar]
- Lee KY, Choi SY, Bae JW, Kim S, Chung KW, Drayna D, Kim UK, Lee SH. Molecular analysis of the GJB2, GJB6 and SLC26A4 genes in Korean deafness patients. Int J Pediatr Otorhinolaryngol. 2008;15(9):1301–1309. doi: 10.1016/j.ijporl.2008.05.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Miyagawa M, Nishio SY, Usami S. Prevalence and clinical features of hearing loss patients with CDH23 mutations: a large cohort study. PLoS One. 2012;15(8):e40366. doi: 10.1371/journal.pone.0040366. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wagatsuma M, Kitoh R, Suzuki H, Fukuoka H, Takumi Y, Usami S. Distribution and frequencies of CDH23 mutations in Japanese patients with non-syndromic hearing loss. Clin Genet. 2007;15(4):339–344. doi: 10.1111/j.1399-0004.2007.00833.x. [DOI] [PubMed] [Google Scholar]
- Astuto LM, Bork JM, Weston MD, Askew JW, Fields RR, Orten DJ, Ohliger SJ, Riazuddin S, Morell RJ, Khan S, Riazuddin S, Kremer H, van Hauwe P, Moller CG, Cremers CW, Ayuso C, Heckenlively JR, Rohrschneider K, Spandau U, Greenberg J, Ramesar R, Reardon W, Bitoun P, Millan J, Legge R, Friedman TB, Kimberling WJ. CDH23 mutation and phenotype heterogeneity: a profile of 107 diverse families with Usher syndrome and nonsyndromic deafness. Am J Hum Genet. 2002;15(2):262–275. doi: 10.1086/341558. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Diaz-Horta O, Duman D, Foster J 2nd, Sirmaci A, Gonzalez M, Mahdieh N, Fotouhi N, Bonyadi M, Cengiz FB, Menendez I, Ulloa RH, Edwards YJ, Zuchner S, Blanton S, Tekin M. Whole-exome sequencing efficiently detects rare mutations in autosomal recessive nonsyndromic hearing loss. PLoS One. 2012;15(11):e50628. doi: 10.1371/journal.pone.0050628. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Baek JI, Oh SK, Kim DB, Choi SY, Kim UK, Lee KY, Lee SH. Targeted massive parallel sequencing: the effective detection of novel causative mutations associated with hearing loss in small families. Orphanet J Rare Dis. 2012;15:60. doi: 10.1186/1750-1172-7-60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Choi BO, Koo SK, Park MH, Rhee H, Yang SJ, Choi KG, Jung SC, Kim HS, Hyun YS, Nakhro K, Lee HJ, Woo HM, Chung KW. Exome sequencing is an efficient tool for genetic screening of Charcot-Marie-Tooth Disease. Hum Mutat. 2012;15(11):1610–1615. doi: 10.1002/humu.22143. [DOI] [PubMed] [Google Scholar]
- Hong D, Park SS, Ju YS, Kim S, Shin JY, Yu SB, Lee WC, Lee S, Park H, Kim JI, Seo JS. TIARA: a database for accurate analysis of multiple personal genomes based on cross-technology. Nucleic Acids Res. 2011;15(Database issue):D883–888. doi: 10.1093/nar/gkq1101. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lehninger AL, Nelson DL, Cox MM. Principles of biochemistry second edition. Biochemical Education. 1993;15(2):114. [Google Scholar]
- Siemens J, Lillo C, Dumont RA, Reynolds A, Williams DS, Gillespie PG, Muller U. Cadherin 23 is a component of the tip link in hair-cell stereocilia. Nature. 2004;15(6986):950–955. doi: 10.1038/nature02483. [DOI] [PubMed] [Google Scholar]
- Wilson SM, Householder DB, Coppola V, Tessarollo L, Fritzsch B, Lee EC, Goss D, Carlson GA, Copeland NG, Jenkins NA. Mutations in Cdh23 cause nonsyndromic hearing loss in waltzer mice. Genomics. 2001;15(2):228–233. doi: 10.1006/geno.2001.6554. [DOI] [PubMed] [Google Scholar]
- Di Palma F, Holme RH, Bryda EC, Belyantseva IA, Pellegrino R, Kachar B, Steel KP, Noben-Trauth K. Mutations in Cdh23, encoding a new type of cadherin, cause stereocilia disorganization in waltzer, the mouse model for Usher syndrome type 1D. Nat Genet. 2001;15(1):103–107. doi: 10.1038/83660. [DOI] [PubMed] [Google Scholar]
- Nagar B, Overduin M, Ikura M, Rini JM. Structural basis of calcium-induced E-cadherin rigidification and dimerization. Nature. 1996;15(6572):360–364. doi: 10.1038/380360a0. [DOI] [PubMed] [Google Scholar]
- Angst BD, Marcozzi C, Magee AI. The cadherin superfamily: diversity in form and function. J Cell Sci. 2001;15(Pt 4):629–641. doi: 10.1242/jcs.114.4.629. [DOI] [PubMed] [Google Scholar]
- de Brouwer AP, Pennings RJ, Roeters M, Van Hauwe P, Astuto LM, Hoefsloot LH, Huygen PL, van den Helm B, Deutman AF, Bork JM, Kimberling WJ, Cremers FP, Cremers CW, Kremer H. Mutations in the calcium-binding motifs of CDH23 and the 35delG mutation in GJB2 cause hearing loss in one family. Hum Genet. 2003;15(2):156–163. doi: 10.1007/s00439-002-0833-0. [DOI] [PubMed] [Google Scholar]
- Woo HM, Park HJ, Baek JI, Park MH, Kim UK, Sagong B, Koo SK. Whole-exome sequencing identifies MYO15A mutations as a cause of autosomal recessive nonsyndromic hearing loss in Korean families. BMC Med Genet. 2013;15:72. doi: 10.1186/1471-2350-14-72. [DOI] [PMC free article] [PubMed] [Google Scholar]
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