Abstract
Inner dynein arm (IDA), composed of a series of protein complex, is necessary to cilia and flagella bend formation and beating. Previous studies indicated that defects of IDA protein complex result in multiple morphological abnormalities of the sperm flagellum (MMAF) and male infertility. However, the genetic causes and molecular mechanisms in the IDAs need further exploration. Here we identified two loss-of-function variants of WDR63 in both MMAF and non-obstructive azoospermia (NOA) affected cohorts. WDR63 encodes an IDA-associated protein that is dominantly expressed in testis. We next generated Wdr63-knockout (Wdr63-KO) mice through the CRISPR-Cas9 technology. Remarkably, Wdr63-KO induced decreased sperm number, abnormal flagellar morphology and male infertility. In addition, transmission electron microscopy assay showed severely disorganized “9 + 2” axoneme and absent inner dynein arms in the spermatozoa from Wdr63-KO male mice. Mechanistically, we found that WDR63 interacted with WDR78 mainly via WD40-repeat domain and is necessary for IDA assembly. Furthermore, WDR63-associated male infertility in human and mice could be overcome by intracytoplasmic sperm injection (ICSI) treatment. In conclusion, the present study demonstrates that bi-allelic variants of WDR63 cause male infertility via abnormal inner dynein arms assembly and flagella formation and can be used as a genetic diagnostic indicator for infertility males.
Subject terms: Developmental biology, Mechanisms of disease
Introduction
Infertility is a global human health concern and affects approximately 8%–12% of couples around the world1,2. Male infertility, which accounts for half of all infertility cases, is generally manifested by reduced sperm count (oligozoospermia and azoospermia), reduced sperm motility (asthenozoospermia), or increased percentage of abnormal sperm morphology (teratozoospermia). Combinations are common, such as “asthenoteratozoospermia” and “oligoasthenoteratozoospermia or OAT syndrome”3,4. The flagellum integrity is essential for normal sperm function and flagellum defects consistently result in male infertility5. Multiple morphological abnormalities of the sperm flagellum (MMAF) is one of the most severe asthenoteratozoospermia, which is usually combined with reduced sperm count and is characterized by abnormal flagellar formation, including absent, short, coiled, bent flagellar, and/or irregular caliber6,7.
Genetic factors account for at least 15% of male infertility, and MMAF is currently one of the most studied male infertility disease with genetic factors8,9. With the wide application of high-throughput sequencing technologies, such as whole-exome sequencing (WES), a series of MMAF-associated genes have been identified through genetic studies and animal models. These studies are relevant for MMAF diagnostic value, clinical decision making, and appropriate genetic counseling10–13. Owing to high genetic heterogeneity, only approximately 60% of MMAF-affected cases are caused by previously identified genetic factors, indicating the necessary to discover new potential MMAF-associated genes.
Motile cilia or flagella are evolutionarily conserved from unicellular protozoa to mammals14. Sperm flagella typically comprise a “9 + 2” axonemal arrangement and a number of multi-protein complexes, including outer dense fiber (ODF), fibrous sheath (FS), nexin-dynein regulatory complex (N-DRC), calmodulin-and spoke-associated complex(CSC) and dynein arms(DAs)15. Among these protein complexes, the inner dynein arms (IDAs) composed of two heavy chains 1αHC (DNAH10, in mammals, similarly hereinafter) and 1β HC (DNAH2), three intermediate chains, IC140 (WDR63), IC138 (WDR78) and IC97 (LAS1) and several light chains in Chlamydomonas14,16. This subcomplex is absolutely required for flagella integrity and assembly, and is responsible for cilia (or flagella) beat frequency and bend formation16. For example, functional defective for the WDR78 are completely unable to assemble these structures into the axoneme in vertebrate17. Previous studies have shown that variants in IDAs protein complex result in several ciliopathies and male infertility. In particular, bi-allelic in DNAH1 (MIM: 603332), an IDA-associated gene, contributes to MMAF syndrome in human and mice18. However, the genetic causes and molecular mechanisms in the other components of IDAs need further exploration.
Here, we identified two bi-allelic variants of WDR63 in both MMAF and NOA-affected cohorts. Furthermore, WDR63 forms a complex with the IDA component WDR78, and these two proteins co-localized in the sperm flagella. Wdr63-KO impaired the assembly of IDA and caused severely decreased sperm number, sperm motility and abnormal flagellar morphology. Remarkably, intracytoplasmic sperm injection (ICSI) treatment revealed that both Wdr63-KO mice and men harboring WDR63 variants acquired successful clinical pregnancy. Our study suggests that bi-allelic variants of WDR63 can be used as an inherited pathogenic factor and a genetic diagnostic indicator for infertility males.
Results
Identification of bi-allelic variants of WDR63 in infertility men
To identify the potential IDA-associated variants in male infertility, we conducted whole-exome sequencing (WES) analyses in a distinct MMAF cohort depend on variants frequency and functional annotation (minor allele frequency [MAF] < 0.001 in the gnomAD database and combined annotation-dependent depletion [CADD] score of ≥ 15) (Supplementary Fig. S1). In the cohort of 243 MMAF-affected Chinese men, we identified a harboring homozygous stop-gain variant (M1: c.163 C > T [p.Arg55*], CADD = 37) in WDR63 (MIM: 617968; NCBI: NM_145172.5) (Fig. 1a and Table 1). Semen parameters of men harboring bi-allelic WDR63 variant was analyzed in the source laboratories according to WHO guidelines19. The typical MMAF characteristic was observed in the spermatozoa from the men harboring bi-allelic WDR63 variant. Notably, the sperm counts were dramatically lower than the normal reference values (Supplementary Table S1). In addition, we identified an additional bi-allelic variant of WDR63 in 121 non-obstructive azoospermia (NOA) male (M2: c.1075 C > T [p.Arg359*], CADD = 35) using Sanger sequencing (Fig. 1b and Table 1), indicating that variants of WDR63 might cause the severely decrease in sperm counts.
Table 1.
M1 | M2 | |
---|---|---|
cDNA alteration | c.163 C > T | c.1075 C > T |
Variant allele | Homozygous | Homozygous |
Protein alteration | p.Arg55* | p.Arg359* |
Variant type | Nonsense | Nonsense |
Allele frequency in human population | ||
ExAC(all/Asian) | 3.3 × 10−05/0.8 × 10−04 | 1.3 × 10−04/0 |
gnomAD (all/Asian) | 1.3 × 10−05/0.4 × 10−04 | 2.9 × 10−04/0 |
Function prediction | ||
SIFT | Damaging | Damaging |
PolyPhen-2 | Damaging | Damaging |
Mutation Taster | Damaging | Damaging |
CADD | 37 | 35 |
NCBI reference sequence number of WDR63 is NP_660155.2.
Human WDR63 contains 23 exons and encodes a predicted 891-amino-acid protein that comprises four Trp-Asp (WD40) repeat domains (NCBI: NP_660155.2; UniProt: Q8IWG1). In this study, all of variants in WDR63 are located before the WD40 domain, leading to the loss of WD40 domains in WDR63 protein (Fig. 1c). We overexpressed full-length wild-type and mutant cDNA constructs in HEK293T cells and found the significantly absence of mutant cDNA constructs of WDR63 (Fig. 1d). Based on above results, we speculate that the bi-allelic loss-of-function (LOF) variants of WDR63 is one of the genetic causes of male infertility.
WDR63 is indispensable for male fertility in mice
To explore the biological function of WDR63 during spermatogenesis, we first characterized tissue-specific distribution of Wdr63 mRNA transcript. Quantitative RT-PCR (q-PCR) analysis revealed that Wdr63 transcript was preferentially expressed in testis tissue both in human and mice (Fig. 2a and Supplementary Fig. S2a). We further determined Wdr63 transcript levels in mouse testis at different developmental stages. Wdr63 transcript was absent in mouse testis at postnatal day 7 (P7) and P14 (Fig. 2b), when germ cells differentiate to spermatogonia and pachytene spermatocytes, respectively. Further analysis revealed that Wdr63 was significantly increased in mouse testis at P21, when round spermatids appear (Fig. 2b).
Considering that mouse WDR63 is highly homologous to human WDR63 protein and primarily expressed in mice testes (Supplementary Fig. S2b), we generated Wdr63-KO mice using CRISPR-Cas9 technology. Sanger sequencing of Wdr63 homozygous mutated mice confirmed the presence of a nonsense mutation plus a 2-bp deletion in exon 10, which was predicted to cause premature translational termination (p.Arg362*) (Fig. 2c). Compared with wild-type (WT) male mice, immunoblotting indicated that WDR63 was absent and reduced in homozygous and heterozygous male mice testes, respectively (Fig. 2d). To test male fertility, individual males (wild-type and homozygous) were housed with wild-type females for 2 months. The number of offspring per litter was recorded. Our data revealed that Wdr63-KO male mice were completely infertile, although they were sexually active and produced vaginal plugs in female partners (Fig. 2e). We also compared testis weights and sizes between WT and Wdr63-KO male mice, but no significant differences were found (Fig. 2f, g). In addition, the same phenotypes were found in Wdr63-null male mice with 7-bp frameshift deletion (Supplementary Fig. S3a–j). Consistent with human mutation individuals, these experimental observations indicate that WDR63 is necessary for male fertility in mice.
Wdr63-KO male mice showed severe oligozoospermia combined with MMAF phenotypes
Having demonstrated the function of WDR63 in male fertility, we next determine the semen characteristics and sperm morphology in Wdr63-KO males. We examined sperm function using the Computer Assisted Sperm Analyzer (CASA) method. Compared with WT male mice, no sperm or very few sperm were detected in the epididymis of homozygotic male mice (Fig. 2h). In addition, the sperm motility and sperm progressive rate was as low as zero in Wdr63-KO male mice (Table 2 and Supplementary Movies S1 and S2). Consistent with the clinical phenotypes of MMAF-affected men with bi-allelic WDR63 variants, the sperm flagella of Wdr63-KO male mice also presented with absent, short, coiled, bent, and/or irregular shapes (Fig. 3a–f and Table 2). Immunofluorescence assays were performed with the cauda epididymis sperm cells from WT and Wdr63-KO male mice. Immunostaining analysis showed that WDR63 co-localized with Acetyl-α-Tubulin (AC-tubulin, a marker of axoneme) along the entire flagella in WT male mice but was almost absent in Wdr63-KO male mice, indicating that WDR63 is an essential component of axoneme (Fig. 3g).
Table 2.
WT | KO | |
---|---|---|
Semen parameter | ||
Motility (%) | 77.79 ± 8.24 | 4.83 ± 3.38** |
Progressive (%) | 40.66 ± 10.30 | 0.71 ± 0.99** |
Sperm flagellar morphologya | ||
Absent flagella (%) | 4.05 ± 1.48 | 21.5 ± 1.49* |
Short flagella (%) | 0 ± 0 | 25.84 ± 5.59** |
Coiled flagella (%) | 0 ± 0 | 29.12 ± 5.72** |
Irregular caliber (%) | 1.53 ± 0.63 | 17.03 ± 1.86** |
Bent flagella (%) | 3.15 ± 1.09 | 6.51 ± 1.02 |
aData represent the means ± SD of three independent experiments.
*P < 0.05, **P < 0.01.
To investigate the role of WDR63 in different stages of spermatogenesis, we performed Periodic acid–Schiff (PAS) staining on the testes of WT and Wdr63-KO male mice. Gross examination of testes revealed no difference in spermatogonia, spermatocyte and round spermatids between homozygous and wild-type (Fig. 3h). We next counted the number of spermatids and Sertoli cells in stage VII–VIII seminiferous tubules of male mice testis (Supplementary Fig. S4a). Statistical analysis showed no significant difference in Sertoli cells, spermatogonia, spermatocyte and round spermatids between homozygous and wild-type, but the number of elongated spermatids was dramatically decreased in Wdr63-KO mouse (Supplementary Fig. S4b). Besides, the ratios of elongated spermatid and Sertoli cells were decreased in homozygous (0.21 ± 0.18) compared to wild-type (3.24 ± 0.98) (Supplementary Fig. S4c). Hematoxylin and eosin (HE) staining of the cauda epididymis from Wdr63-KO male mice displayed fewer sperm heads than those from WT mice (Fig. 3i).
To further investigate the roles of WDR63 in ultra-structures of spermatozoa in cauda epididymis, we conducted Transmission Electron Microscope (TEM) in both WT and Wdr63-KO male mice. Scattered and disorganized axonemal components and cytoplasm residue were observed in the sperm necks and flagella of Wdr63-KO male mice (Fig. 4a). As show in Fig. 4b, c, cross-sections showed severe disorganized “9 + 2” axoneme combined aberrant inner dynein arm (IDA), outer dynein arm (ODA), outer dense fiber (ODF), fibrous sheath (FS) and nexin-dynein regulatory complex (N-DRC) in the spermatozoa from Wdr63-KO male mice. These data indicate that WDR63 is required for sperm flagellar formation (Fig. 4d). In summary, we observe WDR63 deficiency caused decreased sperm counts and typical MMAF phenotypes.
WDR63 interacts with WDR78 and their association is necessary for IDA assembly
WDR63 is the vertebrate orthologue of IC140, a subunit of IDA intermediate chains, is critical for assembly of the IDA complex in Chlamydomonas16. Mammalian IDA is a complex structure attached to the peripheral microtubules through docking complexes20, and it is essential for bend formation and beating form of cilia and flagella21. To characterize the function of WDR63 in vertebrate flagella formation, we first examined whether the protein levels of the other three IDA subunits, DNAH2, DNAH10 and WDR78 were altered in Wdr63-KO testes. Immunoblotting analysis revealed that WDR78 was dramatically decreased, and DNAH2 and DNAH10 were absent in Wdr63-KO. This result indicates that WDR63 is essential for maintaining other components of IDA structure and IDA assembly (Fig. 5a). We next detected the mRNA expression levels of Wdr63, Wdr78, Dnah2 and Dnah10 in Wdr63-KO and WT mice. q-PCR analysis revealed that the mRNA expression levels of Wdr63 was decreased, but there was no difference in Wdr78, Dnah2 and Dnah10 (Supplementary Fig. S5a). To identify protein partners of WDR63, we performed immunoprecipitation with testicular extracts using anti-WDR63 antibodies. Mass spectrometric analysis revealed that WDR78 is the only potential associated protein (Supplementary Data S1). In addition, Wdr78 transcript was preferentially expressed in testis, and was significantly increased in mouse testis at P21 (Supplementary Fig. S5b, c). Furthermore, the interaction of WDR63 with WDR78 was verified by coimmunoprecipitation (co-IP) assays (Fig. 5b, c). Immunofluorescence analysis also found that WDR63 co-localization with WDR78, further indicating co-expression between WDR63 and WDR78 (Fig. 5d). Besides, we examined whether WDR63 binds to DNAH2 and DNAH10, which are cooperators of WDR63 in Chlamydomonas16. However, immunoblotting followed by coimmunoprecipitation (co-IP) assays demonstrated that WDR63 did not bind to DNAH2 and DNAH10 in mammals (Supplementary Fig. S5d).
To identify the domain required for the interaction of WDR63 with WDR78, we generated HA-tagged full-length WDR63 protein and tagged truncation constructs lacking either the N terminus (WDR63 ΔN) or the WD40 repeats domain at C terminus (WDR63 ΔC) (Fig. 5e). co-IP assays revealed that the WDR63-WDR78 interaction was disrupted upon the deletion of the WDR63 C terminus, indicating that the WD40 repeats domain at the C terminus mediates their interaction (Fig. 5f). These results suggest that WDR63 forms a complex with WDR78 and the assembly of IDA structure requires WDR63 as an essential subunit (Fig. 5g).
WDR63-associated male infertility could be rescued by ICSI
Finally, we aimed to evaluate whether the male infertility induced by WDR63 variants could be overcome by Assisted Reproductive Technology (ART). First, in vitro fertilization (IVF) was utilized to the sperm from WT and Wdr63-KO male mice. The two-cell (2-cell) rates and blastocyst rates were recorded after caudal epididymal sperm fertilized oocytes that were collected from superovulated WT females. However, compared with WT male mice, the rate of 2-cell and blastocyst was zero in Wdr63-KO male mice (Fig. 6a). Intracytoplasmic sperm injection (ICSI) has been reported to be efficient for most MMAF-associated patients. To examine whether WDR63-associated male infertility could be overcome via ICSI, we conducted experiments using the sperm from WT and Wdr63-KO male mice. Our data show, 2-cell and blastocyst were successfully obtained upon ICSI using the spermatozoa from Wdr63-KO male mice. Our findings indicated that Wdr63-associated KO male infertility in mice could be overcome by ICSI (Fig. 6b). Consistent with above experimental observations in mice, ICSI using the sperm from Patient-M1 individual was applied and successfully resulted in a live birth. Overall, our data strongly suggest that ICSI could serve as a promising treatment for infertile men harboring bi-allelic WDR63 variants.
Discussion
In this study, we identified two bi-allelic variants of WDR63 in two male infertility patients. Wdr63-KO male mice showed severely decreased sperm number, sperm motility and abnormal flagellar morphology. In addition, we found that WDR63 binds to WDR78 and is required for IDA assembly and flagella formation.
Notably, the two LOF variants identified in WDR63 were either absent or rare in the human genome datasets archived in the ExAC (MAFM1 = 3.3 × 10−05, MAFM2 = 1.3 × 10−04) and gnomAD (MAFM1 = 1.3 × 10−05, MAFM2 = 2.9 × 10−04) databases without homozygous (Table 1). However, it is unclear if WDR63 variants inherited from M1 and M2 parents or spontaneous because no DNA samples of M1 and M2 consanguineous parents was available. WDR63 encodes a predicted 891-amino-acid protein that comprises four Trp-Asp (WD40) repeat domains (398–785 aa, Uniprot ID: B2RY71). In the present study, both of the two variants in WDR63 are located before the WD40 domain (p.Arg55* and p.Arg359*), leading to the loss of WD40 domains in WDR63 protein. The basic common function of all WD40-repeat proteins is to coordinate the assembly of multi-protein complex, where the repeating units act as a rigid scaffolds for protein interactions22. The complex structure of sperm flagella contained a series of WD40-domain-containing proteins1,23. These proteins including CFAP43 (also known as WDR96, MIM: 617558), CFAP44 (also known as WDR52, MIM: 617559) and WDR66 (MIM: 618146) are associated with MMAF and their bi-allelic variants can reduce sperm motility and cause male infertility24–26. In our study, we found that lacking WD40 repeats domain affects the binding of WDR63 and WDR78. These findings indicated that WD40-domain-containing proteins could play an important role in cilia- and flagella-associated functions. Therefore, we speculated that the lack of the WD40 domain reduced by the LOF variants in WDR63 may be an important factor in our MMAF patients.
In this study, we demonstrated that Wdr63-KO male mice is completely sterility. In addition, we noticed that a previous study reported that Wdr63-KO male mice with a 472 bp deletion spanning exon 2 and exon 3 exhibited normal fertility27. Further analysis of Wdr63 gene transcripts, we found that Wdr63 produces two distinct Wdr63 mRNA isoforms differing in their transcriptional initiation, named long isoform (NM_172864.3) and short isoform (XM_017319579.3) (Supplementary Fig. S6a). Our data indicated that both of the transcripts were expressed in wild-type mice testes, suggesting that two transcripts have the potential to be translated into proteins (Supplementary Fig. S6b, c). Thus, we engineered a sgRNA target on exon 10 of Wdr63, which located at common regions both of the transcripts (Supplementary Fig. S6a). Besides, the off-target evaluation of CRISPR-Cas9 suggested that the two genotypes Wdr63-KO mice were successfully on-target (Supplementary Fig. S7). Therefore, we speculate that the phenotype of Wdr63-KO male sterility can only be caused when two transcripts are absent at the same time.
WDR63 and WDR78 are subunits of IDA intermediate chains in mammalian. The IDAs are highly conserved from unicellular protozoa and sperm to the mammalian ciliated epithelia of the respiratory and reproductive tracts21. Most studies have shown IDAs are both necessary and sufficient to cilia and flagella bend formation and beating form in Chlamydomonas16. Notably, variants or knockdown of IDA complex proteins result in severe asthenoteratozoospermia and/or primary ciliary dyskinesia (PCD) in mammalian. For instance, the first report MMAF-associated gene DNAH1 is component of monomeric IDA heavy chains, and variants in DNAH1 result in damage of IDA without PCD18. Furthermore, variants in IDA-associated proteins DNAH2 (MIM: 603333), DNAH6 (MIM: 603336) can cause severe sperm flagella defects that damage sperm motility28,29. In our study, WDR63 is the vertebrate orthologue of IC140, a subunit of IDA intermediate chains in Chlamydomonas, indicating its IDA location and potential function in human and mice sperm flagellar. Previous studies revealed that IC140 is essential for the flagellar assembly of Chlamydomonas, but it is poorly known in mammalian30,31. We found that the expression of DNAH10, DNAH2 and WDR78 were significantly decreased in Wdr63-KO mice, demonstrating the important roles of WDR63 in flagellar assembly in mammalian. Notably, we performed immunoprecipitation with testicular extracts using anti-WDR63 antibodies, mass spectrometric analysis only identified WDR78 is the potential associated proteins. Further co-IP experiments confirmed that WDR78 is associated with WDR63. Immunofluorescence analysis also found the co-localization of WDR63 and WDR78. These experimental observations indicate that WDR63 interacts with WDR78 and is necessary for IDA assembly.
Presently, assisted reproductive technology (ART), such as IVF and ICSI, expanded opportunities for infertile couples32. Previous studies have suggested that MMAF-affected men harboring DNAH1, DNAH8 or TTC29 (MIM: 618735) variants could have success clinical outcomes following ICSI18,33,34. In contrast, CEP135 (MIM: 611423) and DNAH17-associated MMAF men have a failed pregnancy2,35. In this study, although IVF experiments failed to obtain the two-cell embryo and blastocyst from Wdr63-KO male mice, the rate of two-cell embryo and blastocyst with ICSI experiments were normal in Wdr63-KO male mice compared with WT male mice. This experiment suggesting that male infertility of Wdr63-KO mice could be overcome by ICSI. Furthermore, MMAF-affected men who harboring WDR63 variants underwent ICSI treatment acquired successful clinical pregnancy and obtained a biological offspring. Therefore, our findings demonstrate that ICSI can be recommended for WDR63-associated MMAF.
In conclusion, we identified that bi-allelic variants of WDR63 cause male infertility via abnormal inner dynein arms assembly and flagella formation. Our finding will be informative for clinical decision making and appropriate genetic counseling of MMAF.
Materials and methods
Human samples
The first cohort of 243 MMAF-affected Chinese men recruited from the Reproductive and Genetic Hospital of CITIC-Xiangya (Changsha, China). Subjects with evident PCD-related symptoms, such as recurrent airway inflammation, bronchiectasis, and otitis media, were excluded. Patients presenting with other causes of infertility, such as reproductive malformation, drug use, and exposure to gonadotoxic factors, were also excluded. The second cohort of 121 NOA-affected Chinese men was enrolled from the First Affiliated Hospital of Nanjing Medical University (Nanjing, China). Those with a history of cryptorchidism, vascular trauma, orchitis, obstruct of the vas deferens, abnormalities in chromosome number or microdeletions of the azoospermia factor region on the Y chromosome were excluded from the study. This study was approved by the institutional review boards at all the participating institutes. Signed informed consents were obtained from all subjects participating in the study.
Semen analysis and sperm morphological analysis
Semen analysis was performed in the source laboratories during routine biological examination of the individuals according to the World Health Organization (WHO) guidelines19. Semen samples from the men harboring WDR63 variants were collected through masturbation after 2–7 days of sexual abstinence and evaluated after liquefaction for 30 min at 37 °C. Analyses of semen volume, sperm concentration, and motility were carried out and replicated in the source hospitals during routine examination.
Semen samples from mice were collected from the cauda epididymides obtained through dissection of adult male mice and incubated in human tubal fluid (HTF) medium (Millipore, Cat. # MR-070-D) supplemented with 10% FBS at 37 °C for 5 min. Sperm count and motility assessment were performed using the Computer Assisted Sperm Analyzer (CASA) system.
Whole-exome sequencing (WES) and Sanger sequencing
We performed a two-stage sequencing analysis. Genomic DNA was isolated from peripheral-blood samples of the subjects using a whole blood DNA purification kit (Qiagen, Hilden, Germany). At the first stage, Whole-exome sequencing (WES) was performed on MMAF-affected subjects as previously described4. Briefly, genomic DNA sequencing libraries were prepared with the Nextera Rapid Capture Exome sample preparation kit, targeting >214,000 coding exons and following the protocol provided by the manufacturer (Illumina). Nextera Rapid Capture Exome libraries were sequenced on HiSeq2000 with 100-bp paired-end reads. FastQ files were subsequently trimmed and aligned to the human reference genome (hg19, GRCh37) with the Burrows-Wheeler Aligner (BWA, v.0.6.1)36. For each sample, the mapping efficiency of generated WES reads was 99% and the coverage of exonic regions with ≥10 reads was 93%. Single-nucleotide substitutions and small indel variants were called with Genome Analysis Toolkit 1.6-7-g2be5704 (GATK)37. Variant sites >10 bp away from the nearest exome sequence capture target or with low quality score (<Q20) were filtered out. ANNOVAR was performed for functional annotation through a variety of databases, such as ExAC and gnomAD32. After filtering, the retained variants were submitted to PolyPhen-2, SIFT, Mutation Taster and CADD for functional prediction38–40. The second stage, candidate pathogenic gene from WES sequencing were validated by Sanger sequencing with another 121 NOA-affected subjects. PCR amplification was performed with Dyad Polymerase (Bio-Rad Laboratories). DNA sequencing of PCR products was conducted on an ABI377A DNA sequencer (Applied Biosystems). The primers for PCR are listed in Supplementary Table S2.
Screening process of harboring variants in WDR63 gene
To identify the potential MMAF-associated variants in male infertility, we first defined testis-high expression genes (THG) according to our previous study41. Briefly, a total of 20,719 unique genes with expression abundance data (FPKM) from three datasets (GTEx, Illumina Human Bodymap and NJMU-seq) were included in the analysis after integration. As a result, we identified 1606 THGs characterized with Specificity measure values >0.8 (SPMGTEx > 0.8, SPMHBM > 0.8, SPMNJMU > 0.8) and highly mRNA expression (FPKM > 5). Base on above results, we identify 539,641 variants from 243 MMAF-affected Chinese men with whole-exome sequencing (WES) datasets. According to previous pedigree analyses, MMAF has been assumed to follow an autosomal recessive inheritance25,34. Therefore, we mainly focused on bi-allelic rare variants depend on variants frequency and functional annotation, and variants minor allele frequency (MAF) ≥ 0.001 in the gnomAD database and combined annotation-dependent depletion (CADD) score of < 15 were filtered out. Nonsense, frameshift, and essential splice-site variants were preferred. Missense variants predicted to be deleterious simultaneously by the bioinformatics tools of SIFT, PolyPhen-2, and/or Mutation Taster were also included for further evaluation. Finally, 18 candidate genes with 43 bi-allelic loss-of-function variants were retained and validated by Sanger sequencing. Among these genes, CFAP65, CFAP47, FSIP2, CFAP43 and TTC21A have been reported in other study4,11,22,25,42. Inner dynein arm (IDA), composed of a series of protein complex, is necessary to cilia and flagella bend formation and beating16. Previous studies indicated defects of IDA protein complex result in multiple morphological abnormalities of the sperm flagellum (MMAF) and male infertility29,43,44. Thus, we selected the IDA-associated protein, WDR63, from remaining 13 candidate genes for the follow-up study (Supplementary Fig. S1).
Generation of Wdr63 knockout mouse models
Wdr63 knockout mouse model was created by the animal center of Nanjing Medical University (Nanjing, China). Briefly, single guide RNA (sgRNA: CCGTGCGCCTCTCCTATGAAGAG) was designed to target exon 10 of the Wdr63. The oligonucleotide used to generate the sgRNA expression plasmid was annealed and cloned into the BsaI site of pGL3-U6-sgRNA-PGK-puromycin (Addgene 51133). Transcription and microinjection of CRISPR/Cas9 was performed in vitro45. Briefly, the Cas9 plasmid (pST1374-Cas9-N-NLS-Flag-linker, Addgene 44758) was linearized with AgeI and transcribed using the T7 Ultra Kit (Invitrogen), followed by purification using RNeasy Mini Kit (Qiagen). pUC57-sgRNA expression vectors were linearized by DraI and transcribed using the MEGAshortscript Kit in vitro (Invitrogen). sgRNAs were purified by MEGAclear Kit (Invitrogen). Mixture of Cas9 mRNA (20 ng/μl) and two sgRNAs (5 ng/μl each) were injected into the cytoplasm and male pronucleus of the zygote by electroporation. Embryos were implanted into pseudo-pregnant C57BL/6J females according to standard procedures. Founder mice were backcrossed to C57BL/6 J. The off-target evaluation of CRISPR Cas9 suggested that the Wdr63-KO mice were successfully on target (Supplementary Fig. S3). All animal studies were approved by the Institutional Animal Care and Use Committee of Nanjing Medical University, Nanjing, China. The primer used for Wdr63-KO mouse genotype analysis are listed in Supplementary Table S3. Primers used for off-target evaluation are listed in Supplementary Table S4.
WDR63 combinant protein and antibody generation
The full-length coding sequence of the Wdr63 was subcloned into a pReceiver-B01 (OmicsLinkTM) expression vector (GeneCopoeia, MD, USA) coding for six N-terminally located histamine residues and expressed in BL21 (DE3) pLysS competent cells according to the manufacturer’s instructions. The expressed recombinant protein was then purified over a Ni2+ affinity column using the AKTA Basic System (Amersham Biosciences) under denaturing conditions. Polyclonal antibodies were produced in a male New Zealand white rabbit by injecting 100 mg of recombinant protein and boosting with one-half of the initial amount at 2 and 3 weeks after the primary immunization. Reactivity of the pre-immune and immune sera was determined by ELISA.
Real-time quantitative PCR (qPCR) analyses
Total RNA of mice tissues was extracted using TRIzol reagent (Invitrogen) and was converted to cDNA using a RevertAid First-Strand cDNA Synthesis Kit (ThermoFisher). Real-time PCR was performed using SYBR Premix Ex Taq II (TaKaRa) on an iCycler RT-PCR Detection System (Bio-Rad Laboratories). The ΔΔCT method was used for data analysis. Each assay was performed in triplicate for each sample. The Gapdh gene was used as an internal control. The primers for real-time PCR are listed in Supplementary Table S5.
Immunofluorescence (IF)
For immunofluorescence assay, moue spermatozoa samples were fixed onto slides with 4% paraformaldehyde, permeabilized with 0.5% TritonX-100 in PBS, and blocked with 5% BSA. Next, The slides were sequentially incubated overnight at 4 °C with the following primary antibodies: anti-WDR63 (described above, 1:1000), anti-WDR78 (sc-390633, Santa Cruz, 1: 50), anti-Acetyl-α-Tubulin (D20G3, CST, 1:1000). The slides were washed in 1× PBS, incubated with Alexa Fluor 488 (1:500, A21206, Thermo Fisher) or Alexa Fluor 594 (1:500, A11005, Thermo Fisher) labeled secondary antibodies for 2 h at room temperature, and then counterstained with Hoechst 33258 to label the nuclei. Images were acquired using a laser scanning confocal microscope (LS800).
Coimmunoprecipitation (Co-IP)
The extracted proteins were incubated with 3 μg of target antibodies overnight at 4 °C. Next, 50 μl of Protein A/G magnetic beads (LSKMAGAG10, Millipore) was added to each incubation sample for 1 h at room temperature. The beads were washed three times with 1× PBS. Finally, the coimmunoprecipitated proteins were eluted by standard 1× SDS sample buffer and heated for 10 min at 70 °C and then separated on 10% SDS-polyacrylamide gels and PVDF membranes for the immunoblot analysis.
Histological analysis
For H&E (hematoxylin and eosin) staining, the epididymis was fixed in modified Davidson liquid (30% of a 37–40% formaldehyde stock solution, 15% ethanol, 5% glacial acetic acid, and 50% distilled water) and embedded in paraffin. Sections were cut at a 5 μm thickness. The sections were then dewaxed with xylene, hydrated, H&E stained, dehydrated with ethanol (70%, 80%, 90%, 100%) and finally blocked with resin. For periodic acid–Schiff (PAS) staining, testes are also fixed in MDF and embedded in paraffin. The sections were then deparaffinized, hydrated, stained with Periodic Acid–Schiff reagent, counterstained with hematoxylin, dehydrated and blocked.
Immunoblot analysis
The proteins of the cultured cells and mice testes tissues were extracted using a universal protein extraction lysis buffer (Bioteke) containing a protease inhibitor cocktail (Roche). The denatured proteins were separated on 10% SDS-polyacrylamide gels and transferred to a polyvinylidene difluoride (PVDF) membrane (Millipore) for the immunoblot analysis. The antibodies used in western blotting, Co-IP and immunofluorescence staining are as follows: anti-WDR63 (described above, 1:1000), anti-WDR78 (sc-390401, Santa Cruz, 1:100), anti-DNAH2 (HPA067103, Sigma-Aldrich, 1:1000), anti-DNAH10 (bs-11022R, Bioss, 1:1000), anti-HA-tag (M180-3, MBL, 1:1000), anti-Flag-tag (F3165, Sigma-Aldrich, 1:1000).
Scanning and transmission electron microscopy
For scanning electron microscopy (SEM), the cauda epididymides obtained through dissection of adult male mice and incubated in human tubal fluid (HTF) medium (Millipore) supplemented with 10% FBS at 37 °C for 5 min. The sperms were fixed at 4 °C overnight with 2.5% glutaraldehyde in 0.2 M cacodylate buffer (50 mM cacodylate, 50 mM KCl, and 2.5 mM MgCl2, pH 7.2). After immersed in 1% OsO4 in 0.2 M cacodylate buffer for 2 h at 4 °C, the specimens were dehydrated through a graded ethanol series dried through the use of a CO2 critical-point dryer (Eiko HCP-2, Hitachi). Afterward, the specimens were mounted on aluminum stubs, sputter coated through using an ionic sprayer meter (Eiko E-1020, Hitachi), and analyzed via SEM (Stereoscan 260).
For transmission electron microscopy (TEM), the adult mouse cauda epididymis was fixed at 4 °C overnight with 2.5% glutaraldehyde in 0.2 M cacodylate buffer. After washing in cacodylate buffer, the specimens were cut into small pieces of approximately 1 mm3 and immersed in 1% OsO4 in 0.2 M cacodylate buffer for 2 h at 4 °C. Next, the samples were washed and submerged in 0.5% uranyl acetate overnight, dehydrated through a graded ethanol series, and embedded in resin (Low Viscosity Embedding Media Spurr’s Kit, EMS, 14300). Ultrathin sections were cut on an ultramicrotome and mounted on copper grids. The sections then were stained with uranyl acetate and lead citrate for 10 min and observed using a JEM-1400 transmission electron microscope (JEOL).
In vitro fertilization (IVF) and intracytoplasmic sperm injection (ICSI)
Two-month-old B6D2F1 (C57BL/6 3 DBA2) wild-type female mice were superovulated by injecting 5–7.5 IU of pregnant mare serum gonadotropin (PMSG), followed by 5–7.5 IU of human chorionic gonadotropin (hCG) 48 h later. For IVF, wild-type and homozygous sperm samples were collected from mouse cauda epididymis incubated in human tubal fluid (HTF) medium drop. Then cumulus-intact oocytes, collected from superovulated females, were transferred into the sperm-containing HTF drop. After 5–6 h of incubation, the embryos were washed in HTF and transferred into KSOM medium (Millipore, Cat. # MR-106-D) to further culture at 37 °C under 5% CO2. Fertilization rates were evaluated by recording the numbers of two-cell embryos and late-stage blastocysts at 20 h and 91 h later, respectively. For ICSI, oocytes were obtained from superovulated females, and sperm heads were injected into oocytes through using a Piezodriven pipette. Then the injected oocytes were cultured inKSOM medium at 37 °C under 5% CO2. Two-cell embryos and blastocysts were counted 20 h and 96 h later, respectively.
Statistical analysis
Numerical data are presented as means ± SEM. The statistical significance of the difference between the mean values for the different genotypes was examined using Student’s t-test with a paired two-tailed distribution. The data were considered significant when P ≤ 0.05 (*) and 0.01(**).
Supplementary information
Acknowledgements
The authors thank all the patients who provided samples to this research. This work was funded by the Program of the National Natural Science Foundation of China (31530047), the National Key Project of Research and Development Program (2018YFC1004200, 2018YFC1004202), the National Natural Science Foundation of China (81902836).
Author contributions
S.L., Y.Y.G., Y.F.W., and Z.B.H. designed experiments and collected data. G.Y.Y., T.J., C.W., and Z.B.H. contributed to data analyses of WES. S.L., Y.Y.G., Z.B.H. wrote the manuscript. S.L., Y.F.W., Y.L., L.L.M., X.Y.Y., and Y.Q.T. collected the blood, semen and testicular tissue samples and the volunteers’ clinical information. S.L., Y.F.W., W.W.Y. performed the animal experiments. S.L. and M.X.L. carried out the electron microscopy experiments. S.L., C.M.J.L., W.W.Y. contributed to the CASA analyses. S.L., C.M.J.L., W.W.Y. performed the PCR-sequencing analyses and Sanger sequencing. X.Z. contributed to generation of Wdr63 knockout mouse models. S.L. and M.X.L. carried out the WDR63 combinant protein and antibody generation. H.B.S. S.M.Y., X.Y.Y., X.J.G., and Z.B.H. supervised the study and wrote the manuscript.
Data availability
All relevant data are available from the corresponding author. Source data are provided with this paper.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Xiaoyu Yang, Email: yxy1921@163.com.
Yueqiu Tan, Email: tanyueqiu@csu.edu.cn.
Zhibin Hu, Email: zhibin_hu_njmu@vip.126.com.
Supplementary information
The online version contains supplementary material available at 10.1038/s41421-021-00327-5.
References
- 1.Zhu Z, et al. Spermatogenesis is normal in Tex33 knockout mice. Peer J. 2020;8:e9629. doi: 10.7717/peerj.9629. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Agarwal A, Mulgund A, Hamada A, Chyatte MR. A unique view on male infertility around the globe. Reprod. Biol. Endocrinol. 2015;13:37. doi: 10.1186/s12958-015-0032-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Tuttelmann F, Ruckert C, Ropke A. Disorders of spermatogenesis: perspectives for novel genetic diagnostics after 20 years of unchanged routine. Med. Genet. 2018;30:12–20. doi: 10.1007/s11825-018-0181-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Feng T, et al. Eef2k is not required for fertility in male mice. Transl. Androl. Urol. 2021;10:1988–1999. doi: 10.21037/tau-21-18. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Toure A, et al. The genetic architecture of morphological abnormalities of the sperm tail. Hum. Genet. 2021;140:21–42. doi: 10.1007/s00439-020-02113-x. [DOI] [PubMed] [Google Scholar]
- 6.Liu C, et al. Bi-allelic DNAH8 variants lead to multiple morphological abnormalities of the sperm flagella and primary male infertility. Am. J. Hum. Genet. 2020;107:330–341. doi: 10.1016/j.ajhg.2020.06.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.He X, et al. Bi-allelic loss-of-function variants in CFAP58 cause flagellar axoneme and mitochondrial sheath defects and asthenoteratozoospermia in humans and mice. Am. J. Hum. Genet. 2020;107:514–526. doi: 10.1016/j.ajhg.2020.07.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Wang M, et al. Single-cell RNA sequencing analysis reveals sequential cell fate transition during human spermatogenesis. Cell Stem Cell. 2018;23:599–614 e594. doi: 10.1016/j.stem.2018.08.007. [DOI] [PubMed] [Google Scholar]
- 9.Krausz C, Riera-Escamilla A. Genetics of male infertility. Nat. Rev. Urol. 2018;15:369–384. doi: 10.1038/s41585-018-0003-3. [DOI] [PubMed] [Google Scholar]
- 10.Cramer P. Organization and regulation of gene transcription. Nature. 2019;573:45–54. doi: 10.1038/s41586-019-1517-4. [DOI] [PubMed] [Google Scholar]
- 11.Liu W, et al. Bi-allelic mutations in TTC21A induce asthenoteratospermia in humans and mice. Am. J. Hum. Genet. 2019;104:738–748. doi: 10.1016/j.ajhg.2019.02.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Shen Y, et al. Loss-of-function mutations in QRICH2 cause male infertility with multiple morphological abnormalities of the sperm flagella. Nat. Commun. 2019;10:433. doi: 10.1038/s41467-018-08182-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Coutton C, et al. Bi-allelic mutations in ARMC2 lead to severe astheno-teratozoospermia due to sperm flagellum malformations in humans and mice. Am. J. Hum. Genet. 2019;104:331–340. doi: 10.1016/j.ajhg.2018.12.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Tu C, et al. Bi-allelic mutations of DNAH10 cause primary male infertility with asthenoteratozoospermia in humans and mice. Am. J. Hum. Genet. 2021;108:1466–1477. doi: 10.1016/j.ajhg.2021.06.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Sironen A, Shoemark A, Patel M, Loebinger MR, Mitchison HM. Sperm defects in primary ciliary dyskinesia and related causes of male infertility. Cell Mol. Life Sci. 2020;77:2029–2048. doi: 10.1007/s00018-019-03389-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Viswanadha R, Sale WS, Porter ME. Ciliary motility: regulation of axonemal dynein motors. Cold Spring Harb. Perspect. Biol. 2017;9:a018325. doi: 10.1101/cshperspect.a018325. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Zhang Y, et al. Vertebrate Dynein-f depends on Wdr78 for axonemal localization and is essential for ciliary beat. J. Mol. Cell Biol. 2019;11:383–394. doi: 10.1093/jmcb/mjy043. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Ben Khelifa M, et al. Mutations in DNAH1, which encodes an inner arm heavy chain dynein, lead to male infertility from multiple morphological abnormalities of the sperm flagella. Am. J. Hum. Genet. 2014;94:95–104. doi: 10.1016/j.ajhg.2013.11.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Cao XW, Lin K, Li CY, Yuan CW. A review of WHO Laboratory Manual for the Examination and Processing of Human Semen (5th edition) Zhonghua nan ke xue = Natl J. Androl. 2011;17:1059–1063. [PubMed] [Google Scholar]
- 20.Bui KH, Sakakibara H, Movassagh T, Oiwa K, Ishikawa T. Molecular architecture of inner dynein arms in situ in Chlamydomonas reinhardtii flagella. J. Cell Biol. 2008;183:923–932. doi: 10.1083/jcb.200808050. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Du G, et al. mRBPome capture identifies the RNA-binding protein TRIM71, an essential regulator of spermatogonial differentiation. Development. 2020;147:dev184655. doi: 10.1242/dev.184655. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Wang X, et al. The heat shock protein family gene Hspa1l in male mice is dispensable for fertility. PeerJ. 2020;8:e8702. doi: 10.7717/peerj.8702. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Tharakan T, Luo R, Jayasena CN, Minhas S. Non-obstructive azoospermia: current and future perspectives. Fac. Rev. 2021;10:7. doi: 10.12703/r/10-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Coutton C, et al. Mutations in CFAP43 and CFAP44 cause male infertility and flagellum defects in Trypanosoma and human. Nat. Commun. 2018;9:686. doi: 10.1038/s41467-017-02792-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Tang S, et al. Biallelic mutations in CFAP43 and CFAP44 cause male infertility with multiple morphological abnormalities of the sperm flagella. Am. J. Hum. Genet. 2017;100:854–864. doi: 10.1016/j.ajhg.2017.04.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Kherraf ZE, et al. A Homozygous ancestral sva-insertion-mediated deletion in WDR66 induces multiple morphological abnormalities of the sperm flagellum and male infertility. Am. J. Hum. Genet. 2018;103:400–412. doi: 10.1016/j.ajhg.2018.07.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Young SA, et al. CRISPR/Cas9-mediated rapid generation of multiple mouse lines identified Ccdc63 as essential for spermiogenesis. Int. J. Mol. Sci. 2015;16:24732–24750. doi: 10.3390/ijms161024732. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Hamada Y, Tsurumi Y, Nozaki S, Katoh Y, Nakayama K. Interaction of WDR60 intermediate chain with TCTEX1D2 light chain of the dynein-2 complex is crucial for ciliary protein trafficking. Mol. Biol. Cell. 2018;29:1628–1639. doi: 10.1091/mbc.E18-03-0173. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Tu C, et al. Identification of DNAH6 mutations in infertile men with multiple morphological abnormalities of the sperm flagella. Sci. Rep. 2019;9:15864. doi: 10.1038/s41598-019-52436-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Perrone CA, Yang P, O’Toole E, Sale WS, Porter ME. The Chlamydomonas IDA7 locus encodes a 140-kDa dynein intermediate chain required to assemble the I1 inner arm complex. Mol. Biol. cell. 1998;9:3351–3365. doi: 10.1091/mbc.9.12.3351. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Yang P, Sale WS. The Mr 140,000 intermediate chain of Chlamydomonas flagellar inner arm dynein is a WD-repeat protein implicated in dynein arm anchoring. Mol. Biol. Cell. 1998;9:3335–3349. doi: 10.1091/mbc.9.12.3335. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Wang K, Li M, Hakonarson H. ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data. Nucleic Acids Res. 2010;38:e164. doi: 10.1093/nar/gkq603. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Liu, C. et al. Bi-allelic DNAH8 Variants Lead to Multiple Morphological Abnormalities of the Sperm Flagella and Primary Male Infertility. Am. J. Hum. Genet.10.1016/j.ajhg.2020.06.004 (2020). [DOI] [PMC free article] [PubMed]
- 34.Liu C, et al. Bi-allelic mutations in TTC29 cause male subfertility with asthenoteratospermia in humans and mice. Am. J. Hum. Genet. 2019;105:1168–1181. doi: 10.1016/j.ajhg.2019.10.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Cooke HJ, Saunders PT. Germ cell transplantation-a fertile field. Nat. Med. 2000;6:16–17. doi: 10.1038/71469. [DOI] [PubMed] [Google Scholar]
- 36.Hua JT, et al. Risk SNP-mediated promoter-enhancer switching drives prostate cancer through lncRNA PCAT19. Cell. 2018;174:564–575 e518. doi: 10.1016/j.cell.2018.06.014. [DOI] [PubMed] [Google Scholar]
- 37.Janaka SK, Evans DT. A SNP of lncRNA gives HIV-1 a boost. Nat. Immunol. 2019;20:778–780. doi: 10.1038/s41590-019-0422-1. [DOI] [PubMed] [Google Scholar]
- 38.Kumar P, Henikoff S, Ng PC. Predicting the effects of coding non-synonymous variants on protein function using the SIFT algorithm. Nat. Protoc. 2009;4:1073–1081. doi: 10.1038/nprot.2009.86. [DOI] [PubMed] [Google Scholar]
- 39.Adzhubei IA, et al. A method and server for predicting damaging missense mutations. Nat. Methods. 2010;7:248–249. doi: 10.1038/nmeth0410-248. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Schwarz JM, Cooper DN, Schuelke M, Seelow D. MutationTaster2: mutation prediction for the deep-sequencing age. Nat. Methods. 2014;11:361–362. doi: 10.1038/nmeth.2890. [DOI] [PubMed] [Google Scholar]
- 41.Wang C, et al. Systematic identification of genes with a cancer-testis expression pattern in 19 cancer types. Nat. Commun. 2016;7:10499. doi: 10.1038/ncomms10499. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Martinez G, et al. Whole-exome sequencing identifies mutations in FSIP2 as a recurrent cause of multiple morphological abnormalities of the sperm flagella. Hum. Reprod. 2018;33:1973–1984. doi: 10.1093/humrep/dey264. [DOI] [PubMed] [Google Scholar]
- 43.Amiri-Yekta A, et al. Whole-exome sequencing of familial cases of multiple morphological abnormalities of the sperm flagella (MMAF) reveals new DNAH1 mutations. Hum. Reprod. 2016;31:2872–2880. doi: 10.1093/humrep/dew262. [DOI] [PubMed] [Google Scholar]
- 44.Li Y, et al. DNAH2 is a novel candidate gene associated with multiple morphological abnormalities of the sperm flagella. Clin. Genet. 2019;95:590–600. doi: 10.1111/cge.13525. [DOI] [PubMed] [Google Scholar]
- 45.Hon CC, et al. An atlas of human long non-coding RNAs with accurate 5′ ends. Nature. 2017;543:199–204. doi: 10.1038/nature21374. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All relevant data are available from the corresponding author. Source data are provided with this paper.