Literature DB >> 36246621

A homozygous missense variant in DND1 causes non-obstructive azoospermia in humans.

Xuefeng Xie1, Mazhar Khan1, Muhammad Zubair1, Abbas Khan2, Ranjha Khan1, Jianteng Zhou1, Yuanwei Zhang1, Muzafar Said3, Sher Ali Khan3, Qamar Zaman1, Ghulam Murtaza1, Muzamil Ahmad Khan4, Wei Liu1, Xiaoning Hou1, Huan Zhang1, Bo Xu1, Xiaohua Jiang1, Shun Bai1, Qinghua Shi1.   

Abstract

Non-obstructive azoospermia (NOA) is a severe factor of male infertility; it affects approximately 1% of the global male population and accounts for 40% of male infertility cases. However, the majority of NOA cases remain idiopathic. This is the first study using whole-exome sequencing (WES) to identify a novel missense mutation in the DND1 gene (c.212A>C, p. E71A) from a Pakistani family, that includes three males with NOA. This mutation is predicted to cause DND1 protein misfolding and weaken the DND1 interaction with NANOS2, a significant regulator in primordial germ cell development. Our study identified a DND1 pathogenic mutation in NOA patients and highlighted its critical role in male fertility in humans.
Copyright © 2022 Xie, Khan, Zubair, Khan, Khan, Zhou, Zhang, Said, Khan, Zaman, Murtaza, Khan, Liu, Hou, Zhang, Xu, Jiang, Bai and Shi.

Entities:  

Keywords:  DND1; NOA; gene mutation; homozygous missense mutation; male infertility

Year:  2022        PMID: 36246621      PMCID: PMC9561125          DOI: 10.3389/fgene.2022.1017302

Source DB:  PubMed          Journal:  Front Genet        ISSN: 1664-8021            Impact factor:   4.772


Introduction

Approximately 15% of couples worldwide experience infertility, while male infertility-associated factors are prevalent in half of these couples (Inhorn and Patrizio, 2015; Krausz and Riera-Escamilla, 2018). Azoospermia, the absence of sperm in the ejaculate, affects 10–20% of men with infertility and is classified as either obstructive azoospermia (OA) or non-obstructive azoospermia (NOA) (Peña et al., 2020). NOA is characterized by the absence or reduction of germ cells and is mainly caused by genetic defects, testicular tumors, and chemotherapy (Kasak and Laan, 2021). Mutations in testis-enriched genes, including mitosis genes (DAZL, NANOS1) and meiosis genes (DMC1, STAG3, C14ORF39, and MEIOB) have been implicated in NOA (Teng et al., 2002; Kusz-Zamelczyk et al., 2013; He et al., 2018; Gershoni et al., 2019; van der Bijl et al., 2019; Fan et al., 2021). However, genetic factors underlying the majority of NOA cases require further investigation. The dead end 1 (DND1) gene encodes a protein that binds RNA and plays an essential role in gene regulation in biological activities, including embryonic development, cell differentiation, cell cycle, cell growth and apoptosis, and its dysfunction can result in a variety of diseases (Das et al., 2020). In mice, DND1 plays a crucial role in maintaining the population of primordial germ cells and suppressing tumors derived from germ cells (Noguchi and Noguchi, 1985; Sakurai et al., 1995; Youngren et al., 2005; Cook et al., 2009; Northrup et al., 2012). Previous studies have shown that DND1 is essential for the binding of target RNAs by NANOS2, a major regulatory factor in spermatogenesis (Suzuki et al., 2016; Yamaji et al., 2017; Zealy et al., 2017). Mutation in Dnd1 disrupted the interaction between DND1 and its partners, resulting in abnormal differentiation of male germ cells and male infertility in mice (Li et al., 2018). However, the function of the DND1 protein in human male fertility remains unknown. Here, for the first time, we identified a homozygous missense mutation in DND1 (c.212A>C, p. E71A) from three males suffering from NOA in a Pakistani family. In vitro experiments showed that the mutation caused a remarkable decrease in DND1 protein levels and affected its interaction with NANOS2. These data provide functional evidence that pathogenic variants in DND1 cause male infertility in humans.

Materials and methods

Patients

We recruited three males with primary infertility from a large family (Figure 1A). Each participant completed a detailed questionnaire regarding his reproductive history. According to clinical investigations, all of the affected individuals displayed normal erection and ejaculation, male external genitalia and secondary sexual characteristics. Semen parameters including sperm concentration, motility, and morphology were measured according to the World Health Organization (WHO) criteria for human semen analysis (Boitrelle et al., 2021). Blood samples were collected from all the available family members for genomic DNA extraction. This study was approved by the Institutional Ethical Committee of the University of Science and Technology of China (USTCEC202000003). Each family member provided written consent prior to the collection of biological samples.
FIGURE 1

Identification of DND1 E71A Mutation in three patients with azoospermia. (A) Pedigree of the affected family. Circles and squares denote females and males, respectively. Deceased family members are denoted by slash symbols. Individuals marked with asterisks, undergone whole exome sequencing. (B) Location of the identified variant in DND1 at both cDNA and protein levels. The mutation site was located in α-subunit of RBD1. (C) Chromatograms of confirming DND1 mutation site by Sanger sequencing. WT, wild-type allele. MT, mutant allele. A, adenine; C, cytosine; G, guanine; T, thymine.

Identification of DND1 E71A Mutation in three patients with azoospermia. (A) Pedigree of the affected family. Circles and squares denote females and males, respectively. Deceased family members are denoted by slash symbols. Individuals marked with asterisks, undergone whole exome sequencing. (B) Location of the identified variant in DND1 at both cDNA and protein levels. The mutation site was located in α-subunit of RBD1. (C) Chromatograms of confirming DND1 mutation site by Sanger sequencing. WT, wild-type allele. MT, mutant allele. A, adenine; C, cytosine; G, guanine; T, thymine.

Gene filtration through whole-exome sequencing and sanger sequencing

Total gDNA from peripheral blood of the patients and their family members was obtained using the QIAamp DNA Blood Mini Kit (QIAGEN) according to the manufacturer’s instructions. Exons were enriched via the Agilent SureSelect Human All Exon V5 Kit. The enriched DNA was sequenced on the Illumina HiSeq 2000 platform (Illumina, San Diego, CA). Sequencing reads (.qseq format) were aligned to the reference human genome (hg19) using Burrows-Wheeler Aligner (BWA) software with default parameters. SAMtool (http://samtools.sourceforge.net/) was used to convert the SAM files from each sample into BAM files. The PCR duplicates were removed with the Picard tool (http://picard.sourceforge.net/). Files were further processed with the Genome Analysis Toolkit (GATK) available from the Broad Institute (http://www.broadinstitute.org/gatk/), followed by realignment through indel realigner and variants (single-nucleotide variants (SNVs) and indels) calling using GATK’s Unified Genotyper (Zubair et al., 2022). PCR amplification and Sanger sequencing were performed to confirm the candidate pathogenic variants from whole-exome sequencing (WES). All primer sequences used for PCR and sequencing are shown in Supplementary Table S3.

Phylogenetic analysis and structural modelling of DND1

The evolutionary conservation of altered amino acid residues was performed with MEGA (Tamura et al., 2013). The effect of pathogenic missense variants on protein structure was predicted by the SWISS-MODEL online tool.

Plasmid construction and cell culture

The coding sequences of wild-type (WT) and mutant (MT) DND1 were fused to EGFP. Human embryonic kidney 293T cells (HEK293T) obtained from ATCC (CRL-1573) were cultured in DMEM (VivaCell, C3113-0500) supplemented with 10% fetal bovine serum (FBS, Gibco, 16,000-044) and penicillin-streptomycin (Gibco, 15,140-122). Plasmids harboring WT or MT eGFP-DND1 were transfected into HEK293T cells using Lipofectamine 3000 according to the manufacturer’s instructions (Invitrogen, L3000015). At 36 h post-transfection, plasmid expression was examined under a Nikon ECLIPSE 80i microscope. At 44 h post-transfection, the cells were harvested for Western blotting analysis.

Western blotting

The HEK293T cells were lysed in 4X Bolt LDS Sample Buffer (Invitrogen, B0008) with NuPAGE Antioxidant (Invitrogen, NP0005). The lysates were denatured for 10 min and then were separated by sodium dodecyl sulfate-polyacrylamide gel electrophoresis, followed by transferring the proteins to 0.45 μm pore size immobilon-P membranes (Millipore, IPVH00010). Membranes were blocked in TBST buffer (50 mM Tris, pH 7.4, 150 mm NaCl and 0.1% Tween-20) containing 5% nonfat milk for 1 h and incubated with primary antibodies (GFP, Abmart, M20004L; Myc, Abmart, M20002; mCherry, Abcam, AB125096; mCherry, Abmart, AB167453; β-Actin, Abcam, ab8227) at 4°C overnight. Following incubation with horseradish peroxidase (HRP)-conjugated secondary antibodies (HRP Donkey anti-rabbit IgG, BioLegend, Inc., 406,401; HRP Goat anti-mouse IgG, BioLegend, Inc., 405,306) for 1 h, the membranes were developed with chemiluminescence substrate by ImageQuant LAS 4000 imaging system (GE Healthcare).

Co-immunoprecipitation (Co-IP)

The HEK293T cells were lysed in lysis buffer (50 mm Tris, pH 7.5, 150 mm NaCl, 5 mm EDTA and 0.1% NP-40) supplemented with PMSF, Protease Inhibitor Cocktail and MG132, followed by rotation at 4°C for 20 min. After centrifugation, 50 μL of the supernatant was taken out as the input. Beads (Pierce™ anti c-Myc beads, Thermo scientific, 88,842; Protein A/G Magnetic beads, bimake, B23202) were washed with pre-cooled lysis buffer for three times, then the beads were incubated with supernatant at 4°C for 2–3 h. After washing with lysis buffer for 6 times, the beads were boiled in 2×SDS sample buffer for 10 min. The samples were either analyzed by Western blotting immediately as described above or stored at −80°C.

Results

Clinical characteristics of three patients with azoospermia

In this study, we investigated a Pakistani family, having three infertile brothers suffering from NOA and male infertility (Figure 1A). The parents (II:1 and II:2) had three daughters and seven sons. The unmarried sister (III:19, 26 years old) had normal menstrual cycles and the two married sisters had six and five children, respectively. Among the seven brothers, four had children, whereas III:1 (43 years old), III:3 (36 years old) and III:5 (34 years old) were infertile despite being married for 22, 17, and 18 years, respectively. The patients had no history of drinking, smoking, exposure to toxic chemicals, and any other diseases. The clinical information of each patient is summarized in Table 1. Routine semen analyses revealed that no spermatozoa were detected in their ejaculates, although the semen volume was normal. Ultrasound examination revealed normal vas deferens and small testes in all patients (right: 3.5*1.7*2.8 cm3 and left: 3.6*2.0*2.6 cm3 for III:1; right: 3.8*2.3*2.6 cm3 and left: 4.0*2.3*2.6 cm3 for III:3; right: 3.8*2.3*2.6 cm3 and left: 4.0*2.4*2.7 cm3 for III:5). Additionally, all enrolled patients had normal sex hormone levels and a 46, XY karyotype. Together, azoospermia in those patients is caused by spermatogenic failure rather than obstruction (Esteves, 2015).
TABLE 1

Clinical Investigations of patients harboring novel homozygous DND1 variant.

 References valuesIII:1III:3III:5
Age (years)433634
Gender -MaleMaleMale
Height/weight (cm/kg)-185/70175/87175/62
Semen volume (ml)>1.4 ml2.0 ml2.5 ml2.8 ml
Sperm count (millions/ml)>16 million/ml000
Testosterone (ng/dl)262-870690.1N/A 350.1
FSH (mIU/ml)2.1–18.611.3N/A 8.9
LH (mIU/ml)1.7–11.29.99.07.0
Prolactin (ng/ml)3.6–16.67.59.514.7
Estradiol (pg/ml)<75 pg/ml2.08.59.13
Progesterone (pg/ml)<0.46 ng/ml0.110.310.44

Reference values were published in WHO (2021).

Clinical Investigations of patients harboring novel homozygous DND1 variant. Reference values were published in WHO (2021).

Identification of a missense variant in DND1

To determine the genetic cause of azoospermia in these patients, WES was conducted in the three affected individuals (III:1, III:3, and III:5), their mother (II:1) and the healthy brother (III:13) (Figure 1A) using gDNA extracted from peripheral blood lymphocytes. Analysis of WES data identified three candidate pathogenic variants: PCDHGA8 (c. 862C>T, p. Q288X), ARHGAP26 (c. 2137G>A, p. V713I) and DND1 (c.212A>C, p. E71A), of which only DND1 is a highly testis-expressed gene (Supplementary Table S1) and its homozygous deficiency cause male infertility (Seelow et al., 2009; Zhang et al., 2013; Li et al., 2018; Niimi et al., 2019). Details regarding the exclusion of the two genes can be found in Supplementary Table S2. The autosomal recessive inheritance pattern of the missense variant of DND1 in this family was confirmed by Sanger sequencing (Figure 1C). In addition, the mutation was not present in several general population frequency databases, such as the 1000 Genomes Project and Genome Aggregation Database (gnomAD) (Supplementary Table S1).

The mutated amino acid in DND1 (c.212A>C, p.E71A) is highly conserved

DND1 gene is composed of four coding exons and produces 353 amino acids containing two consecutive RNA-binding domains (RBDs) and one double-strand RBD (dsRBD) with five β-subunits and two α-subunits. The variant p. E71A is located in the α-subunit of RBD1 (Figure 1B). Multiple sequence alignment of the DND1 protein showed the amino acid site of variant (p.E71A) is highly conserved across the eutherian species (Figure 2A). We further performed an in silico analysis to predict the structural changes in the DND1 protein (Figure 2B). As shown in Figure 2B (lower panel), disruption of the α-subunit was found in the DND1 mutated protein.
FIGURE 2

DND1 E71 is highly conserved, and the E71A mutation is likely to be pathogenic. (A) Multiple protein sequence alignment shows that the affected amino acid across species was highly conserved. Arrowheads, the mutation site. (B) The predicted structure of the DND1 protein. The wild type structure is shown in green while the E71A mutant is given in marine blue. The mutated residue is also shown as stick in the lower panel. As predicted, the E71 is exposed to the surface of the α-subunit and E71A the mutant may reduce protein stability.

DND1 E71 is highly conserved, and the E71A mutation is likely to be pathogenic. (A) Multiple protein sequence alignment shows that the affected amino acid across species was highly conserved. Arrowheads, the mutation site. (B) The predicted structure of the DND1 protein. The wild type structure is shown in green while the E71A mutant is given in marine blue. The mutated residue is also shown as stick in the lower panel. As predicted, the E71 is exposed to the surface of the α-subunit and E71A the mutant may reduce protein stability.

DND1 E71A mutation altered DND1 localization and expression

To investigate the functional consequences of the DND1 missense variant, the wildtype (WT) and mutant (MT) DND1 protein with N-terminal EGFP-tags were expressed transiently in HEK293T cells. We found that the E71A mutant exhibited reduced DND1 signal intensity in both the cytoplasm and the nucleus (Figure 3A) and our results are consistent with previous findings, where by using the single guide RNA (sgRNA) and enhanced third generation base editing system (4B2N1) in oocytes and by generating mutant mice targeting Dnd1 gene with base mutation completely depleted PGCs and affected the protein-protein interaction of DND1 (Li et al., 2018). Moreover, the decrease in MT DND1 protein expression was confirmed by immunoblotting (Figure 3B).
FIGURE 3

E71A mutation affected DND1 subcellular localization and protein expression. (A) Heterologous expression of human DND1 protein. GFP-fused wild-type and mutated DND1 (E71A) plasmids were transfected into in HEK293T cells. Green, GFP fluorescence. Cell nuclei were stained with DAPI (gray). Scale bar: 50 µm. (B) The expression levels of wild-type and mutant DND1 protein were detected by immunoblotting with an anti-GFP antibody. ACTIN served as a loading control.

E71A mutation affected DND1 subcellular localization and protein expression. (A) Heterologous expression of human DND1 protein. GFP-fused wild-type and mutated DND1 (E71A) plasmids were transfected into in HEK293T cells. Green, GFP fluorescence. Cell nuclei were stained with DAPI (gray). Scale bar: 50 µm. (B) The expression levels of wild-type and mutant DND1 protein were detected by immunoblotting with an anti-GFP antibody. ACTIN served as a loading control.

DND1 E71A mutation disrupted its interactions with NANOS2

Previous studies have shown that DND1 cooperatively functions with NANOS2 in male germ cell development. To test the effects of the missense DND1 variant on the interaction between NANOS2 and DND1, we conducted a co-IP assay in HEK293T cells transfected with Myc-tagged WT DND1, MT DND1 and mCherry-tagged NANOS2. In line with previous studies, Myc-tagged WT DND1 co-precipitated with mCherry-tagged NANOS2. However, the mutated DND1 (E71A) drastically reduced the interaction with NANOS2 (Figure 4A). We further examined whether mutation of DND1 interacts with CNOT1(1-551-aa), a component of the CCR4-NOT (CNOT) deadenylase complex that directly interacts with NANOS2. Similar to other mutants (E59K, V60M, P76L, G82R), DND1 with the E71A mutation almost did not disrupt the interaction with CNOT1 (Figure 4B) (Li et al., 2018). These findings indicated that the E71A mutation decreases protein stability and protein-protein interactions.
FIGURE 4

DND1 E71A Mutation disrupted its interactions with NANOS2. (A) HEK293T cells expressing the wild-type or mutant Myc-tagged DND1 protein and mCherry-tagged NANOS2 protein were immunoprecipitated with anti-Myc and immunoblotted with Myc and mCherry antibodies. (B) HEK293T cells expressing the wild-type or mutant Myc-tagged DND1 protein and GFP-tagged CNOT1(1-551) protein were immunoprecipitated with anti-Myc and immunoblotted with Myc and GFP antibodies.

DND1 E71A Mutation disrupted its interactions with NANOS2. (A) HEK293T cells expressing the wild-type or mutant Myc-tagged DND1 protein and mCherry-tagged NANOS2 protein were immunoprecipitated with anti-Myc and immunoblotted with Myc and mCherry antibodies. (B) HEK293T cells expressing the wild-type or mutant Myc-tagged DND1 protein and GFP-tagged CNOT1(1-551) protein were immunoprecipitated with anti-Myc and immunoblotted with Myc and GFP antibodies.

Discussion

The pathology of NOA is characteristic of testicular failure and aberrant spermatogenesis, including Sertoli cell-only syndrome (SCOS) and maturation arrest. A good determination of germ cell fate during the early development of testes is essential to maintain normal spermatogenesis. In the present study, we first reported that missense mutation in DND1, an RNA-binding protein that plays an essential role in primordial germ cells (PGCs) survival, caused NOA in patients with infertility from a Pakistani family. In silico analysis showed that the high conservation of the mutated amino acid caused structural changes in the DND1 protein, resulting in disruption of its interaction with other protein partners. Our study confirmed the indispensable role of DND1 in early germ cell development and male fertility. DND1 deficiency results in male infertility and testis tumors due to the disruption of normal spermatogenesis. Loss of germ cells was observed in zebrafish, frogs and rodents (Weidinger et al., 2003; Youngren et al., 2005; Horvay et al., 2006). Dnd1 knockout mice displayed early loss of PGCs via the BAX-mediated apoptosis pathway (Cook et al., 2009). Likewise, conditional deletion of Dnd1 causes testis weight decrease and male sterility by loss of both undifferentiated and differentiated spermatogonia (Niimi et al., 2019). A recent study highlighted that PGCs were completely depleted in mouse embryos carrying Dnd1 missense mutations located in the RBD1 domain (E59K, V60M, P76L, and G82R) (Li et al., 2018). In the current study, we identified a novel DND1 variant (E71A) causing azoospermia, similar to previous observations that P76L mutation resulted in the absence of germ cells in the small testes in mice. Based on studies from several vertebrates, we speculate that there is an association between DND1 missense mutation and NOA in humans, although the characteristics of germ cells in seminiferous tubules were not observed due to a lack of testicular tissues. Dnd1 was initially identified as a germ plasm component that functions in PGC migration and survival in zebrafish (Weidinger et al., 2003). Further study confirmed that DND1 was specifically expressed among PGCs to pre-meiotic germ cells in mice (Yamaji et al., 2017). DND1 transcripts were also enriched in spermatogonia and spermatids in humans (Karlsson et al., 2021), which may suggest a similar role for DND1 in germ cells from humans and mice. More importantly, the localization of DND1 was found in nucleus and germ cell granules or P-bodies in both zebrafish and mice, indicating that DND1 is involved in controlling RNA export and stability. Loss of C-terminal RBD regions alter the subcellular localization of DND1, which suggests that RBDs play an essential role in nucleocytoplasmic shuttling (Kedde et al., 2007). In addition, Li et al. reported that four critical loss-of-function mutations located in RBD1 caused DND1 protein misfolding and instability (Li et al., 2018). Similar to previous studies, our study showed that the new DND1 mutation in E71A disrupted the structure of RBD1 and affected either protein expression or subcellular localization, expanding RBD-dependent subcellular localization of DND1 in germ cells. DND1 is an RBP protein that regulates gene expression by recruiting CCR4-NOT and NANOS2 proteins to target mRNAs in mice (Suzuki et al., 2016; Yamaji et al., 2017; Raisch et al., 2019). Mutating conserved amino acids in RBDs disrupted DND1 protein-protein interactions in vitro and in vivo (Slanchev et al., 2009; Li et al., 2018; Ruthig et al., 2019). Analyses of the three RBD structures and functions showed that RBD1 acts as the main binding platform required for direct interaction with NANOS2, while RBD2 cooperates with RBD1 (Hirano et al., 2022). In this study, we found that DND1 with the E71A mutation decreased the interaction with the NANOS2 protein, confirming that the RBD1 mutation could affect the interactions. Overall, this study is the first to identify a missense mutation in DND1 that disrupts protein folding, decreases protein stability and subcellular localization and affects the protein-protein interactions, leading to NOA in humans. Our findings indicate the essential role of DND1 in maintaining germ cell development and the importance of genetic screening for patients with NOA.
  34 in total

1.  Xenopus Dead end mRNA is a localized maternal determinant that serves a conserved function in germ cell development.

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2.  The Ter mutation in the dead end gene causes germ cell loss and testicular germ cell tumours.

Authors:  Kirsten K Youngren; Douglas Coveney; Xiaoning Peng; Chitralekha Bhattacharya; Laura S Schmidt; Michael L Nickerson; Bruce T Lamb; Jian Min Deng; Richard R Behringer; Blanche Capel; Edward M Rubin; Joseph H Nadeau; Angabin Matin
Journal:  Nature       Date:  2005-05-19       Impact factor: 49.962

3.  CRISPR-Cas9-mediated base-editing screening in mice identifies DND1 amino acids that are critical for primordial germ cell development.

Authors:  Qing Li; Yanjing Li; Suming Yang; Shuo Huang; Meng Yan; Yifu Ding; Wei Tang; Xiwen Lou; Qi Yin; Zhanfei Sun; Lei Lu; Huijuan Shi; Hongyan Wang; Yong Chen; Jinsong Li
Journal:  Nat Cell Biol       Date:  2018-10-01       Impact factor: 28.824

Review 4.  Monogenic causes of non-obstructive azoospermia: challenges, established knowledge, limitations and perspectives.

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Journal:  Hum Genet       Date:  2020-01-18       Impact factor: 4.132

5.  The RNA-binding protein DND1 acts sequentially as a negative regulator of pluripotency and a positive regulator of epigenetic modifiers required for germ cell reprogramming.

Authors:  Victor A Ruthig; Matthew B Friedersdorf; Jason A Garness; Steve C Munger; Corey Bunce; Jack D Keene; Blanche Capel
Journal:  Development       Date:  2019-07-25       Impact factor: 6.868

6.  The ter mutation in the rat Dnd1 gene initiates gonadal teratomas and infertility in both genders.

Authors:  Emily Northrup; Nils-Holger Zschemisch; Regina Eisenblätter; Silke Glage; Dirk Wedekind; Edwin Cuppen; Martina Dorsch; Hans-Jürgen Hedrich
Journal:  PLoS One       Date:  2012-05-24       Impact factor: 3.240

7.  DND1 maintains germline stem cells via recruitment of the CCR4-NOT complex to target mRNAs.

Authors:  Masashi Yamaji; Miki Jishage; Cindy Meyer; Hemant Suryawanshi; Evan Der; Misaki Yamaji; Aitor Garzia; Pavel Morozov; Sudhir Manickavel; Hannah L McFarland; Robert G Roeder; Markus Hafner; Thomas Tuschl
Journal:  Nature       Date:  2017-03-15       Impact factor: 49.962

8.  Homozygous mutations in C14orf39/SIX6OS1 cause non-obstructive azoospermia and premature ovarian insufficiency in humans.

Authors:  Suixing Fan; Yuying Jiao; Ranjha Khan; Xiaohua Jiang; Abdul Rafay Javed; Asim Ali; Huan Zhang; Jianteng Zhou; Muhammad Naeem; Ghulam Murtaza; Yang Li; Gang Yang; Qumar Zaman; Muhammad Zubair; Haiyang Guan; Xingxia Zhang; Hui Ma; Hanwei Jiang; Haider Ali; Sobia Dil; Wasim Shah; Niaz Ahmad; Yuanwei Zhang; Qinghua Shi
Journal:  Am J Hum Genet       Date:  2021-01-27       Impact factor: 11.025

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Journal:  Nucleic Acids Res       Date:  2009-05-21       Impact factor: 16.971

10.  SpermatogenesisOnline 1.0: a resource for spermatogenesis based on manual literature curation and genome-wide data mining.

Authors:  Yuanwei Zhang; Liangwen Zhong; Bo Xu; Yifan Yang; Rongjun Ban; Jun Zhu; Howard J Cooke; Qiaomei Hao; Qinghua Shi
Journal:  Nucleic Acids Res       Date:  2012-11-28       Impact factor: 16.971

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