Knobbed acrosome defect is associated with a region containing the genes STK17b and HECW2 on porcine chromosome 15
© Sironen et al; licensee BioMed Central Ltd. 2010
Received: 7 July 2010
Accepted: 9 December 2010
Published: 9 December 2010
Male infertility is an increasing problem in all domestic species including man. Localization and identification of genes involved in defects causing male infertility provide valuable information of specific events in sperm development. Correct condensation of the sperm head and development of the acrosome are required for fertile sperm. In the Finnish Yorkshire pig population a knobbed acrosome defect (KAD) has been reported which appears to be of genetic origin. In previous studies we have shown that a large number of affected spermatozoa have a cystic swelling anterior to the apical part of the acrosome.
Characterization of the knobbed acrosome affected sperm revealed that both the acrosomal granules and chromatin are affected. This type of KAD appears to be a previously unknown and serious form of the defect. A genome wide scan with PorcineSNP60 Genotyping BeadChip defined the KAD associated region within 0.7 Mbp on porcine chromosome 15. Two genes, STK17b and HECW2, located within this region were sequenced. The expression of these genes appeared comparable in KA-affected and control boars. The known function of HECW2 in acrosome development highlighted this gene as a good candidate responsible for the KAD. One nonsynonymous SNP was identified within the HECW2 gene. However, as this mutation was found in homozygous state in individuals with normal sperm, this is not likely to be the causal mutation.
In this study we identified two candidate genes for a severe defect affecting both the sperm acrosome and chromatin that causes infertility. One of these genes, HECW2, plays an important role in ubiquitination, a prerequisite for chromatin remodelling and acrosome formation, highlighting the involvement of this gene in the knobbed acrosome defect and male infertility.
Male infertility is becoming increasingly prevalent partly due to environmental factors, but many defects in sperm development arise from a genetic cause. Problems in the production and maturation of sperm are the most common causes of male infertility resulting in low sperm numbers, morphologically abnormal sperm or low sperm motility [1–3]. Despite efforts to reveal the genes and their functions in spermatogenesis, little is known about the underlying causes of male infertility. Therefore, the localization and identification of mutations specifically affecting spermatogenesis provide invaluable information for investigating the causes of male infertility.
Mammalian spermatogenesis is a complex process, where diploid spermatogonia develop into haploid, highly specialized spermatozoa. Spermatogenesis includes many testis-specific processes that are controlled by complex regulatory mechanisms [4, 5]. During spermiogenesis, haploid round spermatids undergo dramatic biochemical and morphological changes that are governed by specialized gene expression and interactions between various genes and their protein products . Identification of genes involved in sperm development is a prerequisite to understanding the molecular mechanisms of spermatogenesis.
Sperm development is known to be disrupted during spermiogenesis in several acrosomal defects; e.g. globozoospermia in humans, where spermatozoa lack an acrosome [7–9] and the knobbed acrosome defect (KAD) in bulls, boars, stallions, rams, and dogs [10–15]. The acrosome is an organelle that develops over the anterior half of the head in the spermatozoa. It is a cap-like structure derived from the Golgi apparatus. The acrosome contains digestive enzymes, which break down the zona pellucida of the ovum, allowing the sperm to deliver its haploid nucleus into the ova. Disturbances of acrosomal development and function significantly impair the fertilizing capacity of spermatozoa .
Knobbed acrosome defect has been recently described in the Finnish Yorkshire pig population . Testicular weights of boars with KAD did not differ from control boars. However, affected boars had a smaller seminiferous tubule diameter and lower number of Sertoli cells relative to control boars . Investigation of the pedigrees of KA-affected boars suggested an autosomal recessive inheritance of the defect. Generally two common boars were identified in the pedigree of the boars with the KAD. Fertility of KA-affected boars is severely compromised. Depending on the amount of knobbed spermatozoa (25-81%) affected boars had poor non-return rate from no pregnancies to 47%, thus KA-affected boars produced no offspring or on average 2.5 fewer piglets per litter than control boars. Here we have characterized further the severity of the sperm head abnormalities in KA-affected boars.
A whole genome scan with microsatellite markers showed increased homozygosity in KA-affected boars in chromosomes 3, 8, 14 and 15 . However, no statistically significant association was detected with available microsatellite markers. In this study we have used the PorcineSNP60 Genotyping BeadChip (Illumina) in order to increase marker density and accurately map the KAD associated region in pigs. All affected boars were homozygous for SNPs covering 432 kb on porcine chromosome 15. The coding region of two genes was located within this homozygous region and sequenced from both a KA-affected and control boar.
Microscopical analysis of the KAD
SNP quality measures
Based on all available SNPs and the method to estimate IBDs in the Plink software package (pi_hat) the average relatedness among cases and controls was 0.24 and 0.26, respectively. These levels of relatedness are typical in the studied Finnish Yorkshire pig population. The average sample call rate was 95%. There were 2815 SNPs that did not work for any of the samples analysed. Excluding these SNPs, the average SNP call rate was 0.9982 (s.d. = 0.007) and the average minor allele frequency was 0.25 (s.d. = 0.14). Overall, the dataset contained 9216 monomorphic SNPs. Observed distribution of P-values in the Hardy-Weinberg equilibrium test statistics did not differ from expectations. In total, 183 SNPs (excluding SNPs on the X-chromosome) had a P-value <1.0E-06 being lower than expected.
Genome wide association analysis
Genotype counts of cases and controls, nominal, and permutated P-values from the recessive model for the best KAD associated SNPs.
Candidate genes HECW2 and STK17b
The most promising candidate gene Ubiquitin-protein ligase E3 (HECW2) was located within the haplotype of two SNPs with the highest P-values; ALGA0086494 and DRGA001532 (Table 1, additional file 1). All KA-affected animals were homozygous for these SNPs and only two control animals had the same homozygote alleles as KA-affected boars (Figure 3). Furthermore, one of these two animals appeared to have a SME-defect and another was removed from breeding at young age due to weak leg conformation and therefore no fresh sperm samples were available for analysis. The SME-defect is a cyst malformation in the sperm head, with indications that this is of acrosomal origin [17, 18].
HECW2 is expressed in the testis  and functions in ubiquitin mediated proteolysis . Ubiquitin signals have been detected during acrosome development  and deubiquitinating enzyme mUBPy is upregulated in the testis of wobbler mouse, which is infertile due to the lack of a functional acrosome .
Another gene within the KAD homozygous region was serine/threonine kinase 17b (STK17b, DRAK2, additional file 1). STK17b is a serine/threonine kinase, which has a role in the regulation of apoptosis [23–25]. STK17b is highly expressed in the testes where the apoptosis plays an important role during spermatogenesis. Even though the phenotype of KA-affected boars does not implicate a defect in apoptosis the expression and sequence of STK17b mRNA was determined.
Analysis of the porcine HECW2 gene
Primers used for sequencing of the candidate genes HECW2 and STK17b.
Analysis of STK17b mRNA
The sequenced testicular mRNA of porcine STK17b [GenBank HM594868] contained exons 1-9 (based on human exon numbering, [GenBank NM_004226]) and 1102 bp. Translation start codon was identified at position 282 within exon 2. No change in the expression profile was identified and the protein coding sequence was identical in the KA-affected and control boar.
While the results of homozygosity mapping of the KAD in a previous study  were not statistically significant, they did indicate the most probable positions of the KAD-associated chromosomal segments. In this study we confirmed the association between KAD and porcine chromosome 15. The initial genome screen with microsatellite markers S0004 and SW2608 showed increased homozygosity in KAD affected boars . The genome scan with PorcineSNP60 Genotyping BeadChip (Illumina) localized the KAD associated region between these two markers on porcine chromosome 15. The PorcineSNP60 BeadChip illustrated a high call rate (<95%) in the Finnish Yorkshire pig population and only 15% of the SNPs were monomorphic. In this study we detected the KAD associated region covering 2 Mbp indicating that the marker map in the initial screen was not dense enough to detect the significant increase in homozygosity.
Within the associated region we identified and sequenced two candidate genes Ubiquitin-protein ligase E3 (HECW2) and serine/threonine kinase 17b (STK17b). The sequencing of these two genes revealed two SNPs within HECW2 gene, but no polymorphisms were detected in the protein coding sequence of STK17b. Although the identified mutations appeared not to be the causal cause for the KAD, HECW2 remains a good candidate gene for this defect considering its role in acrosome development and chromatin remodelling.
Protein ubiquitination is one of the fundamental regulatory post-translational modifications controlling intracellular signalling events. Ubiquitin-proteosome-dependent proteolysis plays an important role in selectively degrading and recycling proteins in many basic cellular processes including spermatogenesis . For degradation by the proteosome, binding of ubiquitin with substrate proteins requires the activity of ubiquitin-activating enzyme E1, ubiquitin-conjugating enzyme E2, and substrate-specific ubiquitin ligase E3 . Ubiquitin ligase E3 in combination with an E2 ubiquitin-conjugating enzyme causes the attachment of ubiquitin to a lysine residue on the target protein.
In spermatogenesis ubiquitination is required for various processes; for example the replacement of the spermatids nuclear histones with protamines during spermatid elongation . In spermatozoa, proteosomes are located on the plasma membrane overlying the acrosome, in the acrosomal and postacrosomal regions, in the head-tail connecting-piece, middle-piece of the tail, and residual bodies [28–32]. Proteosome subunit Psmc3 and an ubiquitin protein ligase Rnf19a have been located at the cytosolic side of outer and inner membranes of the acrosome . The co-immunoprecipitation and localization of Psmc3 and Rnf19a in spermiogenesis points to the participation of the ubiquitin-proteosome system in acrosome formation, spermatid head shaping, and development of the head-tail coupling apparatus and tail .
Malfunction of components in ubiquitination system has been shown to be a cause of male infertility [27, 34–36]. There appears to be a special requirement for certain components of the ubiquitin system during spermiogenesis, in particular , and it is probable that different spermatogenic phases would require different specialized activities of the ubiquitin system. Mutations in ubiquitination related proteins may also affect specifically spermatogenesis through their testis specific interacting partners . A malfunction of ubiquitination may cause diverse phenotypes as exemplified in the human and mouse by mutation of Hr6b and Usp14[35, 38].
In this study we demonstrate the exact KAD phenotype in mature sperm. In addition to the acrosome, the spermatid chromatin is also affected. We have located the homozygous region for KAD within 0.5 Mbp on porcine chromosome 15 containing two genes STK17b and HECW2. The role of ubiquitination in chromatin remodelling and acrosome formation is consistent with HECW2 being involved in this defect. While a causal mutation for KAD was unable to be identified, our results indicate that the observed phenotype may be caused by a malfunction in the ubiquitination system. Identification of the causal variation for the KAD requires further analysis of the genomic region containing the HECW2 gene.
Experimental material included 14 Finnish Yorkshire boars affected with KAD and 21 control boars. All affected boars were clinically examined and shown to display symptoms typical of the syndrome, but no other abnormalities. Sperm from affected and control boars was collected and the DNA obtained following phenol/chloroform extraction. Samples were diluted to 100 ng/μl in TE-buffer and used as templates for PorcineSNP60 Genotyping BeadChip (Illumina). Genomic DNA was also used for sequencing of the HECW2 exon 1 and SNP1.
For microscopical examination representative semen samples from KA-affected and control boars were fixed in formaldehyde for confocal laser scanning and transmission electron microscopy analyses.
Confocal laser scanning microscopy
Spermatozoa were labeled with LIVE/DEAD Reduced Biohazard Viability kit (red, L23102, Invitrogen). The labelling protocol was in accordance with the recommendations of the manufacturer. In brief, 50 μl DMSO was added to one vial of fluorescent dye and thoroughly mixed to make a stock solution. Spermatozoa were suspended in PBS at approximately 1 × 106/ml. One μl of fluorescent dye was added to the suspension. After 30 min incubation at room temperature spermatozoa were washed and resuspended in 1 ml PBS twice. One drop of suspension was put on a Superfrost slide and coverslipped and subsequently analyzed on a BioRad MRC 1024 confocal laser scanning microscope. Three-dimensional reconstructions were preformed using Volocity LE free software (http://www.improvision.com).
Transmission electron microscopy (TEM)
Cells were fixed in 2.5% glutaraldehyde in PBS (pH 7.2) for 2 hours at 4°C. After washing, samples were postfixed in 1% OsO4 and 0.5% K-ferrocyanide in PBS for 2 hours, dehydrated with a graded series of acetone, and embedded in Spurr's mixture. Semithin sections were stained by 0.5% toluidine blue (pH 8.5) Areas of interest were trimmed out by comparing the cut surface of the blocks with the semithin sections. Ultrathin sections were cut by an RMC MT-7 ultramicrotome, stained with 2% uranylacetate and lead citrate and analyzed on Philips CM10 electron microscope.
For high throughput genotyping DNA samples were analyzed by PorcineSNP60 Genotyping BeadChip (Illumina Ltd, San Diego, USA) in the Institute for Molecular Medicine Finland (FIMM, Helsinki, Finland). The PorcineSNP60 BeadChip has recently been developed as an outcome of the porcine whole genome sequencing project ).
Expression profiling and sequencing of STK17b and HECW2
For sequencing the full-length mRNA of the candidate genes STK17b and HECW2, samples of testicular tissue from a KA-affected and a control boar were collected and stored in RNAlater buffer (Qiagen). Total RNA purification was performed with RNeasy Protect Mini kit (Qiagen). Extracted RNA was reverse transcribed (RT-PCR) using oligo T primers and an ImProm-II Reverse Transcription System (Promega) according to the manufacturer's instructions and amplified using gene specific primers (Table 2). Expression of gene fragments was assessed by gel electrophoresis. For sequencing the PCR amplicons were purified using ExoSAP-IT™ (Amersham Biosciences), while PCR fragments were sequenced in both directions with the same primers used in the amplification procedures. Sequencing was performed on MegaBace 500 capillary DNA sequencer (Amersham Biosciences) using DYEnamic ET Terminator Kits with Thermo Sequenase™ II DNA Polymerase (Amersham Biosciences).
A recessive mode of inheritance was tested for each SNP separately. The recessive model was selected because the pedigree of KA-affected boars suggested a recessive mode of inheritance and the low frequency of the defect in the Finnish Yorkshire pig population. In the recessive model, for each SNP the frequency of homozygote animals for the minor allele (or for the major allele) was compared to frequency of heterozygote and other homozygote animals between cases and controls. In order to correct for multiple testing a permutation procedure was adapted to create empirical genome-wide P-values. Association tests and permutation were carried out using the software package Plink . Haplotypes, the linkage disequilibrium plot and the Manhattan plot were produced with Haploview .
Funding for this study was provided by the Finnish Ministry of Agriculture and Forestry (Makera). The assistance of Tiina Jaakkola and Tarja Hovivuori in DNA extraction and Päivi Lahermo (Institute for Molecular Medicine Finland, FIMM) in genotyping with PorcineSNP60 Genotyping BeadChip (Illumina) is greatly appreciated.
- Boyle CA, Khoury MJ, Katz DF, Annest JL, Kresnow MJ, DeStefano F, Schrader SM: The relation of computer-based measures of sperm morphology and motility to male infertility. Epidemiology. 1992, 3 (3): 239-246. 10.1097/00001648-199205000-00009.PubMedView Article
- Linford E, Glover FA, Bishop C, Stewart DL: The relationship between semen evaluation methods and fertility in the bull. J Reprod Fertil. 1976, 47 (2): 283-291. 10.1530/jrf.0.0470283.PubMedView Article
- Wallace MS: Infertility in the male dog. Probl Vet Med. 1992, 4 (3): 531-544.PubMed
- Kimmins S, Kotaja N, Davidson I, Sassone-Corsi P: Testis-specific transcription mechanisms promoting male germ-cell differentiation. Reproduction. 2004, 128 (1): 5-12. 10.1530/rep.1.00170.PubMedView Article
- Kimmins S, Sassone-Corsi P: Chromatin remodelling and epigenetic features of germ cells. Nature. 2005, 434 (7033): 583-589. 10.1038/nature03368.PubMedView Article
- Hogeveen KN, Sassone-Corsi P: Regulation of gene expression in post-meiotic male germ cells: CREM-signalling pathways and male fertility. Hum Fertil (Camb). 2006, 9 (2): 73-79. 10.1080/14647270500463400.View Article
- Aitken RJ, Kerr L, Bolton V, Hargreave T: Analysis of sperm function in globozoospermia: implications for the mechanism of sperm-zona interaction. Fertil Steril. 1990, 54 (4): 701-707.PubMed
- Moretti E, Collodel G, Scapigliati G, Cosci I, Sartini B, Baccetti B: 'Round head' sperm defect. Ultrastructural and meiotic segregation study. J Submicrosc Cytol Pathol. 2005, 37 (3-4): 297-303.PubMed
- Dam AH, Koscinski I, Kremer JA, Moutou C, Jaeger AS, Oudakker AR, Tournaye H, Charlet N, Lagier-Tourenne C, van Bokhoven H, Viville S: Homozygous mutation in SPATA16 is associated with male infertility in human globozoospermia. Am J Hum Genet. 2007, 81 (4): 813-820. 10.1086/521314.PubMed CentralPubMedView Article
- Hurtgen JP, Johnson LA: Fertility of stallions with abnormalities of the sperm acrosome. J Reprod Fertil Suppl. 1982, 32: 15-20.PubMed
- Toyama Y, Itoh Y: Ultrastructural features and pathogenesis of knobbed spermatozoa in a boar. Am J Vet Res. 1993, 54 (5): 743-749.PubMed
- Soderquist L: Reduced fertility after artificial insemination in a ram with a high incidence of knobbed acrosomes. Vet Rec. 1998, 143 (8): 227-228. 10.1136/vr.143.8.227.PubMedView Article
- Chenoweth PJ: Genetic sperm defects. Theriogenology. 2005, 64 (3): 457-468. 10.1016/j.theriogenology.2005.05.005.PubMedView Article
- Santos NR, Krekeler N, Schramme-Jossen A, Volkmann DH: The knobbed acrosome defect in four closely related dogs. Theriogenology. 2006, 66 (6-7): 1626-1628. 10.1016/j.theriogenology.2006.02.006.PubMedView Article
- Kopp C, Sironen A, Ijas R, Taponen J, Vilkki J, Sukura A, Andersson M: Infertile boars with knobbed and immotile short-tail sperm defects in the Finnish Yorkshire breed. Reprod Domest Anim. 2008, 43 (6): 690-695. 10.1111/j.1439-0531.2007.00971.x.PubMedView Article
- Schill WB: Some disturbances of acrosomal development and function in human spermatozoa. Hum Reprod. 1991, 6 (7): 969-978.PubMed
- Blom E, Birch-Andersen A: The ultrastructure of a characteristic spermhead-defect in the boar: the SME-defect. Andrologia. 1975, 7 (3): 199-209. 10.1111/j.1439-0272.1975.tb00927.x.PubMedView Article
- Andersen K, Filseth O: The occurrence of a "SME"-defect-like abnormality in the head of spermatozoa from a Norwegian Landrace boar. Nord Vet Med. 1976, 28 (10): 511-514.PubMed
- Nagase T, Kikuno R, Ishikawa KI, Hirosawa M, Ohara O: Prediction of the coding sequences of unidentified human genes. XVI. The complete sequences of 150 new cDNA clones from brain which code for large proteins in vitro. DNA Res. 2000, 7 (1): 65-73. 10.1093/dnares/7.1.65.PubMedView Article
- Miyazaki K, Ozaki T, Kato C, Hanamoto T, Fujita T, Irino S, Watanabe K, Nakagawa T, Nakagawara A: A novel HECT-type E3 ubiquitin ligase, NEDL2, stabilizes p73 and enhances its transcriptional activity. Biochem Biophys Res Commun. 2003, 308 (1): 106-113. 10.1016/S0006-291X(03)01347-0.PubMedView Article
- Haraguchi CM, Mabuchi T, Hirata S, Shoda T, Hoshi K, Yokota S: Ubiquitin signals in the developing acrosome during spermatogenesis of rat testis: an immunoelectron microscopic study. J Histochem Cytochem. 2004, 52 (11): 1393-1403. 10.1369/jhc.4A6275.2004.PubMed CentralPubMedView Article
- Chianese R, Scarpa D, Berruti G, Cobellis G, Pierantoni R, Fasano S, Meccariello R: Expression and localization of the deubiquitinating enzyme mUBPy in wobbler mouse testis during spermiogenesis. Gen Comp Endocrinol. 2010, 166 (2): 289-95. 10.1016/j.ygcen.2009.09.014.PubMedView Article
- Sanjo H, Kawai T, Akira S: DRAKs, novel serine/threonine kinases related to death-associated protein kinase that trigger apoptosis. J Biol Chem. 1998, 273 (44): 29066-29071. 10.1074/jbc.273.44.29066.PubMedView Article
- Doherty GA, Byrne SM, Austin SC, Scully GM, Sadlier DM, Neilan TG, Kay EW, Murray FE, Fitzgerald DJ: Regulation of the apoptosis-inducing kinase DRAK2 by cyclooxygenase-2 in colorectal cancer. Br J Cancer. 2009, 101 (3): 483-491. 10.1038/sj.bjc.6605144.PubMed CentralPubMedView Article
- Kuwahara H, Nakamura N, Kanazawa H: Nuclear localization of the serine/threonine kinase DRAK2 is involved in UV-induced apoptosis. Biol Pharm Bull. 2006, 29 (2): 225-233. 10.1248/bpb.29.225.PubMedView Article
- Sutovsky P: Ubiquitin-dependent proteolysis in mammalian spermatogenesis, fertilization, and sperm quality control: killing three birds with one stone. Microsc Res Tech. 2003, 61 (1): 88-102. 10.1002/jemt.10319.PubMedView Article
- Yi YJ, Manandhar G, Sutovsky M, Li R, Jonakova V, Oko R, Park CS, Prather RS, Sutovsky P: Ubiquitin C-terminal hydrolase-activity is involved in sperm acrosomal function and anti-polyspermy defense during porcine fertilization. Biol Reprod. 2007, 77 (5): 780-793. 10.1095/biolreprod.107.061275.PubMedView Article
- Morales P, Kong M, Pizarro E, Pasten C: Participation of the sperm proteasome in human fertilization. Hum Reprod. 2003, 18 (5): 1010-1017. 10.1093/humrep/deg111.PubMedView Article
- Sutovsky P, Manandhar G, McCauley TC, Caamano JN, Sutovsky M, Thompson WE, Day BN: Proteasomal interference prevents zona pellucida penetration and fertilization in mammals. Biol Reprod. 2004, 71 (5): 1625-1637. 10.1095/biolreprod.104.032532.PubMedView Article
- Morales P, Pizarro E, Kong M, Jara M: Extracellular localization of proteasomes in human sperm. Mol Reprod Dev. 2004, 68 (1): 115-124. 10.1002/mrd.20052.PubMedView Article
- Bialy LP, Ziemba HT, Marianowski P, Fracki S, Bury M, Wojcik C: Localization of a proteasomal antigen in human spermatozoa: immunohistochemical electron microscopic study. Folia Histochem Cytobiol. 2001, 39 (2): 129-130.PubMed
- Ziemba H, Bialy LP, Fracki S, Bablok L, Wojcik C: Proteasome localization and ultrastructure of spermatozoa from patients with varicocele--immunoelectron microscopic study. Folia Histochem Cytobiol. 2002, 40 (2): 169-170.PubMed
- Rivkin E, Kierszenbaum AL, Gil M, Tres LL: Rnf19a, a ubiquitin protein ligase, and Psmc3, a component of the 26S proteasome, tether to the acrosome membranes and the head-tail coupling apparatus during rat spermatid development. Dev Dyn. 2009, 238 (7): 1851-1861. 10.1002/dvdy.22004.PubMedView Article
- Lee KH, Song GJ, Kang IS, Kim SW, Paick JS, Chung CH, Rhee K: Ubiquitin-specific protease activity of USP9Y, a male infertility gene on the Y chromosome. Reprod Fertil Dev. 2003, 15 (1-2): 129-133. 10.1071/RD03002.PubMedView Article
- Roest HP, van Klaveren J, de Wit J, van Gurp CG, Koken MH, Vermey M, van Roijen JH, Hoogerbrugge JW, Vreeburg JT, Baarends WM, Bootsma D, Grootegoed JA, Hoeijmakers JH: Inactivation of the HR6B ubiquitin-conjugating DNA repair enzyme in mice causes male sterility associated with chromatin modification. Cell. 1996, 86 (5): 799-810. 10.1016/S0092-8674(00)80154-3.PubMedView Article
- Wong EY, Tse JY, Yao KM, Tam PC, Yeung WS: VCY2 protein interacts with the HECT domain of ubiquitin-protein ligase E3A. Biochem Biophys Res Commun. 2002, 296 (5): 1104-1111. 10.1016/S0006-291X(02)02040-5.PubMedView Article
- Baarends WM, van der Laan R, Grootegoed JA: Specific aspects of the ubiquitin system in spermatogenesis. J Endocrinol Invest. 2000, 23 (9): 597-604.PubMedView Article
- Crimmins S, Sutovsky M, Chen PC, Huffman A, Wheeler C, Swing DA, Roth K, Wilson J, Sutovsky P, Wilson S: Transgenic rescue of ataxia mice reveals a male-specific sterility defect. Dev Biol. 2009, 325 (1): 33-42. 10.1016/j.ydbio.2008.09.021.PubMed CentralPubMedView Article
- Ramos AM, Crooijmans RP, Affara NA, Amaral AJ, Archibald AL, Beever JE, Bendixen C, Churcher C, Clark R, Dehais P, Hansen MS, Hedegaard J, Hu ZL, Kerstens HH, Law AS, Megens HJ, Milan D, Nonneman DJ, Rohrer GA, Rothschild MF, Smith TP, Schnabel RD, Van Tassell CP, Taylor JF, Wiedmann RT, Schook LB, Groenen MA: Design of a high density SNP genotyping assay in the pig using SNPs identified and characterized by next generation sequencing technology. PLoS One. 2009, 4 (8): e6524-10.1371/journal.pone.0006524.PubMed CentralPubMedView Article
- Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, Maller J, Sklar P, de Bakker PI, Daly MJ, Sham PC: PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007, 81 (3): 559-575. 10.1086/519795.PubMed CentralPubMedView Article
- Barrett JC, Fry B, Maller J, Daly MJ: Haploview: analysis and visualization of LD and haplotype maps. Bioinformatics. 2005, 21 (2): 263-265. 10.1093/bioinformatics/bth457.PubMedView Article
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