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利用RNA测序技术发现牛垂体中的单核苷酸多态性

Single Nucleotide Polymorphism Discovery in Bovine Pituitary Gland Using RNA-Seq Technology.

作者信息

Pareek Chandra Shekhar, Smoczyński Rafał, Kadarmideen Haja N, Dziuba Piotr, Błaszczyk Paweł, Sikora Marcin, Walendzik Paulina, Grzybowski Tomasz, Pierzchała Mariusz, Horbańczuk Jarosław, Szostak Agnieszka, Ogluszka Magdalena, Zwierzchowski Lech, Czarnik Urszula, Fraser Leyland, Sobiech Przemysław, Wąsowicz Krzysztof, Gelfand Brian, Feng Yaping, Kumar Dibyendu

机构信息

Division of Functional Genomics in Biological and Biomedical Research, Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University, Torun, Poland.

Department of Large Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

出版信息

PLoS One. 2016 Sep 8;11(9):e0161370. doi: 10.1371/journal.pone.0161370. eCollection 2016.

Abstract

Examination of bovine pituitary gland transcriptome by strand-specific RNA-seq allows detection of putative single nucleotide polymorphisms (SNPs) within potential candidate genes (CGs) or QTLs regions as well as to understand the genomics variations that contribute to economic trait. Here we report a breed-specific model to successfully perform the detection of SNPs in the pituitary gland of young growing bulls representing Polish Holstein-Friesian (HF), Polish Red, and Hereford breeds at three developmental ages viz., six months, nine months, and twelve months. A total of 18 bovine pituitary gland polyA transcriptome libraries were prepared and sequenced using the Illumina NextSeq 500 platform. Sequenced FastQ databases of all 18 young bulls were submitted to NCBI-SRA database with NCBI-SRA accession numbers SRS1296732. For the investigated young bulls, a total of 113,882,3098 raw paired-end reads with a length of 156 bases were obtained, resulting in an approximately 63 million paired-end reads per library. Breed-wise, a total of 515.38, 215.39, and 408.04 million paired-end reads were obtained for Polish HF, Polish Red, and Hereford breeds, respectively. Burrows-Wheeler Aligner (BWA) read alignments showed 93.04%, 94.39%, and 83.46% of the mapped sequencing reads were properly paired to the Polish HF, Polish Red, and Hereford breeds, respectively. Constructed breed-specific SNP-db of three cattle breeds yielded at 13,775,885 SNPs. On an average 765,326 breed-specific SNPs per young bull were identified. Using two stringent filtering parameters, i.e., a minimum 10 SNP reads per base with an accuracy ≥ 90% and a minimum 10 SNP reads per base with an accuracy = 100%, SNP-db records were trimmed to construct a highly reliable SNP-db. This resulted in a reduction of 95,7% and 96,4% cut-off mark of constructed raw SNP-db. Finally, SNP discoveries using RNA-Seq data were validated by KASP™ SNP genotyping assay. The comprehensive QTLs/CGs analysis of 76 QTLs/CGs with RNA-seq data identified KCNIP4, CCSER1, DPP6, MAP3K5 and GHR CGs with highest SNPs hit loci in all three breeds and developmental ages. However, CAST CG with more than 100 SNPs hits were observed only in Polish HF and Hereford breeds.These findings are important for identification and construction of novel tissue specific SNP-db and breed specific SNP-db dataset by screening of putative SNPs according to QTL db and candidate genes for bovine growth and reproduction traits, one can develop genomic selection strategies for growth and reproductive traits.

摘要

通过链特异性RNA测序对牛垂体转录组进行检测,可在潜在候选基因(CGs)或数量性状基因座(QTLs)区域内检测假定的单核苷酸多态性(SNPs),并了解影响经济性状的基因组变异。在此,我们报告了一种品种特异性模型,该模型成功地在代表波兰荷斯坦-弗里生(HF)、波兰红牛和赫里福德品种的生长中的年轻公牛垂体中检测到SNP。这些公牛处于三个发育阶段,即六个月、九个月和十二个月。共制备了18个牛垂体polyA转录组文库,并使用Illumina NextSeq 500平台进行测序。所有18头年轻公牛的测序FastQ数据库已提交至NCBI-SRA数据库,NCBI-SRA登录号为SRS1296732。对于所研究的年轻公牛,共获得1138823098条长度为156个碱基的原始双端读数,每个文库约有6300万条双端读数。按品种划分,波兰HF、波兰红牛和赫里福德品种分别获得了5.1538亿、2.1539亿和4.0804亿条双端读数。Burrows-Wheeler比对器(BWA)的读数比对显示,分别有93.04%、94.39%和83.46%的映射测序读数与波兰HF、波兰红牛和赫里福德品种正确配对。构建的三个牛品种的品种特异性SNP数据库产生了13775885个SNP。平均每头年轻公牛鉴定出765326个品种特异性SNP。使用两个严格的过滤参数,即每个碱基至少10个SNP读数且准确率≥90%以及每个碱基至少10个SNP读数且准确率=100%,对SNP数据库记录进行修剪,以构建高度可靠的SNP数据库。这导致构建的原始SNP数据库的截止标记减少了95.7%和96.4%。最后,使用KASP™SNP基因分型测定法对RNA-Seq数据发现的SNP进行验证。对76个QTL/CG进行的RNA-Seq数据综合QTL/CG分析确定,KCNIP4、CCSER1、DPP6、MAP3K5和GHR CG在所有三个品种和发育阶段中具有最高的SNP命中位点。然而,仅在波兰HF和赫里福德品种中观察到有超过100个SNP命中的CAST CG。这些发现对于通过根据牛生长和繁殖性状的QTL数据库和候选基因筛选假定的SNP来鉴定和构建新的组织特异性SNP数据库和品种特异性SNP数据库数据集非常重要,人们可以据此制定生长和繁殖性状的基因组选择策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3fe/5015895/8ae20ceabd1d/pone.0161370.g001.jpg

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