Use of locally weighted scatterplot smoothing (LOWESS) regression to study selection signatures in Piedmontese and Italian Brown cattle breeds

被引:38
作者
Pintus, Elia [1 ]
Sorbolini, Silvia [1 ]
Albera, Andrea [2 ]
Gaspa, Giustino [1 ]
Dimauro, Corrado [1 ]
Steri, Roberto [1 ]
Marras, Gabriele [1 ]
Macciotta, Nicolo P. P. [1 ]
机构
[1] Univ Sassari, Dipartimento Agr, Sez Sci Zootecn, I-07100 Sassari, Italy
[2] Assoc Nazl Allevatori Bovini Razza Piemontese ANA, I-12061 Carru, Italy
关键词
Cattle genome; fixation index; SNPs; LINKAGE DISEQUILIBRIUM; POSITIVE SELECTION; SKELETAL-MUSCLE; MILK-PRODUCTION; QUALITY-CONTROL; GENE; IDENTIFICATION; GENOME; QTL; PROTEIN;
D O I
10.1111/age.12076
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Selection is the major force affecting local levels of genetic variation in species. The availability of dense marker maps offers new opportunities for a detailed understanding of genetic diversity distribution across the animal genome. Over the last 50years, cattle breeds have been subjected to intense artificial selection. Consequently, regions controlling traits of economic importance are expected to exhibit selection signatures. The fixation index (F-st) is an estimate of population differentiation, based on genetic polymorphism data, and it is calculated using the relationship between inbreeding and heterozygosity. In the present study, locally weighted scatterplot smoothing (LOWESS) regression and a control chart approach were used to investigate selection signatures in two cattle breeds with different production aptitudes (dairy and beef). F-st was calculated for 42514 SNP marker loci distributed across the genome in 749 Italian Brown and 364 Piedmontese bulls. The statistical significance of F-st values was assessed using a control chart. The LOWESS technique was efficient in removing noise from the raw data and was able to highlight selection signatures in chromosomes known to harbour genes affecting dairy and beef traits. Examples include the peaks detected for BTA2 in the region where the myostatin gene is located and for BTA6 in the region harbouring the ABCG2 locus. Moreover, several loci not previously reported in cattle studies were detected.
引用
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页码:1 / 11
页数:11
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