Use of locally weighted scatterplot smoothing (LOWESS) regression to study selection signatures in Piedmontese and Italian Brown cattle breeds. (25th July 2013)
- Record Type:
- Journal Article
- Title:
- Use of locally weighted scatterplot smoothing (LOWESS) regression to study selection signatures in Piedmontese and Italian Brown cattle breeds. (25th July 2013)
- Main Title:
- Use of locally weighted scatterplot smoothing (LOWESS) regression to study selection signatures in Piedmontese and Italian Brown cattle breeds
- Authors:
- Pintus, Elia
Sorbolini, Silvia
Albera, Andrea
Gaspa, Giustino
Dimauro, Corrado
Steri, Roberto
Marras, Gabriele
Macciotta, Nicolò P. P. - Abstract:
- <abstract abstract-type="main" id="age12076-abs-0001"> <title>Summary</title> <p>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 50 years, 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 (<italic>F</italic><sub>st</sub>) 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). <italic>F</italic><sub>st</sub> was calculated for 42 514 SNP marker loci distributed across the genome in 749 Italian Brown and 364 Piedmontese bulls. The statistical significance of <italic>F</italic><sub>st</sub> 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<abstract abstract-type="main" id="age12076-abs-0001"> <title>Summary</title> <p>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 50 years, 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 (<italic>F</italic><sub>st</sub>) 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). <italic>F</italic><sub>st</sub> was calculated for 42 514 SNP marker loci distributed across the genome in 749 Italian Brown and 364 Piedmontese bulls. The statistical significance of <italic>F</italic><sub>st</sub> 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 <italic>myostatin</italic> gene is located and for BTA6 in the region harbouring the <italic>ABCG2</italic> locus. Moreover, several loci not previously reported in cattle studies were detected.</p> </abstract> … (more)
- Is Part Of:
- Animal genetics. Volume 45:Number 1(2014:Feb.)
- Journal:
- Animal genetics
- Issue:
- Volume 45:Number 1(2014:Feb.)
- Issue Display:
- Volume 45, Issue 1 (2014)
- Year:
- 2014
- Volume:
- 45
- Issue:
- 1
- Issue Sort Value:
- 2014-0045-0001-0000
- Page Start:
- 1
- Page End:
- 11
- Publication Date:
- 2013-07-25
- Subjects:
- Animal genetics -- Periodicals
572.8 - Journal URLs:
- http://www.blackwell-synergy.com/member/institutions/issuelist.asp?journal=age ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2052 ↗
http://onlinelibrary.wiley.com/ ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0268-9146;screen=info;ECOIP ↗ - DOI:
- 10.1111/age.12076 ↗
- Languages:
- English
- ISSNs:
- 0268-9146
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0903.572000
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British Library STI - ELD Digital store - Ingest File:
- 3748.xml