Quantitative determination of saturated-, monounsaturated- and polyunsaturated fatty acids in pork adipose tissue with non-destructive Raman spectroscopy
The composition of dietary fat has received increased attention during the recent years because it influences human health. Seventy seven samples from pork adipose tissue and melted fat from the same tissue were measured with Raman spectroscopy. Gas chromatography analysis was conducted as reference...
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description | The composition of dietary fat has received increased attention during the recent years because it influences human health. Seventy seven samples from pork adipose tissue and melted fat from the same tissue were measured with Raman spectroscopy. Gas chromatography analysis was conducted as reference. Iodine values (IV) ranged from 58.2 to 90.4
g iodine added per 100
g fat. Polyunsaturated fatty acids (PUFA) ranged from 7.8% to 31.7% and monounsaturated fatty acids (MUFA) from 35.2% to 51.5% of total fatty acids. When applied on pre-processed spectra of melted fat, partial least square regression (PLSR) with cross-validation gave a correlation coefficient (
R)
=
0.98, and root mean square error of cross-validation (RMSECV)
=
1.4 for IV, using 3 PLS factors in the model. PUFA gave
R
=
0.98 and RMSECV
=
1.0% of total fatty acids, using 5 PLS factors. MUFA were predicted with
R
=
0.96 and RMSECV
=
1.0% of total fatty acids, using 9 PLS factors. On adipose tissue a model with 3 PLS factors gave
R
=
0.97 and RMSECV
=
1.8 for IV. For PUFA, a model with 3 PLS factors gave
R
=
0.95 and RMSECV
=
1.5% of total fatty acids. For MUFA a model with 6 PLS factors gave
R
=
0.91 and RMSECV
=
1.5% of total fatty acids. The results indicate the feasibility to use Raman spectroscopy as a rapid and non-destructive method to determine IV, PUFA, MUFA and saturated fatty acids (SFA) measured directly on pork adipose tissue and in melted fat from the same tissue. |
doi_str_mv | 10.1016/j.meatsci.2007.02.004 |
format | Article |
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g iodine added per 100
g fat. Polyunsaturated fatty acids (PUFA) ranged from 7.8% to 31.7% and monounsaturated fatty acids (MUFA) from 35.2% to 51.5% of total fatty acids. When applied on pre-processed spectra of melted fat, partial least square regression (PLSR) with cross-validation gave a correlation coefficient (
R)
=
0.98, and root mean square error of cross-validation (RMSECV)
=
1.4 for IV, using 3 PLS factors in the model. PUFA gave
R
=
0.98 and RMSECV
=
1.0% of total fatty acids, using 5 PLS factors. MUFA were predicted with
R
=
0.96 and RMSECV
=
1.0% of total fatty acids, using 9 PLS factors. On adipose tissue a model with 3 PLS factors gave
R
=
0.97 and RMSECV
=
1.8 for IV. For PUFA, a model with 3 PLS factors gave
R
=
0.95 and RMSECV
=
1.5% of total fatty acids. For MUFA a model with 6 PLS factors gave
R
=
0.91 and RMSECV
=
1.5% of total fatty acids. The results indicate the feasibility to use Raman spectroscopy as a rapid and non-destructive method to determine IV, PUFA, MUFA and saturated fatty acids (SFA) measured directly on pork adipose tissue and in melted fat from the same tissue.</description><identifier>ISSN: 0309-1740</identifier><identifier>EISSN: 1873-4138</identifier><identifier>DOI: 10.1016/j.meatsci.2007.02.004</identifier><identifier>PMID: 22061238</identifier><identifier>CODEN: MESCDN</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Adipose tissue ; Biological and medical sciences ; fatty acid composition ; Food industries ; Fundamental and applied biological sciences. Psychology ; iodine value ; least squares ; lipid content ; Meat and meat product industries ; monounsaturated fatty acids ; MUFA ; nondestructive methods ; polyunsaturated fatty acids ; pork ; Pork fat ; PUFA ; quantitative analysis ; Raman spectroscopy ; rapid methods ; saturated fatty acids ; SFA ; spectral analysis</subject><ispartof>Meat science, 2007-08, Vol.76 (4), p.628-634</ispartof><rights>2007 Elsevier Ltd</rights><rights>2007 INIST-CNRS</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c418t-5acde61a68ae1d13a52a049756531c213c431d5aabed36674ccca8b38742b5a13</citedby><cites>FETCH-LOGICAL-c418t-5acde61a68ae1d13a52a049756531c213c431d5aabed36674ccca8b38742b5a13</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0309174007000484$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27903,27904,65309</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=18727810$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22061238$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Olsen, Elisabeth Fjærvoll</creatorcontrib><creatorcontrib>Rukke, Elling-Olav</creatorcontrib><creatorcontrib>Flåtten, Audun</creatorcontrib><creatorcontrib>Isaksson, Tomas</creatorcontrib><title>Quantitative determination of saturated-, monounsaturated- and polyunsaturated fatty acids in pork adipose tissue with non-destructive Raman spectroscopy</title><title>Meat science</title><addtitle>Meat Sci</addtitle><description>The composition of dietary fat has received increased attention during the recent years because it influences human health. Seventy seven samples from pork adipose tissue and melted fat from the same tissue were measured with Raman spectroscopy. Gas chromatography analysis was conducted as reference. Iodine values (IV) ranged from 58.2 to 90.4
g iodine added per 100
g fat. Polyunsaturated fatty acids (PUFA) ranged from 7.8% to 31.7% and monounsaturated fatty acids (MUFA) from 35.2% to 51.5% of total fatty acids. When applied on pre-processed spectra of melted fat, partial least square regression (PLSR) with cross-validation gave a correlation coefficient (
R)
=
0.98, and root mean square error of cross-validation (RMSECV)
=
1.4 for IV, using 3 PLS factors in the model. PUFA gave
R
=
0.98 and RMSECV
=
1.0% of total fatty acids, using 5 PLS factors. MUFA were predicted with
R
=
0.96 and RMSECV
=
1.0% of total fatty acids, using 9 PLS factors. On adipose tissue a model with 3 PLS factors gave
R
=
0.97 and RMSECV
=
1.8 for IV. For PUFA, a model with 3 PLS factors gave
R
=
0.95 and RMSECV
=
1.5% of total fatty acids. For MUFA a model with 6 PLS factors gave
R
=
0.91 and RMSECV
=
1.5% of total fatty acids. The results indicate the feasibility to use Raman spectroscopy as a rapid and non-destructive method to determine IV, PUFA, MUFA and saturated fatty acids (SFA) measured directly on pork adipose tissue and in melted fat from the same tissue.</description><subject>Adipose tissue</subject><subject>Biological and medical sciences</subject><subject>fatty acid composition</subject><subject>Food industries</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>iodine value</subject><subject>least squares</subject><subject>lipid content</subject><subject>Meat and meat product industries</subject><subject>monounsaturated fatty acids</subject><subject>MUFA</subject><subject>nondestructive methods</subject><subject>polyunsaturated fatty acids</subject><subject>pork</subject><subject>Pork fat</subject><subject>PUFA</subject><subject>quantitative analysis</subject><subject>Raman spectroscopy</subject><subject>rapid methods</subject><subject>saturated fatty acids</subject><subject>SFA</subject><subject>spectral analysis</subject><issn>0309-1740</issn><issn>1873-4138</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2007</creationdate><recordtype>article</recordtype><recordid>eNqFkcuO1DAQRS0EYpqBTwC8QWxI8COJ3SuERrykkRCPWVvVdgXcdOxgO4P6U_hb3HTDsGNluXyq7nVdQh5y1nLGh-fbdkIo2fpWMKZaJlrGultkxbWSTcelvk1WTLJ1w1XHzsi9nLeMMS6FvkvOhGADF1KvyM8PC4TiCxR_jdRhwTT5UG8x0DjSDGVJUNA1z-gUQ1zCTYVCcHSOu_0_RTpCKXsK1rtMfajP6RsF5-eYkRaf84L0hy9faYihcZhLWuxv5Y8wQaB5RltSzDbO-_vkzgi7jA9O5zm5ev3q88Xb5vL9m3cXLy8b23Fdmh6sw4HDoAG54xJ6Aaxbq37oJbeCS9tJ7nqADTo5DKqz1oLeSK06semBy3Py9Dh3TvH7Ui2ZyWeLux0EjEs2ayY0U4MQleyPpK0Wc8LRzMlPkPaGM3MIxWzNKRRzCMUwYWoote_RSWHZTOj-dv1JoQJPTgBkC7sxQbA-30zXSijNWeUeH7kRooEvqTJXn0QNtYopseaHz7w4Elg3du0xmWoGg0XnU12tcdH_x-wvC5y7Eg</recordid><startdate>20070801</startdate><enddate>20070801</enddate><creator>Olsen, Elisabeth Fjærvoll</creator><creator>Rukke, Elling-Olav</creator><creator>Flåtten, Audun</creator><creator>Isaksson, Tomas</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>FBQ</scope><scope>IQODW</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20070801</creationdate><title>Quantitative determination of saturated-, monounsaturated- and polyunsaturated fatty acids in pork adipose tissue with non-destructive Raman spectroscopy</title><author>Olsen, Elisabeth Fjærvoll ; Rukke, Elling-Olav ; Flåtten, Audun ; Isaksson, Tomas</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c418t-5acde61a68ae1d13a52a049756531c213c431d5aabed36674ccca8b38742b5a13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2007</creationdate><topic>Adipose tissue</topic><topic>Biological and medical sciences</topic><topic>fatty acid composition</topic><topic>Food industries</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>iodine value</topic><topic>least squares</topic><topic>lipid content</topic><topic>Meat and meat product industries</topic><topic>monounsaturated fatty acids</topic><topic>MUFA</topic><topic>nondestructive methods</topic><topic>polyunsaturated fatty acids</topic><topic>pork</topic><topic>Pork fat</topic><topic>PUFA</topic><topic>quantitative analysis</topic><topic>Raman spectroscopy</topic><topic>rapid methods</topic><topic>saturated fatty acids</topic><topic>SFA</topic><topic>spectral analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Olsen, Elisabeth Fjærvoll</creatorcontrib><creatorcontrib>Rukke, Elling-Olav</creatorcontrib><creatorcontrib>Flåtten, Audun</creatorcontrib><creatorcontrib>Isaksson, Tomas</creatorcontrib><collection>AGRIS</collection><collection>Pascal-Francis</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Meat science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Olsen, Elisabeth Fjærvoll</au><au>Rukke, Elling-Olav</au><au>Flåtten, Audun</au><au>Isaksson, Tomas</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Quantitative determination of saturated-, monounsaturated- and polyunsaturated fatty acids in pork adipose tissue with non-destructive Raman spectroscopy</atitle><jtitle>Meat science</jtitle><addtitle>Meat Sci</addtitle><date>2007-08-01</date><risdate>2007</risdate><volume>76</volume><issue>4</issue><spage>628</spage><epage>634</epage><pages>628-634</pages><issn>0309-1740</issn><eissn>1873-4138</eissn><coden>MESCDN</coden><abstract>The composition of dietary fat has received increased attention during the recent years because it influences human health. Seventy seven samples from pork adipose tissue and melted fat from the same tissue were measured with Raman spectroscopy. Gas chromatography analysis was conducted as reference. Iodine values (IV) ranged from 58.2 to 90.4
g iodine added per 100
g fat. Polyunsaturated fatty acids (PUFA) ranged from 7.8% to 31.7% and monounsaturated fatty acids (MUFA) from 35.2% to 51.5% of total fatty acids. When applied on pre-processed spectra of melted fat, partial least square regression (PLSR) with cross-validation gave a correlation coefficient (
R)
=
0.98, and root mean square error of cross-validation (RMSECV)
=
1.4 for IV, using 3 PLS factors in the model. PUFA gave
R
=
0.98 and RMSECV
=
1.0% of total fatty acids, using 5 PLS factors. MUFA were predicted with
R
=
0.96 and RMSECV
=
1.0% of total fatty acids, using 9 PLS factors. On adipose tissue a model with 3 PLS factors gave
R
=
0.97 and RMSECV
=
1.8 for IV. For PUFA, a model with 3 PLS factors gave
R
=
0.95 and RMSECV
=
1.5% of total fatty acids. For MUFA a model with 6 PLS factors gave
R
=
0.91 and RMSECV
=
1.5% of total fatty acids. The results indicate the feasibility to use Raman spectroscopy as a rapid and non-destructive method to determine IV, PUFA, MUFA and saturated fatty acids (SFA) measured directly on pork adipose tissue and in melted fat from the same tissue.</abstract><cop>Oxford</cop><pub>Elsevier Ltd</pub><pmid>22061238</pmid><doi>10.1016/j.meatsci.2007.02.004</doi><tpages>7</tpages></addata></record> |
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ispartof | Meat science, 2007-08, Vol.76 (4), p.628-634 |
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language | eng |
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source | Elsevier ScienceDirect Journals |
subjects | Adipose tissue Biological and medical sciences fatty acid composition Food industries Fundamental and applied biological sciences. Psychology iodine value least squares lipid content Meat and meat product industries monounsaturated fatty acids MUFA nondestructive methods polyunsaturated fatty acids pork Pork fat PUFA quantitative analysis Raman spectroscopy rapid methods saturated fatty acids SFA spectral analysis |
title | Quantitative determination of saturated-, monounsaturated- and polyunsaturated fatty acids in pork adipose tissue with non-destructive Raman spectroscopy |
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