Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification
A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening m...
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Veröffentlicht in: | Talanta (Oxford) 2020-03, Vol.209, p.120481-120481, Article 120481 |
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creator | Eliaerts, J. Meert, N. Dardenne, P. Van Durme, F. Baeten, V. Samyn, N. De Wael, K. |
description | A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening method to a reliable and straightforward classification and quantification tool for both cocaine and levamisole. However, can this tool be transferred to new (hand-held) devices, without loss of the extensive data set? The objective of this study was to perform a calibration transfer between a newly purchased bench top (BT) spectrometer and a portable (P) spectrometer with existing calibration models. Both instruments are from the same brand and have identical characteristics and acquisition parameters (FT instrument, resolution of 4 cm−1 and wavenumber range 4000 to 500 cm−1). The original SVM classification model (n = 515) and SVM quantification model (n = 378) were considered for the transfer trial.
Three calibration transfer strategies were assessed: 1) adjustment of slope and bias; 2) correction of spectra from the new instrument BT to P using Piecewise Direct Standardization (PDS) and 3) building a new mixed instrument model with spectra of both instruments. For each approach, additional cocaine powders were measured (n = 682) and the results were compared with GC-MS and GC-FID.
The development of a mixed instrument model was the most successful in terms of performance. The future strategy of a mixed model allows applying the models, developed in the laboratory, to portable instruments that are used on-site, and vice versa.
The approach offers opportunities to exchange data within a network of forensic laboratories using other FT-MIR spectrometers.
[Display omitted]
•How to prevent data loss when purchasing a new MIR instrument?•Calibration transfer of MIR spectra of powders between a portable and bench top instrument.•Comparison of three transfer strategies.•Best prediction results were obtained using mixed model approach.•The approach offers opportunities to exchange data within a network of forensic laboratories. |
doi_str_mv | 10.1016/j.talanta.2019.120481 |
format | Article |
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Three calibration transfer strategies were assessed: 1) adjustment of slope and bias; 2) correction of spectra from the new instrument BT to P using Piecewise Direct Standardization (PDS) and 3) building a new mixed instrument model with spectra of both instruments. For each approach, additional cocaine powders were measured (n = 682) and the results were compared with GC-MS and GC-FID.
The development of a mixed instrument model was the most successful in terms of performance. The future strategy of a mixed model allows applying the models, developed in the laboratory, to portable instruments that are used on-site, and vice versa.
The approach offers opportunities to exchange data within a network of forensic laboratories using other FT-MIR spectrometers.
[Display omitted]
•How to prevent data loss when purchasing a new MIR instrument?•Calibration transfer of MIR spectra of powders between a portable and bench top instrument.•Comparison of three transfer strategies.•Best prediction results were obtained using mixed model approach.•The approach offers opportunities to exchange data within a network of forensic laboratories.</description><identifier>ISSN: 0039-9140</identifier><identifier>EISSN: 1873-3573</identifier><identifier>DOI: 10.1016/j.talanta.2019.120481</identifier><identifier>PMID: 31892033</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Calibration transfer ; Cocaine ; FT-MIR ; Portable ; Powder ; SVM</subject><ispartof>Talanta (Oxford), 2020-03, Vol.209, p.120481-120481, Article 120481</ispartof><rights>2019 Elsevier B.V.</rights><rights>Copyright © 2019 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c412t-df8473c91abd2b5524658f40b63bec76e949eba3b86cd767d210d056ae04e1553</citedby><cites>FETCH-LOGICAL-c412t-df8473c91abd2b5524658f40b63bec76e949eba3b86cd767d210d056ae04e1553</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.talanta.2019.120481$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3549,27923,27924,45994</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31892033$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Eliaerts, J.</creatorcontrib><creatorcontrib>Meert, N.</creatorcontrib><creatorcontrib>Dardenne, P.</creatorcontrib><creatorcontrib>Van Durme, F.</creatorcontrib><creatorcontrib>Baeten, V.</creatorcontrib><creatorcontrib>Samyn, N.</creatorcontrib><creatorcontrib>De Wael, K.</creatorcontrib><title>Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification</title><title>Talanta (Oxford)</title><addtitle>Talanta</addtitle><description>A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening method to a reliable and straightforward classification and quantification tool for both cocaine and levamisole. However, can this tool be transferred to new (hand-held) devices, without loss of the extensive data set? The objective of this study was to perform a calibration transfer between a newly purchased bench top (BT) spectrometer and a portable (P) spectrometer with existing calibration models. Both instruments are from the same brand and have identical characteristics and acquisition parameters (FT instrument, resolution of 4 cm−1 and wavenumber range 4000 to 500 cm−1). The original SVM classification model (n = 515) and SVM quantification model (n = 378) were considered for the transfer trial.
Three calibration transfer strategies were assessed: 1) adjustment of slope and bias; 2) correction of spectra from the new instrument BT to P using Piecewise Direct Standardization (PDS) and 3) building a new mixed instrument model with spectra of both instruments. For each approach, additional cocaine powders were measured (n = 682) and the results were compared with GC-MS and GC-FID.
The development of a mixed instrument model was the most successful in terms of performance. The future strategy of a mixed model allows applying the models, developed in the laboratory, to portable instruments that are used on-site, and vice versa.
The approach offers opportunities to exchange data within a network of forensic laboratories using other FT-MIR spectrometers.
[Display omitted]
•How to prevent data loss when purchasing a new MIR instrument?•Calibration transfer of MIR spectra of powders between a portable and bench top instrument.•Comparison of three transfer strategies.•Best prediction results were obtained using mixed model approach.•The approach offers opportunities to exchange data within a network of forensic laboratories.</description><subject>Calibration transfer</subject><subject>Cocaine</subject><subject>FT-MIR</subject><subject>Portable</subject><subject>Powder</subject><subject>SVM</subject><issn>0039-9140</issn><issn>1873-3573</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNqFUctuFDEQtBCILIFPAPnIZRY_5uUTQlGASEFICM5W224Lr2bHE9uTiI_gn_FqNrlyaqm7qlpVRchbzvac8f7DYV9ggrnAXjCu9lywduTPyI6Pg2xkN8jnZMeYVI3iLbsgr3I-MMaEZPIluZB8VIJJuSN_r-9hWqGEONPoKVALUzBpW5QEc_aYqMHygDjXs8HZ_qYlLhRmR5eYCpgJ6bfgmpvZJ_iBjuYFbUnxiKVSfUzURgthRmonyDn4YDf5k8LdWj08rV6TFx6mjG_O85L8-nz98-prc_v9y83Vp9vGtlyUxvmxHaRVHIwTputE23ejb5nppUE79KhahQakGXvrhn5wgjPHuh6Qtci7Tl6S95vukuLdirnoY8gWpxooxjVrISUflBJyqNBug9oUc07o9ZLCEdIfzZk-NaEP-tyEPjWhtyYq7935xWqO6J5Yj9FXwMcNgNXofcCksw01XXQh1fy0i-E_L_4BCpWfQA</recordid><startdate>20200301</startdate><enddate>20200301</enddate><creator>Eliaerts, J.</creator><creator>Meert, N.</creator><creator>Dardenne, P.</creator><creator>Van Durme, F.</creator><creator>Baeten, V.</creator><creator>Samyn, N.</creator><creator>De Wael, K.</creator><general>Elsevier B.V</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20200301</creationdate><title>Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification</title><author>Eliaerts, J. ; Meert, N. ; Dardenne, P. ; Van Durme, F. ; Baeten, V. ; Samyn, N. ; De Wael, K.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c412t-df8473c91abd2b5524658f40b63bec76e949eba3b86cd767d210d056ae04e1553</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Calibration transfer</topic><topic>Cocaine</topic><topic>FT-MIR</topic><topic>Portable</topic><topic>Powder</topic><topic>SVM</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Eliaerts, J.</creatorcontrib><creatorcontrib>Meert, N.</creatorcontrib><creatorcontrib>Dardenne, P.</creatorcontrib><creatorcontrib>Van Durme, F.</creatorcontrib><creatorcontrib>Baeten, V.</creatorcontrib><creatorcontrib>Samyn, N.</creatorcontrib><creatorcontrib>De Wael, K.</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Talanta (Oxford)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Eliaerts, J.</au><au>Meert, N.</au><au>Dardenne, P.</au><au>Van Durme, F.</au><au>Baeten, V.</au><au>Samyn, N.</au><au>De Wael, K.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification</atitle><jtitle>Talanta (Oxford)</jtitle><addtitle>Talanta</addtitle><date>2020-03-01</date><risdate>2020</risdate><volume>209</volume><spage>120481</spage><epage>120481</epage><pages>120481-120481</pages><artnum>120481</artnum><issn>0039-9140</issn><eissn>1873-3573</eissn><abstract>A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening method to a reliable and straightforward classification and quantification tool for both cocaine and levamisole. However, can this tool be transferred to new (hand-held) devices, without loss of the extensive data set? The objective of this study was to perform a calibration transfer between a newly purchased bench top (BT) spectrometer and a portable (P) spectrometer with existing calibration models. Both instruments are from the same brand and have identical characteristics and acquisition parameters (FT instrument, resolution of 4 cm−1 and wavenumber range 4000 to 500 cm−1). The original SVM classification model (n = 515) and SVM quantification model (n = 378) were considered for the transfer trial.
Three calibration transfer strategies were assessed: 1) adjustment of slope and bias; 2) correction of spectra from the new instrument BT to P using Piecewise Direct Standardization (PDS) and 3) building a new mixed instrument model with spectra of both instruments. For each approach, additional cocaine powders were measured (n = 682) and the results were compared with GC-MS and GC-FID.
The development of a mixed instrument model was the most successful in terms of performance. The future strategy of a mixed model allows applying the models, developed in the laboratory, to portable instruments that are used on-site, and vice versa.
The approach offers opportunities to exchange data within a network of forensic laboratories using other FT-MIR spectrometers.
[Display omitted]
•How to prevent data loss when purchasing a new MIR instrument?•Calibration transfer of MIR spectra of powders between a portable and bench top instrument.•Comparison of three transfer strategies.•Best prediction results were obtained using mixed model approach.•The approach offers opportunities to exchange data within a network of forensic laboratories.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>31892033</pmid><doi>10.1016/j.talanta.2019.120481</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Calibration transfer Cocaine FT-MIR Portable Powder SVM |
title | Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification |
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