Automatic pre‐treatment and multiblock analysis of flavor release and sensory temporal data simultaneously collected in vivo
Proton Transfer Reaction-Time-of-Flight- Mass Spectrometry (PTR-ToF-MS) is an analytical chemistry technique that can be used for measuring the concentration of volatile organic compounds directly in the subjects’ noses (nosespace, in vivo analysis) during a tasting and over time. It can be combined...
Saved in:
Published in | Journal of chemometrics Vol. 38; no. 5 |
---|---|
Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Wiley
01.05.2024
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Proton Transfer Reaction-Time-of-Flight- Mass Spectrometry (PTR-ToF-MS) is an analytical chemistry technique that can be used for measuring the concentration of volatile organic compounds directly in the subjects’ noses (nosespace, in vivo analysis) during a tasting and over time. It can be combined with temporal sensory methods such as Temporal Dominance of Sensations (TDS) or Temporal Check All That Apply (TCATA) in order to obtain simultaneous sensory and physico-chemical signals. This paper aims to provide a methodology to analyze in vivo PTR-MS and temporal sensory data and illustrate it on a real dataset. First, relevant pretreatments of PTR-MS data were established, including breathing correction, blank periods removal and standardization. Then, a statistical multiblock analysis was presented: the Regularized Generalized Canonical Correlation Analysis (RGCCA). The versality of the approach was demonstrated, as it can be used to answer most of problematics (exploratory or supervised). Finally, this methodology is illustrated on a dataset of PTR-MS and TDS or TCATA data collected simultaneously. In this study, 16 semi-trained subjects evaluated 3 chocolates in TDS and TCATA on six flavor attributes (Spicy, Cocoa, Woody, Fruity, Roasty and Dry Fruits) with 2 replicates for each sensory method. Results showed that TCATA and TDS gave similar results, but TDS was shown to slightly better preserve the PTR-MS observed product configuration than TCATA. All computing tools developed in this work are freely available. |
---|---|
AbstractList | Proton Transfer Reaction-Time-of-Flight- Mass Spectrometry (PTR-ToF-MS) is an analytical chemistry technique that can be used for measuring the concentration of volatile organic compounds directly in the subjects’ noses (nosespace, in vivo analysis) during a tasting and over time. It can be combined with temporal sensory methods such as Temporal Dominance of Sensations (TDS) or Temporal Check All That Apply (TCATA) in order to obtain simultaneous sensory and physico-chemical signals. This paper aims to provide a methodology to analyze in vivo PTR-MS and temporal sensory data and illustrate it on a real dataset. First, relevant pretreatments of PTR-MS data were established, including breathing correction, blank periods removal and standardization. Then, a statistical multiblock analysis was presented: the Regularized Generalized Canonical Correlation Analysis (RGCCA). The versality of the approach was demonstrated, as it can be used to answer most of problematics (exploratory or supervised). Finally, this methodology is illustrated on a dataset of PTR-MS and TDS or TCATA data collected simultaneously. In this study, 16 semi-trained subjects evaluated 3 chocolates in TDS and TCATA on six flavor attributes (Spicy, Cocoa, Woody, Fruity, Roasty and Dry Fruits) with 2 replicates for each sensory method. Results showed that TCATA and TDS gave similar results, but TDS was shown to slightly better preserve the PTR-MS observed product configuration than TCATA. All computing tools developed in this work are freely available. |
Author | Hélard, Cantin Peltier, Caroline Le Quéré, Jean-Luc Andriot, Isabelle Cordelle, Sylvie Schlich, Pascal Visalli, Michel Labouré, Hélène |
Author_xml | – sequence: 1 givenname: Caroline orcidid: 0000-0002-7926-955X surname: Peltier fullname: Peltier, Caroline organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 2 givenname: Michel orcidid: 0000-0002-7286-396X surname: Visalli fullname: Visalli, Michel organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 3 givenname: Hélène orcidid: 0000-0002-8173-6145 surname: Labouré fullname: Labouré, Hélène organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 4 givenname: Cantin surname: Hélard fullname: Hélard, Cantin organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 5 givenname: Isabelle orcidid: 0009-0003-6834-5806 surname: Andriot fullname: Andriot, Isabelle organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 6 givenname: Sylvie orcidid: 0000-0002-9590-0196 surname: Cordelle fullname: Cordelle, Sylvie organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 7 givenname: Jean-Luc orcidid: 0000-0003-2362-6420 surname: Le Quéré fullname: Le Quéré, Jean-Luc organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] – sequence: 8 givenname: Pascal orcidid: 0000-0001-7919-5135 surname: Schlich fullname: Schlich, Pascal organization: Centre des Sciences du Goût et de l'Alimentation [Dijon] |
BackLink | https://hal.inrae.fr/hal-03819873$$DView record in HAL |
BookMark | eNqVjDFOxDAQRS20SGQBiSNMS5HFXi_glCsE2oKSgi4anIkw2J7IdiKlQRyBM3ISdhEXoPr6_z39pVhEjiTEhZIrJeX6ylJY6c21PBKVkk1Tq7V5XohKGnNTN9roE7HM-U3KPdObSnxsx8IBi7MwJPr-_CqJsASKBTB2EEZf3Itn-76v6OfsMnAPvceJEyTyhJl-zUwxc5qhUBg4oYcOC0J2hweMxGP2M1j2nmyhDlyEyU18Jo579JnO__JUXD7cP93t6lf07ZBcwDS3jK7dbR_bwya1UY251ZPS_3F_AMSLXXI |
ContentType | Journal Article |
Copyright | Distributed under a Creative Commons Attribution 4.0 International License |
Copyright_xml | – notice: Distributed under a Creative Commons Attribution 4.0 International License |
DBID | 1XC VOOES |
DOI | 10.1002/cem.3450 |
DatabaseName | Hyper Article en Ligne (HAL) Hyper Article en Ligne (HAL) (Open Access) |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Chemistry |
EISSN | 1099-128X |
ExternalDocumentID | oai_HAL_hal_03819873v1 |
GroupedDBID | .3N .GA .Y3 05W 0R~ 10A 1L6 1OB 1OC 1XC 1ZS 31~ 33P 3SF 3WU 4.4 50Y 50Z 51W 51X 52M 52N 52O 52P 52S 52T 52U 52W 52X 53G 5GY 5VS 66C 702 7PT 8-0 8-1 8-3 8-4 8-5 8UM 930 A03 AAESR AAEVG AAHHS AAHQN AAMNL AANHP AANLZ AAONW AASGY AAXRX AAYCA AAZKR ABCQN ABCUV ABDBF ABEML ABIJN ABPVW ACAHQ ACBWZ ACCFJ ACCZN ACGFS ACIWK ACPOU ACRPL ACSCC ACUHS ACXBN ACXQS ACYXJ ADBBV ADEOM ADIZJ ADKYN ADMGS ADNMO ADOZA ADXAS ADZMN AEEZP AEIGN AEIMD AENEX AEQDE AEUYR AEYWJ AFBPY AFFNX AFFPM AFGKR AFWVQ AFZJQ AGHNM AGQPQ AGYGG AHBTC AITYG AIURR AIWBW AJBDE AJXKR ALAGY ALMA_UNASSIGNED_HOLDINGS ALUQN ALVPJ AMBMR AMYDB AQPKS ASPBG ATUGU AUFTA AVWKF AZBYB AZFZN AZVAB BAFTC BDRZF BFHJK BHBCM BMNLL BMXJE BNHUX BROTX BRXPI BY8 CS3 D-E D-F DCZOG DPXWK DR1 DR2 DRFUL DRSTM DU5 EBS EJD F00 F01 F04 F5P FEDTE G-S G.N GNP GODZA H.T H.X HF~ HGLYW HHZ HVGLF HZ~ IX1 J0M JPC KQQ LATKE LAW LC2 LC3 LEEKS LH4 LH5 LITHE LOXES LP6 LP7 LUTES LW6 LYRES MEWTI MK4 MRFUL MRSTM MSFUL MSSTM MXFUL MXSTM N04 N05 N9A NF~ NNB O66 O9- OIG P2P P2W P2X P4D PALCI PQQKQ Q.N Q11 QB0 QRW R.K RIWAO RJQFR RNS ROL RX1 RYL SAMSI SUPJJ UB1 VOOES W8V W99 WBFHL WBKPD WH7 WIB WIH WIK WJL WOHZO WQJ WRJ WXSBR WYISQ XG1 XPP XV2 ZZTAW ~IA ~WT |
ID | FETCH-hal_primary_oai_HAL_hal_03819873v13 |
ISSN | 0886-9383 |
IngestDate | Fri May 09 12:11:47 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 5 |
Keywords | TCATA TDS RGCCA Flavor release PTR-MS |
Language | English |
License | Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0 |
LinkModel | OpenURL |
MergedId | FETCHMERGED-hal_primary_oai_HAL_hal_03819873v13 |
ORCID | 0000-0002-7286-396X 0009-0003-6834-5806 0000-0001-7919-5135 0000-0002-8173-6145 0000-0002-9590-0196 0000-0002-7926-955X 0000-0003-2362-6420 0009-0003-6834-5806 0000-0001-7919-5135 0000-0002-7926-955X 0000-0002-9590-0196 0000-0002-8173-6145 0000-0002-7286-396X 0000-0003-2362-6420 |
OpenAccessLink | https://hal.inrae.fr/hal-03819873 |
ParticipantIDs | hal_primary_oai_HAL_hal_03819873v1 |
PublicationCentury | 2000 |
PublicationDate | 2024-05 |
PublicationDateYYYYMMDD | 2024-05-01 |
PublicationDate_xml | – month: 05 year: 2024 text: 2024-05 |
PublicationDecade | 2020 |
PublicationTitle | Journal of chemometrics |
PublicationYear | 2024 |
Publisher | Wiley |
Publisher_xml | – name: Wiley |
SSID | ssj0009934 |
Score | 4.787601 |
Snippet | Proton Transfer Reaction-Time-of-Flight- Mass Spectrometry (PTR-ToF-MS) is an analytical chemistry technique that can be used for measuring the concentration... |
SourceID | hal |
SourceType | Open Access Repository |
SubjectTerms | Analytical chemistry Chemical Sciences |
Title | Automatic pre‐treatment and multiblock analysis of flavor release and sensory temporal data simultaneously collected in vivo |
URI | https://hal.inrae.fr/hal-03819873 |
Volume | 38 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dSsMwFA5jXuiN-Iv_BPFGRufWput6OTbH1CFDp-xuNDNlxa4d-wO9EB_BB_JpfBJPkqZdYeL0pmuzEELPR845zZfvIHRm6QX6ZNm25oJv4NuMVIO42dRKNiHU0s0ycwXL97bUeCDXHbOTyXzOsZamE5rvvS48V_Ifq0Ib2JWfkv2DZeNBoQHuwb5wBQvDdSkbV6aTUEquDkcspi2kueOCMUjBZT3DYyJA4vrOLByJkingx0TPMWS0fMc9Uqvyc5w9mht7fAQnYOF07L_kOG5gjWRcsik382bhD9EtYGEQDni5roRN32IwFXXwUFQLilH16I0dX57UluTUmCjEmdPRdr5wk_LWFz_lZADV7kiqftUJlKZ49ElDJwmBMFk4U-tgSbMNWe8mz-Q6zYVFwbV25hdyozwHWHOhf5B6sz02yBtECt6mJbgblftuq1bvNq9ub9L_xlrcjUqz2weo8C1Wu2wZM8i9V3RIUnj9jNpdIl4GkR-ROYycvpI-LugXagIQ0PTVB3wR0LQ30HpkK1yRsNpEGRZsodWqKgC4jd5ieGGA19f7RwwsDHDBCbCwAhYOXSyBhSNgiZ4RsLACFubAwmlg4RhY2AswB9YOOq9ftqsNjb-GoRRF6S5-NcYuygZhwPYQhszE7ZnUcfVCjxiGTSH7J6UidXRi6UXC9tHp7-MdLNPpEK0lqDpC2cloyo4hdJzQE2GhbzO4eeY |
linkProvider | Wiley-Blackwell |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Automatic+pre%E2%80%90treatment+and+multiblock+analysis+of+flavor+release+and+sensory+temporal+data+simultaneously+collected+in+vivo&rft.jtitle=Journal+of+chemometrics&rft.au=Peltier%2C+Caroline&rft.au=Visalli%2C+Michel&rft.au=Labour%C3%A9%2C+H%C3%A9l%C3%A8ne&rft.au=H%C3%A9lard%2C+Cantin&rft.date=2024-05-01&rft.pub=Wiley&rft.issn=0886-9383&rft.eissn=1099-128X&rft.volume=38&rft.issue=5&rft_id=info:doi/10.1002%2Fcem.3450&rft.externalDBID=HAS_PDF_LINK&rft.externalDocID=oai_HAL_hal_03819873v1 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0886-9383&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0886-9383&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0886-9383&client=summon |