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Data-science based analysis of perceptual spaces of odors in olfactory loss

  • Diminished sense of smell impairs the quality of life but olfactorily disabled people are hardly considered in measures of disability inclusion. We aimed to stratify perceptual characteristics and odors according to the extent to which they are perceived differently with reduced sense of smell, as a possible basis for creating olfactory experiences that are enjoyed in a similar way by subjects with normal or impaired olfactory function. In 146 subjects with normal or reduced olfactory function, perceptual characteristics (edibility, intensity, irritation, temperature, familiarity, hedonics, painfulness) were tested for four sets of 10 different odors each. Data were analyzed with (i) a projection based on principal component analysis and (ii) the training of a machine-learning algorithm in a 1000-fold cross-validated setting to distinguish between olfactory diagnosis based on odor property ratings. Both analytical approaches identified perceived intensity and familiarity with the odor as discriminating characteristics between olfactory diagnoses, while evoked pain sensation and perceived temperature were not discriminating, followed by edibility. Two disjoint sets of odors were identified, i.e., d = 4 “discriminating odors” with respect to olfactory diagnosis, including cis-3-hexenol, methyl salicylate, 1-butanol and cineole, and d = 7 “non-discriminating odors”, including benzyl acetate, heptanal, 4-ethyl-octanoic acid, methional, isobutyric acid, 4-decanolide and p-cresol. Different weightings of the perceptual properties of odors with normal or reduced sense of smell indicate possibilities to create sensory experiences such as food, meals or scents that by emphasizing trigeminal perceptions can be enjoyed by both normosmic and hyposmic individuals.

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Author:Jörn LötschORCiDGND, Alfred UltschGND, Antje HähnerORCiDGND, Vivien Willgeroth, Moustafa BensafiORCiD, Andrea ZalianiORCiD, Thomas HummelORCiDGND
URN:urn:nbn:de:hebis:30:3-720634
DOI:https://doi.org/10.1038/s41598-021-89969-9
ISSN:2045-2322
Parent Title (English):Scientific reports
Publisher:Macmillan Publishers Limited, part of Springer Nature
Place of publication:[London]
Document Type:Article
Language:English
Date of Publication (online):2021/05/19
Date of first Publication:2021/05/19
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Release Date:2023/03/21
Tag:Nutrition; Olfactory system
Volume:11
Issue:art. 10595
Article Number:10595
Page Number:14
First Page:1
Last Page:14
Note:
Open Access funding enabled and organized by Projekt DEAL. This work has been funded by the Landesoffensive zur Entwicklung wissenschaftlich-ökonomischer Exzellenz (LOEWE), LOEWE-Zentrum für Translationale Medizin und Pharmakologie (JL). The project itself was funded by a grant from the Deutsche Forschungsgemeinschaft to TH and MB (DFG Hu 441 18-1).
HeBIS-PPN:50849141X
Institutes:Medizin
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit
Sammlungen:Universitätspublikationen
Licence (German):License LogoCreative Commons - CC BY - Namensnennung 4.0 International