Decision tree scoring system to guide selection for consumer preference in sweetpotato breeding trials

dc.contributor.authorNakitto, Mariam
dc.contributor.authorSsali, Reuben T.
dc.contributor.authorJohanningsmeier, Suzanne D.
dc.contributor.authorMoyo, Mukani
dc.contributor.authorDe Kock, Henrietta Letitia
dc.contributor.authorBerget, Ingunn
dc.contributor.authorOkello, Julius J.
dc.contributor.authorMayanja, Sarah
dc.contributor.authorTinyiro, Samuel Edgar
dc.contributor.authorMendes, Thiago
dc.contributor.authorBenard, Yada
dc.contributor.authorChelengat, Doreen
dc.contributor.authorOsaru, Florence
dc.contributor.authorBugaud, Christophe
dc.date.accessioned2025-01-21T10:22:45Z
dc.date.available2025-01-21T10:22:45Z
dc.date.issued2024-06
dc.descriptionDATA AVAILABILITY STATEMENT : The data that support the findings of this study are available from the corresponding author upon reasonable request.en_US
dc.description.abstractBACKGROUND : Previously, a lexicon and protocol for quantitative descriptive analysis (QDA) was established for the Uganda sweetpotato breeding program. The implication of QDA scores for priority sensory attributes on consumer preference should be determined to interpret results efficiently and make decisions effectively. The present study aimed to develop a genderresponsive decision tree to obtain an overall sweetpotato eating quality score to facilitate demand-led targeted breeding selection. It focused on Kamuli and Hoima districts (Uganda) and uses pre-lease advanced clones (‘NKB3’, ‘NKB105’, ‘NKB135’, ‘D11’ and ‘D20’), released varieties (‘NASPOT 8’ and ‘NAROSPOT 1’) and landraces (‘Muwulu-Aduduma’, ‘Umbrella’). RESULTS : Including boiled sweetpotato sensory characteristics, namely mealy, sweet taste, sweetpotato smell, firm and not fibrous, in breeding design would benefit end-users, especially women given their role in varietal selection, food preparation and marketing. ‘D20’, ‘NASPOT 8’ and ‘NAROSPOT 1’ were most liked in both districts. ‘NKB3’ and ‘D11’ were the least liked in Hoima, whereas ‘Muwulu-Aduduma’ was the least liked in Kamuli. There was a positive correlation between color and overall liking (r2 = 0.8) and consumers liked the color (average rating ≥ 6 on a nine-point hedonic scale) of all genotypes. Threshold values (average rating on 11-point scales) for consumer acceptability were identified (sweet taste = 6, sweetpotato aroma and flavor = 6, firmness = 3, and mealiness = 4). A regression decision tree tool was created to calculate an eating quality selection index when screening lines in breeding programs using the values. CONCLUSION : Decision trees that include consumer needs and gender considerations would facilitate demand-led breeding and make varietal selection in sweetpotato breeding programs more effective.en_US
dc.description.departmentConsumer and Food Sciencesen_US
dc.description.librarianam2024en_US
dc.description.sdgSDG-02:Zero Hungeren_US
dc.description.sponsorshipBill and Melinda Gates Foundation and the European Union's Horizon 2020 Research and Innovation Programme.en_US
dc.description.urihttp://wileyonlinelibrary.com/jsfaen_US
dc.identifier.citationNakitto, M., Ssali, R.T., Johanningsmeier, S.D. et al. 2024, 'Decision tree scoring system to guide selection for consumer preference in sweetpotato breeding trials', Journal of the Science of Food and Agriculture, vol. 104, pp. 4615-4625. DOI 10.1002/jsfa.12883.en_US
dc.identifier.issn0022-5142 (print)
dc.identifier.issn1097-0010 (online)
dc.identifier.other10.1002/jsfa.12883
dc.identifier.urihttp://hdl.handle.net/2263/100215
dc.language.isoenen_US
dc.publisherWileyen_US
dc.rights© 2023 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. This is an open access article under the terms of the Creative Commons Attribution License.en_US
dc.subjectQuality controlen_US
dc.subjectEfficient breedingen_US
dc.subjectSelection indexen_US
dc.subjectRTB cropsen_US
dc.subjectQuantitative descriptive analysis (QDA)en_US
dc.subjectSweetpotato breedingen_US
dc.subjectSDG-02: Zero hungeren_US
dc.titleDecision tree scoring system to guide selection for consumer preference in sweetpotato breeding trialsen_US
dc.typeArticleen_US

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