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Personalizing product sets to individual health priorities increases the healthfulness of hypothetical food choices in US adults.

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  • Additional Information
    • Source:
      Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
    • Publication Information:
      Original Publication: London : Nature Publishing Group, copyright 2011-
    • Subject Terms:
    • Abstract:
      Competing Interests: Declarations. Competing interests: The authors declare no competing interests. Ethics approval and consent to participate: The University of Nebraska-Lincoln Institutional Review Board approved the research (IRB protocol #20221122409EX). Participants completed an informed consent process before beginning the research.
      Recently, the potential for dietary personalization based on genetic/phenotypic characteristics to improve health has been studied. While promising, inputs into this biology-focused personalization process are intensive and may not align with an individual's own health priorities, which drive health behaviors. Here, we examine how personalizing food suggestions based on individuals' health priorities affects the healthiness of their food choices. We conducted a pre-registered experiment examining hypothetical food choices from three food categories in six conditions: (1) control, (2) health priority prime, (3) healthy product subset, (4) health priority prime + healthy product subset, (5) health priority prime + priority subset, and (6) health priority-based personalized product suggestions. Participants in conditions 2, 4, 5, and 6 first encountered a question asking them to select their top health priority from a list of options. In conditions 5, the subset of healthy items was described as foods beneficial for the selected health priority, while in condition 6, participants immediately saw the set of foods beneficial for the selected health priority, but had the option to see all foods instead. After making food choices, participants completed a survey with questions about the choice process, health priorities, and demographic variables. We used logistic regression to analyze the impact of condition on healthiness of food choices, and ordered logistic regression to examine the impact of condition on satisfaction with choices made. The experiment and survey were completed by 4171 adults (≥ 19 years) in the US, with the sample closely matching US distribution of age, sex, education, and income characteristics. There were no significant differences in the distribution of demographic characteristics among conditions. All intervention conditions significantly increased the likelihood that an individual chose a healthy food. However, interventions that combined priming with healthy subsets were significantly more effective than single interventions. Conditions that connected the healthy subsets to individuals' health priorities were particularly effective. The adjusted odds ratio (aOR) of selecting a healthy food was 4.77 (95% CI 4.12, 5.52) relative to the control condition when participants could view a subset described as helpful for their health priority. When people immediately viewed the personalized product set, the aOR increased to 11.67 (95% CI 0.1, 13,5). Likewise, analysis of nutrient content from food choices revealed that personalization decreased saturated fat, added sugar, and sodium and increased dietary fiber, potassium, iron, and calcium. However, product choice satisfaction was significantly lower in the personalized product set, which appears to be partially due to a tendency in this condition to forego choosing a product rather than selecting an unhealthy product. Personalization of product options based on individual health priorities should be tested in real-choice environments.
      (© 2025. The Author(s).)
    • References:
      BMJ. 2024 Feb 28;384:e077310. (PMID: 38418082)
      Appetite. 2024 Oct 1;201:107600. (PMID: 39002566)
      Appetite. 2024 Jun 1;197:107301. (PMID: 38493871)
      JAMA Netw Open. 2022 Jun 1;5(6):e2214371. (PMID: 35648401)
      Curr Atheroscler Rep. 2018 Jan 30;20(2):8. (PMID: 29383458)
      J Nutr. 2010 Feb;140(2):325-32. (PMID: 19955403)
      Int J Behav Nutr Phys Act. 2015 Jun 25;12:85. (PMID: 26109390)
      J Am Diet Assoc. 2011 Nov;111(11):1704-11. (PMID: 22027053)
      Crit Rev Food Sci Nutr. 2023;63(22):5856-5873. (PMID: 35001754)
      Appetite. 2020 Jun 1;149:104630. (PMID: 32057840)
      Adv Nutr. 2021 Jun 1;12(3):777-792. (PMID: 33330927)
      Am J Public Health. 2010 Apr;100(4):631-5. (PMID: 20167885)
      Nutrients. 2019 Sep 22;11(10):. (PMID: 31546697)
      Prev Med Rep. 2019 Jan 31;13:298-305. (PMID: 30792944)
      Eur J Nutr. 2018 Aug;57(5):1761-1770. (PMID: 28447202)
      Appetite. 2021 Jan 1;156:104958. (PMID: 32919023)
      Nutrients. 2012 Dec 19;4(12):2097-120. (PMID: 23363999)
      Am J Prev Med. 2006 Jan;30(1):38-44. (PMID: 16414422)
      Curr Opin Clin Nutr Metab Care. 2023 Jan 1;26(1):8-16. (PMID: 36102345)
      JAMA Neurol. 2023 Feb 1;80(2):142-150. (PMID: 36469335)
      Nutr Metab Cardiovasc Dis. 2022 Sep;32(9):2041-2051. (PMID: 35843795)
      Lancet. 2019 May 11;393(10184):1958-1972. (PMID: 30954305)
      Br J Nutr. 2014 May 28;111(10):1713-26. (PMID: 24621991)
      PLoS One. 2018 Dec 12;13(12):e0207792. (PMID: 30540771)
      Proc Natl Acad Sci U S A. 2018 Jan 30;115(5):957-961. (PMID: 29339511)
      Appetite. 2020 Dec 1;155:104844. (PMID: 32810573)
      Public Health Nutr. 2021 Sep;24(13):3986-4000. (PMID: 33843564)
      NCHS Data Brief. 2018 Jul;(313):1-8. (PMID: 30044214)
      Neurosci Lett. 2016 Jun 20;625:56-63. (PMID: 26868600)
      Br J Nutr. 2021 Feb 14;125(3):308-318. (PMID: 32792031)
      N Engl J Med. 2017 Jul 6;377(1):13-27. (PMID: 28604169)
      Nature. 2014 Jan 23;505(7484):559-63. (PMID: 24336217)
      BMJ. 2013 May 23;346:f2907. (PMID: 23704170)
      Front Nutr. 2024 Sep 25;11:1454271. (PMID: 39385788)
      Nutrients. 2020 Nov 13;12(11):. (PMID: 33202916)
      Psychol Sci. 2015 Feb;26(2):122-34. (PMID: 25515527)
      Am J Clin Nutr. 2010 Nov;92(5):1181-8. (PMID: 20720258)
      Public Health Nutr. 2022 Feb 21;:1-10. (PMID: 35184793)
      Health Psychol. 2017 Jan;36(1):82-90. (PMID: 27631308)
      Exp Biol Med (Maywood). 2021 Apr;246(7):796-811. (PMID: 33641478)
      Nutrients. 2024 May 12;16(10):. (PMID: 38794692)
      Appetite. 2023 Sep 1;188:106634. (PMID: 37356578)
      Am J Prev Med. 2019 Feb;56(2):300-314. (PMID: 30573335)
      Am J Public Health. 2015 May;105(5):e11-24. (PMID: 25790388)
      Int J Obes (Lond). 2011 Aug;35(8):1063-70. (PMID: 21042327)
      JAMA Netw Open. 2022 Jun 1;5(6):e2215276. (PMID: 35648398)
      Nutrients. 2020 May 02;12(5):. (PMID: 32370277)
      Appetite. 2015 Dec;95:9-16. (PMID: 26119808)
      Curr Opin Clin Nutr Metab Care. 2022 Nov 1;25(6):443-450. (PMID: 36102353)
      Wiley Interdiscip Rev Cogn Sci. 2014 Jul;5(4):463-475. (PMID: 26308656)
      PLoS One. 2019 Oct 15;14(10):e0223098. (PMID: 31613889)
      Nutrients. 2021 May 25;13(6):. (PMID: 34070408)
      Adv Nutr. 2021 Jun 1;12(3):657-669. (PMID: 33313795)
      Appetite. 2017 Jun 1;113:155-161. (PMID: 28235618)
      Am J Med. 2022 Aug;135(8):e257-e262. (PMID: 35367443)
      J Acad Nutr Diet. 2015 Jan;115(1):50-63. (PMID: 25088521)
      J Am Coll Health. 2008 Mar-Apr;56(5):579-84. (PMID: 18400672)
      J Neurosci. 2011 Jul 27;31(30):11077-87. (PMID: 21795556)
      JAMA. 2018 Apr 10;319(14):1444-1472. (PMID: 29634829)
      Int J Behav Nutr Phys Act. 2022 Mar 31;19(1):38. (PMID: 35361251)
      Nutrients. 2022 Jun 03;14(11):. (PMID: 35684141)
      Appetite. 2023 Aug 1;187:106596. (PMID: 37169259)
      Appetite. 2023 Feb 1;181:106399. (PMID: 36460120)
      Appetite. 2000 Jun;34(3):269-75. (PMID: 10888290)
      Health Aff (Millwood). 2015 Nov;34(11):1893-900. (PMID: 26526247)
      Front Nutr. 2022 Jul 07;9:926643. (PMID: 35873442)
      J Acad Nutr Diet. 2014 Sep;114(9):1375-1388.e15. (PMID: 25037558)
      JAMA Netw Open. 2022 Mar 1;5(3):e225012. (PMID: 35357453)
      J Intern Med. 2021 Sep;290(3):549-566. (PMID: 34423871)
      Cell Metab. 2019 Jul 2;30(1):226. (PMID: 31269427)
      Int J Behav Nutr Phys Act. 2018 Jul 9;15(1):66. (PMID: 29986712)
      Appetite. 2017 Jun 1;113:310-319. (PMID: 28263775)
      Prev Med Rep. 2017 Mar 23;6:246-250. (PMID: 28377852)
      Cell Host Microbe. 2018 Jun 13;23(6):705-715. (PMID: 29902436)
      Int J Obes (Lond). 2014 Apr;38(4):597-602. (PMID: 23887063)
      BMC Public Health. 2018 Jul 20;18(1):899. (PMID: 30029600)
      Exp Gerontol. 2012 May;47(5):353-60. (PMID: 22386581)
      BMJ Open. 2013 Dec 05;3(12):e004277. (PMID: 24309174)
      Nutrients. 2017 Sep 30;9(10):. (PMID: 28973989)
      Appetite. 2019 Oct 1;141:104320. (PMID: 31202919)
    • Grant Information:
      58-3060-2-040 Agricultural Research Service
    • Publication Date:
      Date Created: 20250307 Date Completed: 20250512 Latest Revision: 20250512
    • Publication Date:
      20250512
    • Accession Number:
      PMC11889152
    • Accession Number:
      10.1038/s41598-025-92784-1
    • Accession Number:
      40055447