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Grant support

The following funding bodies contributed to study concept and design, research, and data collection for the PREDIMED-Plus study. The PREDIMED-Plus trial was supported by the European Research Council (Advanced Research grant 2014-2019; agreement #340918; granted to M.A.M-G.); the official Spanish institutions for funding scientific biomedical research, CIBER Fisiopatologia de la Obesidad y Nutricion (CIBEROBN) and Instituto de Salud Carlos III (ISCIII) through the Fondo de Investigacion para la Salud (FIS) which is co-funded by the European Regional Development Fund (coordinated FIS projects led by J.S-S. and J.V., including the following projects: PI13/00673, PI13/00492, PI13/00272, PI13/01123, PI13/00462, PI13/00233, PI13/02184, PI13/00728, PI13/01090, PI13/01056, PI14/01722, PI14/00636, PI14/00618, PI14/00696, PI14/01206, PI14/01919, PI14/00853, PI14/01374, PI14/00972, PI14/00728, PI14/01471, PI16/00473, PI16/00662, PI16/01873, PI16/01094, PI16/00501, PI16/00533, PI16/00381, PI16/00366, PI16/01522, PI16/01120, PI17/00764, PI17/01183, PI17/00855, PI17/01347, PI17/00525, PI17/01827, PI17/00532, PI17/00215, PI17/01441, PI17/00508, PI17/01732, PI17/00926, PI19/00957, PI19/00386, PI19/00309, PI19/01032, PI19/00576, PI19/00017, PI19/01226, PI19/00781, PI19/01560, PI19/01332), and the Especial Action Project "Implementacion y evaluacion de una intervencion intensiva sobre la actividad fisica Cohorte PREDIMED-Plus" (J.S-S.); the Recercaixa (grant number 2013ACUP00194) (J.S-S.). Moreover, J.S-S. gratefully acknowledges the financial support by ICREA under the ICREA Academia program; the SEMERGEN grant; Department of Health of the Government of Navarra (61/2015), the Fundacio La Marato de TV (Ref. 201630.10); the AstraZeneca Young Investigators Award in Category of Obesity and T2D 2017 (D.R.); grants from the Consejeria de Salud de la Junta de Andalucia (PI0458/2013; PS0358/2016; PI0137/2018), the PROMETEO/2017/017 grant from the Generalitat Valenciana, the SEMERGEN grant; grant of support to research groups 35/2011 (Balearic Islands Government; FEDER funds) (J.A.T.). J.K. was financially supported by the Juan de la Cierva-Incorporacion research grant (IJC2019-042420-I) of the Spanish Ministry of Economy, Industry and Competitiveness and the European Social Funds. The following funding bodies contributed to data preparation and analysis, bibliographic research, and manuscript writing. The METHYL-UP project was supported by the Spanish Ministry of Science and Innovation (RTI2018-095569-B-I00, Programa de Proyectos Orientados a los Retos de la Sociedad "Projects Toward Society Challenges Program"). R.S.-C. acknowledges financial support from the Juan de la Cierva Program Training Grants of the Spanish State Research Agency of the Spanish Ministerio de Ciencia e Innovacion y Ministerio de Universidades (FJC2018-038168-I). C.M.-P. was financially supported by a joint grant from the Community of Madrid and the European Social Fund (PEJD-2019-POST/SAL-15892). C. C.-M. was financially supported by the Formacion de Personal Investigador (FPI) grant from the Spanish Ministerio de Ciencia, Innovacion y Universidades (PRE2019-087643).

Analysis of institutional authors

Salas-Salvado, JAuthorBabio, NAuthorMartinez, MaAuthor

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January 31, 2022
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Article

Integrative development of a short screening questionnaire of highly processed food consumption (sQ-HPF)

Publicated to:International Journal Of Behavioral Nutrition And Physical Activity. 19 (1): 6-6 - 2022-12-01 19(1), DOI: 10.1186/s12966-021-01240-6

Authors: Martinez-Perez, Celia; Daimiel, Lidia; Climent-Mainar, Cristina; Angel Martinez-Gonzalez, Miguel; Salas-Salvado, Jordi; Corella, Dolores; Schroder, Helmut; Alfredo Martinez, Jose; Alonso-Gomez, Angel M; Warnberg, Julia; Vioque, Jesus; Romaguera, Dora; Lopez-Miranda, Jose; Estruch, Ramon; Tinahones, Francisco J; Lapetra, Jose; Serra-Majem, Lluis; Bueno-Cavanillas, Aurora; Tur, Josep A; Martin Sanchez, Vicente; Pinto, Xavier; Delgado-Rodriguez, Miguel; Matia-Martin, Pilar; Vidal, Josep; Vazquez, Clotilde; Ros, Emilio; Basterra, Javier; Babio, Nancy; Guillem-Saiz, Patricia; Dolores Zomeno, Maria; Abete, Itziar; Vaquero-Luna, Jessica; Javier Baron-Lopez, Francisco; Gonzalez-Palacios, Sandra; Konieczna, Jadwiga; Garcia-Rios, Antonio; Rosa Bernal-Lopez, Maria; Manuel Santos-Lozano, Jose; Bes-Rastrollo, Maira; Khoury, Nadine; Saiz, Carmen; Alejandra Perez-Vega, Karla; Angeles Zulet, Maria; Tojal-Sierra, Lucas; Vazquez Ruiz, Zenaida; Angeles Martinez, Maria; Malcampo, Mireia; Ordovas, Jose M; San-Cristobal, Rodrigo

Affiliations

Bioaraba Health Research Institute, Osakidetza Basque Health Service, Araba University Hospital, University of the Basque Country UPV/EHU, 01009, Vitoria-Gasteiz, Spain. - Author
Biomedical Research Centre for Diabetes and Metabolic Diseases Network (CIBERDEM), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain. - Author
Biomedical Research Centre for Obesity Physiopathology and Nutrition Network (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain. - Author
Blanquerna Ramon Llull Univ, Sch Hlth Sci, Barcelona 08001, Spain - Author
Cardiometabolic Nutrition Group, IMDEA Food, CEI UAM + CSIC, 28049, Madrid, Spain. - Author
Cardiovascular Risk and Nutrition Research Group (CARIN), Hospital del Mar Medical Research Institute (IMIM), 08003, Barcelona, Spain. - Author
CEI UAM CSIC, IMDEA Food, Cardiometab Nutr Grp, Madrid 28049, Spain - Author
CEI UAM CSIC, Nutr Genom & Epigen Grp, IMDEA Food, Precis Nutr & Obes Program, Ctra Cantoblanco 8, Madrid 28049, Spain - Author
Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, 28029, Madrid, Spain. - Author
Complejo Hosp Navarra, Dept Endocrinol & Nutr, Pamplona 31008, Spain - Author
Departamento de Ciencias de la Salud, Centro de Estudios Avanzados en Olivar y Aceites de Oliva, Universidad de Jaén, 23071, Jaén, Spain. - Author
Department of Endocrinology and Nutrition, Complejo Hospitalario de Navarra, 31008, Pamplona, Spain. - Author
Department of Endocrinology and Nutrition, Hospital Fundación Jimenez Díaz, Instituto de Investigaciones Biomédicas IISFJD, University Autónoma, 28015, Madrid, Spain. - Author
Department of Endocrinology and Nutrition, Instituto de Investigación Sanitaria Hospital Clínico San Carlos (IdISSC), 28040, Madrid, Spain. - Author
Department of Endocrinology, Instituto de Investigación Biomédica de Málaga (IBIMA), Virgen de la Victoria Hospital, University of Málaga, 29016, Málaga, Spain. - Author
Department of Family Medicine, Research Unit, Distrito Sanitario Atención Primaria Sevilla, 41013, Sevilla, Spain. - Author
Department of Internal Medicine, IDIBAPS, Hospital Clinic, University of Barcelona, 08007, Barcelona, Spain. - Author
Department of Nursing, School of Health Sciences, University of Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), 29016, Málaga, Spain. - Author
Department of Nutrition, Food Sciences and Physiology, University of Navarra, 31009, Pamplona, Spain. - Author
Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA. - Author
Department of Preventive Medicine and Public Health, University of Granada, 18011, Granada, Spain. - Author
Department of Preventive Medicine and Public Health, University of Navarra, IdiSNA, 31009, Pamplona, Spain. - Author
Department of Preventive Medicine, University of Valencia, 46010, Valencia, Spain. - Author
Department of Public Health, University of Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), 29016, Málaga, Spain. - Author
Dept Family Med, Res Unit, Dist Sanitario Atenc Primaria Sevilla, Seville 41013, Spain - Author
Endocrinology and Nutrition Service, IDIBAPS, Hospital Clinic, University of Barcelona, 08007, Barcelona, Spain. - Author
Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA 02115 USA - Author
Hosp del Mar Med Res Inst IMIM, Cardiovasc Risk & Nutr Res Grp CARIN, Barcelona 08003, Spain - Author
Hosp Univ Bellvitge, Lipids & Vasc Risk Unit, Internal Med, Barcelona 08907, Spain - Author
Human Nutrition Unit, Institut d'Investigació Sanitària Pere Virgili (IISPV), 43204, Reus, Spain. - Author
IDISBA, Palma De Mallorca 07122, Spain - Author
Inst Invest Sanitaria & Biomed Alicante ISABIAL U, Alicante 03010, Spain - Author
Inst Invest Sanitaria Hosp Clin San Carlos IdISSC, Dept Endocrinol & Nutr, Madrid 28040, Spain - Author
Inst Invest Sanitaria Pere Virgili IISPV, Human Nutr Unit, Reus 43204, Spain - Author
Inst Salud Carlos III ISCIII, Biomed Res Ctr Diabet & Metab Dis Network CIBERDE, Madrid 28029, Spain - Author
Inst Salud Carlos III ISCIII, Biomed Res Ctr Obes Physiopathol & Nutr Network C, Madrid 28029, Spain - Author
Inst Salud Carlos III, Ctr Invest Biomed Red Epidemiol & Salud Publ CIBE, Madrid 28029, Spain - Author
Institute of Biomedicine (IBIOMED), University of León, 24071, León, Spain. - Author
Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL-UMH), 03010, Alicante, Spain. - Author
Internal Medicine Department, Regional University Hospital of Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), 29010, Málaga, Spain. - Author
Lipids and Atherosclerosis Unit, Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, 14017, Córdoba, Spain. - Author
Lipids and Vascular Risk Unit, Internal Medicine, Hospital Universitario de Bellvitge, Hospitalet de Llobregat, 08907, Barcelona, Spain. - Author
Nutrition and Genomics Laboratory, JM_USDA Human Nutrition Research Center on Aging, Tufts University, Boston, MA, 02155, USA. - Author
Nutritional Genomics and Epigenomics Group, Precision Nutrition and Obesity Program, IMDEA Food, CEI UAM + CSIC, Ctra. Cantoblanco, 8, 28049, Madrid, Spain. - Author
Nutritional Genomics and Epigenomics Group, Precision Nutrition and Obesity Program, IMDEA Food, CEI UAM + CSIC, Ctra. Cantoblanco, 8, 28049, Madrid, Spain. lidia.daimiel@imdea.org. - Author
Reg Univ Hosp Malaga, Inst Invest Biomed Malaga IBIMA, Internal Med Dept, Malaga 29010, Spain - Author
Research Group on Community Nutrition & Oxidative Stress, University of Balearic Islands-IUNICS & IDISBA, 07122, Palma de Mallorca, Spain. - Author
Research Group on Nutritional Epidemiology & Cardiovascular Physiopathology (NUTRECOR), Health Research Institute of the Balearic Islands (IdISBa), University Hospital Son Espases (HUSE), 07120, Palma de Mallorca, Spain. - Author
Research Institute of Biomedical and Health Sciences (IUIBS), University of Las Palmas de Gran Canaria, Preventive Medicine Service, Centro Hospitalario Universitario Insular Materno Infantil (CHUIMI), Canarian Health Service, 35016, Las Palmas, Spain. - Author
School of Health Sciences, Blanquerna-Ramon Llull University, 08001, Barcelona, Spain. - Author
Tufts Univ, JM USDA Human Nutr Res Ctr Aging, Nutr & Genom Lab, Boston, MA 02155 USA - Author
Unitat de Nutrició Humana, Departament de Bioquímica i biotecnologia, Universitat Rovira i Virgili, 43201, Reus, Spain. - Author
Univ Autonoma, Hosp Fdn Jimenez Diaz, Inst Invest Biomed IISFJD, Dept Endocrinol & Nutr, Madrid 28015, Spain - Author
Univ Balearic Isl IUNICS, Res Grp Community Nutr & Oxidat Stress, Palma De Mallorca 07122, Spain - Author
Univ Barcelona, Hosp Clin, Dept Internal Med, IDIBAPS, Barcelona 08007, Spain - Author
Univ Barcelona, Hosp Clin, Endocrinol & Nutr Serv, IDIBAPS, Barcelona 08007, Spain - Author
Univ Basque Country UPV EHU, Araba Univ Hosp, Bioaraba Hlth Res Inst, Osakidetza Basque Hlth Serv, Vitoria 01009, Spain - Author
Univ Cordoba, Reina Sofia Univ Hosp, Maimonides Biomed Res Inst Cordoba IMIBIC, Dept Internal Med,Lipids & Atherosclerosis Unit, Cordoba 14017, Spain - Author
Univ Granada, Dept Prevent Med & Publ Hlth, Granada 18011, Spain - Author
Univ Hosp Son Espases HUSE, Hlth Res Inst Balearic Isl IdISBa, Res Grp Nutr Epidemiol & Cardiovasc Physiopathol, Palma De Mallorca 07120, Spain - Author
Univ Jaen, Ctr Estudios Avanzados Olivar & Aceites Oliva, Dept Ciencias Salud, Jaen 23071, Spain - Author
Univ Las Palmas Gran Canaria, Ctr Hosp Univ Insular Materno Infantil CHUIMI, Res Inst Biomed & Hlth Sci IUIBS, Prevent Med Serv, Las Palmas Gran Canaria 35016, Spain - Author
Univ Leon, Inst Biomed IBIOMED, Leon 24071, Spain - Author
Univ Malaga, Inst Invest Biomed Malaga IBIMA, Dept Publ Hlth, Malaga 29016, Spain - Author
Univ Malaga, Sch Hlth Sci, Inst Invest Biomed Malaga IBIMA, Dept Nursing, Malaga 29016, Spain - Author
Univ Malaga, Virgen de la Victoria Hosp, Inst Invest Biomed Malaga IBIMA, Dept Endocrinol, Malaga 29016, Spain - Author
Univ Navarra, Dept Nutr Food Sci & Physiol, Pamplona 31009, Spain - Author
Univ Navarra, Dept Prevent Med & Publ Hlth, IDISNA, Pamplona 31009, Spain - Author
Univ Rovira & Virgili, Dept Bioquim & Biotecnol, Unitat Nutr Humana, Reus 43201, Spain - Author
Univ Valencia, Dept Prevent Med, Valencia 46010, Spain - Author
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Abstract

Recent lifestyle changes include increased consumption of highly processed foods (HPF), which has been associated with an increased risk of non-communicable diseases (NCDs). However, nutritional information relies on the estimation of HPF consumption from food-frequency questionnaires (FFQ) that are not explicitly developed for this purpose. We aimed to develop a short screening questionnaire of HPF consumption (sQ-HPF) that integrates criteria from the existing food classification systems.Data from 4400 participants (48.1% female and 51.9% male, 64.9 ± 4.9 years) of the Spanish PREDIMED-Plus ("PREvention with MEDiterranean DIet") trial were used for this analysis. Items from the FFQ were classified according to four main food processing-based classification systems (NOVA, IARC, IFIC and UNC). Participants were classified into tertiles of HPF consumption according to each system. Using binomial logistic regression, food groups associated with agreement in the highest tertile for at least two classification systems were chosen as items for the questionnaire. ROC analysis was used to determine cut-off points for the frequency of consumption of each item, from which a score was calculated. Internal consistency of the questionnaire was assessed through exploratory factor analysis (EFA) and Cronbach's analysis, and agreement with the four classifications was assessed with weighted kappa coefficients.Regression analysis identified 14 food groups (items) associated with high HPF consumption for at least two classification systems. EFA showed that items were representative contributors of a single underlying factor, the "HPF dietary pattern" (factor loadings around 0.2). We constructed a questionnaire asking about the frequency of consumption of those items. The threshold frequency of consumption was selected using ROC analysis. Comparison of the four classification systems and the sQ-HPF showed a fair to high agreement. Significant changes in lifestyle characteristics were detected across tertiles of the sQ-HPF score. Longitudinal changes in HPF consumption were also detected by the sQ-HPF, concordantly with existing classification systems.We developed a practical tool to measure HPF consumption, the sQ-HPF. This may be a valuable instrument to study its relationship with NCDs.Retrospectively registered at the International Standard Randomized Controlled Trial Registry ( ISRCTN89898870 ) on July 24, 2014.© 2022. The Author(s).

Keywords

adherencedietfood processing-based classificationhealthhighly processed foodimpactnovanutritionobesitypopulationpredimed-plusquestionnaireusvalidationDietDiet, mediterraneanFast foodsFemaleFood handlingFood processing-based classificationFrequency questionnaireHighly processed foodHumansMaleNoncommunicable diseasesNovaPredimed-plusQuestionnaireSurveys and questionnairesUltra-processed food

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal International Journal Of Behavioral Nutrition And Physical Activity due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2022, it was in position 4/79, thus managing to position itself as a Q1 (Primer Cuartil), in the category Physiology. Notably, the journal is positioned above the 90th percentile.

From a relative perspective, and based on the normalized impact indicator calculated from World Citations provided by WoS (ESI, Clarivate), it yields a value for the citation normalization relative to the expected citation rate of: 1.2. This indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: ESI Nov 14, 2024)

This information is reinforced by other indicators of the same type, which, although dynamic over time and dependent on the set of average global citations at the time of their calculation, consistently position the work at some point among the top 50% most cited in its field:

  • Weighted Average of Normalized Impact by the Scopus agency: 1.77 (source consulted: FECYT Feb 2024)
  • Field Citation Ratio (FCR) from Dimensions: 6.29 (source consulted: Dimensions Aug 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-08-04, the following number of citations:

  • WoS: 13
  • Scopus: 11
  • Europe PMC: 1

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-08-04:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 140.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 172 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 21.45.
  • The number of mentions on the social network Facebook: 1 (Altmetric).
  • The number of mentions on the social network X (formerly Twitter): 17 (Altmetric).

It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

  • The work has been submitted to a journal whose editorial policy allows open Open Access publication.
  • Assignment of a Handle/URN as an identifier within the deposit in the Institutional Repository: http://hdl.handle.net/20.500.11797/imarina9243776

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Granada; United States of America.

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: Last Author (Khoury, N).