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Gaston SA, Kendrick KN, Ogbenna BT, Sandler DP, Stanford FC, Jackson CL. Agreement between self-reported and measured weight, height, and derived BMI by educational attainment across racial and ethnic groups of US women. Int J Obes (Lond) 2025:10.1038/s41366-025-01784-8. [PMID: 40229387 DOI: 10.1038/s41366-025-01784-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Revised: 03/25/2025] [Accepted: 04/01/2025] [Indexed: 04/16/2025]
Abstract
OBJECTIVE Underreporting of weight and overreporting of height is consistently shown among women, thereby reducing accuracy of estimation of body mass index-and thus obesity-in epidemiologic studies that rely on self-reported data. Additionally, misreporting has been shown to differ by socioeconomic status and race and ethnicity, which can result in differential misclassification and bias that can obfuscate associations with obesity across groups in multiethnic and socioeconomically varying populations. Therefore, we sought to assess agreement between self-reported and objectively measured weight, height, and derived body mass index (BMI) across levels of educational attainment within racial and ethnic groups in a population-based cohort of US women. METHODS Among self-identified White, Black, and Latina women enrolled in the Sister Study (2003-2009), we assessed mean differences in self-reported vs. objectively measured weight, height, and derived BMI. Using adjusted linear and multinomial logistic regression, we compared measurement error among participants reporting some college/vocational school or ≥college vs. ≤high school. We assessed BMI agreement using Bland-Altman plots and weighted kappa (k) statistics. RESULTS Among 18,638 participants (age: mean ± standard deviation = 56 ± 9.0 years), 84% identified as White, 10% Black, and 5% Latina. Approximately half (49%) attained a college education. Weight and height were generally underreported. Higher underreporting of weight among participants with ≥college vs. ≤high school was of larger magnitude among Black and Latina vs. White participants. Bland-Altman results revealed that agreement in continuous BMI was good among White participants but generally fair among Black and Latina participants. Categorical BMI agreement was consistently high with minor variation by race and ethnicity and educational attainment (weighted k range = 0.92-0.93). CONCLUSIONS Despite higher measurement error in weight among Black and Latina participants with ≥college education, self-reported and objectively measured BMI categories showed high agreement across groups. Results support the utility of self-reported data that reliably estimate BMI category across socioeconomic, racial, and ethnic groups in this cohort.
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Affiliation(s)
- Symielle A Gaston
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA
| | - Karla N Kendrick
- Winchester Hospital Weight Management Center, Beth Israel Lahey Health, Woburn, MA, USA
| | - Bethany T Ogbenna
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA
| | - Dale P Sandler
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA
| | - Fatima Cody Stanford
- Massachusetts General Hospital, MGH Weight Center, Department of Medicine-Division of Endocrinology-Neuroendocrine, Department of Pediatrics-Division of Endocrinology, Boston, MA, USA
| | - Chandra L Jackson
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC, USA.
- Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, Bethesda, MD, USA.
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Smith CE, O'Neil PM. Prevalence of Obesity Among Electronic Cigarette and Tobacco Users in the United States: Results from the 2018 Wave of the Behavioral Risk Factor Surveillance System. Subst Use Misuse 2024; 59:1481-1487. [PMID: 38803011 DOI: 10.1080/10826084.2024.2354787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Objective: Tobacco use and obesity are leading causes of preventable death in the U.S. E-cigarette use is on the rise; however, obesity prevalence among e-cigarette users is unknown. The present study characterized obesity prevalence among e-cigarette and tobacco users in a national sample of U.S. adults. Method: Data were obtained from the 2018 Behavioral Risk Factor Surveillance System. Approximately 249,726 participants provided data on e-cigarette and tobacco use, height, weight, and demographics, and were categorized as follows: Ever vaped, ever smoked; Ever vaped, never smoked; Never vaped, ever smoked; Never vaped, never smoked. Results: Obesity prevalence (BMI ≥30 kg/m2) differed significantly across groups: 33.0% (ever vaped, ever smoked); 27.7% (ever vaped, never smoked); 33.1% (never vaped, ever smoked); 32.1% (never vaped, never smoked), p < .001. Groups also differed demographically. Logistic regressions adjusted for demographics revealed subjects in the never vaped, ever smoked group were significantly more likely to have obesity relative to those in the never vaped, never smoked group (p < 0.001) with vaping status having no main effect. Secondary analyses using never smokers as the reference found current smokers were less likely to have obesity and former smokers were more likely to have obesity, p < .001. Discussion: The present study is the first to characterize U.S. obesity prevalence among e-cigarette and tobacco users. Obesity prevalence was lower in the ever vaped, never smoked group; however, this finding appears to be attributable to demographic variables. As e-cigarette use becomes more common, future research should examine the development and maintenance of obesity among users.
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Affiliation(s)
- Caitlin E Smith
- Department of Psychiatry and Behavioral Sciences, Weight Management Center, Medical University of South Carolina, Charleston, South Carolina, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut, USA
| | - Patrick M O'Neil
- Department of Psychiatry and Behavioral Sciences, Weight Management Center, Medical University of South Carolina, Charleston, South Carolina, USA
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Fujioka K, Fujioka J, Mafong K, Wetherhold N, Kim S, Rasul A, Lopez A, Cummins K. Home access to a weight scale in the Hispanic/Latino population attending a community-based free clinic. Obes Sci Pract 2024; 10:e711. [PMID: 38263995 PMCID: PMC10804337 DOI: 10.1002/osp4.711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 09/01/2023] [Accepted: 09/12/2023] [Indexed: 01/25/2024] Open
Abstract
Background Daily weighing has been shown to help with weight management. In primary care, the majority of virtual visits will ask patients about their weight. However, little is known about whether patients, especially those in the Hispanic/Latino population, have access to a weight scale. Our aim was to determine scale access and perceived height and weight in the Hispanic/Latino population attending a volunteer, no cost, community clinic. Methods Questionnaires were issued to patients attending the community clinic and a comparator group attending a medically insured primary care practice. Results Only 52% of the Hispanic/Latino patients attending the community clinic had access to a scale compared with 85% of patients in the primary care office. Patients underreported weight and overreported height leading to underreporting body mass index by 0.6 ± 3.2 kg/m2. Conclusions Healthcare providers who care for uninsured Hispanic/Latino patients in community clinics may need to be aware that patients may not have access to a scale.
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Affiliation(s)
- Ken Fujioka
- Division of Diabetes and EndocrinologyScripps ClinicSan DiegoCaliforniaUSA
| | - Jacob Fujioka
- St. Leo Medical and Dental ClinicSolana BeachCaliforniaUSA
| | - Kaley Mafong
- St. Leo Medical and Dental ClinicSolana BeachCaliforniaUSA
| | | | - Sally Kim
- Department of Internal MedicineScripps ClinicLa JollaCaliforniaUSA
| | - Amin Rasul
- St. Leo Medical and Dental ClinicSolana BeachCaliforniaUSA
| | - Alyssa Lopez
- Department of Data Science and OperationsUniversity of Southern CaliforniaMarshall School of BusinessLos AngelesCaliforniaUSA
| | - Kevin Cummins
- Department of Public HealthCalifornia State University, FullertonFullertonCaliforniaUSA
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Martín-Rodríguez A, Bustamante-Sánchez Á, Martínez-Guardado I, Navarro-Jiménez E, Plata-SanJuan E, Tornero-Aguilera JF, Clemente-Suárez VJ. Infancy Dietary Patterns, Development, and Health: An Extensive Narrative Review. CHILDREN 2022; 9:children9071072. [PMID: 35884056 PMCID: PMC9319947 DOI: 10.3390/children9071072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 07/03/2022] [Accepted: 07/16/2022] [Indexed: 11/27/2022]
Abstract
Correct dietary patterns are important for a child’s health from birth to adulthood. Understanding a child’s health as a state of entire physical, mental, and social well-being is essential. However, reaching adulthood in a complete health proper state is determined by feeding and dietary habits during preconception, pregnancy, or children infancy. Different factors, such as the mother’s lifestyle, culture, or socioeconomic status, are crucial during all these phases. In this review, we aimed to assess the long-term associations between infancy dietary patterns and health and their influence on development and growth. To reach this objective, a consensus critical review was carried out using primary sources such as scientific articles, and secondary bibliographic indexes, databases, and web pages. PubMed, SciELO, and Google Scholar were the tools used to complete this research. We found that high-income countries promote high-calorie foods and, consequently, obesity problems among children are rising. However, undernutrition is a global health issue concerning children in low- and middle-income countries; thus, parental socioeconomic status in early life is essential to children’s health and development, showing that biological, social, and environmental influences are increased risk factors for chronic diseases. This narrative review is aimed to collect evidence for early nutritional intervention and future disease prevention.
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Affiliation(s)
| | - Álvaro Bustamante-Sánchez
- Faculty of Sports Sciences, Universidad Europea de Madrid, 28670 Madrid, Spain; (A.M.-R.); (V.J.C.-S.)
- Correspondence: (Á.B.-S.); (J.F.T.-A.); Fax: +34-911-413-585 (J.F.T.-A.)
| | | | | | | | - José Francisco Tornero-Aguilera
- Faculty of Sports Sciences, Universidad Europea de Madrid, 28670 Madrid, Spain; (A.M.-R.); (V.J.C.-S.)
- Correspondence: (Á.B.-S.); (J.F.T.-A.); Fax: +34-911-413-585 (J.F.T.-A.)
| | - Vicente Javier Clemente-Suárez
- Faculty of Sports Sciences, Universidad Europea de Madrid, 28670 Madrid, Spain; (A.M.-R.); (V.J.C.-S.)
- Grupo de Investigación en Cultura, Educación y Sociedad, Universidad de la Costa, Barranquilla 080002, Colombia
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Thomson JL, Landry AS, Walls TI. Patterns of physical activity parenting practices among parent-adolescent dyads who participated in a cross-sectional internet-based study. BMC Public Health 2021; 21:1265. [PMID: 34187459 PMCID: PMC8243532 DOI: 10.1186/s12889-021-11354-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 06/18/2021] [Indexed: 11/25/2022] Open
Abstract
Background While research exploring relationships between individual parenting practices and child physical activity (PA) exists, little is known about simultaneous use of practices. Hence, study objectives were to determine patterns of PA parenting practices and their associations with demographic, anthropometric, and PA measures in a large sample of parents and their adolescent children (12–17 years). Methods Dyadic survey data from Family Life, Activity, Sun, Health, and Eating (FLASHE), a cross-sectional, internet-based study, conducted in 2014 were analyzed using latent class analysis on 5 PA parenting practices – pressuring, guided choice, expectations, facilitation, and modeling. Self-report model covariates included adolescent age and parent and adolescent sex, body mass index category (based on height and weight), legitimacy of parental authority regarding PA (PA-LPA), and moderate-to-vigorous PA (MVPA). Results Based on 1166 parent-adolescent dyads, four latent classes were identified representing a continuum of practice use (high to low) – Complete Influencers (26%), Facilitating-Modeling Influencers (23%), Pressuring-Expecting Influencers (25%), and Indifferent Influencers (27%). Compared to dyads with parent underweight/healthy weight, dyads with parent overweight/obesity had 84% higher odds of belonging to Indifferent Influencers. Compared to dyads with adolescent underweight/healthy weight, dyads with adolescent overweight/obesity had 50 and 46% lower odds of belonging to Facilitating-Modeling and Indifferent Influencers. Odds of belonging to Pressuring-Expecting and Indifferent Influencers were less than 1% lower for every 1 min/day increase in parent MVPA and 2 and 4% lower for every 1 min/day increase in adolescent MVPA. Compared to dyads with high parental and adolescent agreement with PA-LPA, dyads with low agreement had between 3 and 21 times the odds of belonging to Facilitating-Modeling, Pressuring-Expecting, or Indifferent Influencers. Conclusions Findings suggest that parents utilize distinct patterns of PA practices ranging from use of many, use of some, to low use of any practice and these patterns are differentially associated with parent and adolescent PA. When planning PA interventions, a counseling or intervening approach with parents to use combinations of practices, like facilitation and modeling, to positively influence their adolescents’ and possibly their own participation in PA may prove more efficacious than parental pressuring or lack of practice use.
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Affiliation(s)
- Jessica L Thomson
- US Department of Agriculture, Agricultural Research Service, 141 Experiment Station Road, Stoneville, MS, 38776, USA.
| | - Alicia S Landry
- Department of Family and Consumer Sciences, University of Central Arkansas, McAlister 112, 201 Donaghey Avenue, Conway, AR, 72035, USA
| | - Tameka I Walls
- US Department of Agriculture, Agricultural Research Service, 141 Experiment Station Road, Stoneville, MS, 38776, USA
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Data from Digital Health Devices Informs Ideal Cardiovascular Health. J Pers Med 2021; 11:jpm11030189. [PMID: 33801949 PMCID: PMC7998383 DOI: 10.3390/jpm11030189] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/05/2021] [Accepted: 03/05/2021] [Indexed: 12/15/2022] Open
Abstract
Ideal cardiovascular health is associated with a decrease in adverse cardiovascular events. The My Research Legacy study examined ideal cardiovascular health using the Life's Simple 7 survey and data from digital health devices. We hypothesized that digital devices provide a more objective view of overall cardiovascular health status than self-reported measures. Therefore, we analyzed weight and activity data recorded by digital devices to recalculate the Life's Simple 7 Health Score. All study participants (n = 1561) answered the survey, while a subgroup (n = 390) provided data from digital devices. Individuals with digital devices had a lower body mass index (BMI) and higher weekly minutes of vigorous exercise than participants without digital devices (p < 0.01). Baseline Health Scores were higher in individuals with digital devices compared to those without (7.0 ± 1.6 vs. 6.6 ± 1.6, p < 0.01). Data from digital devices reveal both increases and decreases in measured vs. self-reported BMI (p < 0.04) and weekly minutes of moderate and vigorous exercise activity (p < 0.01). Using these data, a significant difference was found between the recalculated and the self-reported Life's Simple 7 Health Score (p < 0.05). These findings suggest that incorporation of digital health devices should be considered as part of a precision medicinal approach to assessing ideal cardiovascular health.
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Buszkiewicz J, Rose C, Gupta S, Ko LK, Mou J, Moudon AV, Hurvitz PM, Cook A, Aggarwal A, Drewnowski A. A cross-sectional analysis of physical activity and weight misreporting in diverse populations: The Seattle Obesity Study III. Obes Sci Pract 2020; 6:615-627. [PMID: 33354340 PMCID: PMC7746967 DOI: 10.1002/osp4.449] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 08/03/2020] [Accepted: 08/06/2020] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND In-person assessments of physical activity (PA) and body weight can be burdensome for participants and cost prohibitive for researchers. This study examined self-reported PA and weight accuracy and identified patterns of misreporting in a diverse sample. METHODS King, Pierce and Yakima county residents, aged 21-59 years (n = 728), self-reported their moderate-to-vigorous PA (MVPA) and weight, in kilograms. Self-reports were compared with minutes of bout-level MVPA, from 3 days of accelerometer data, and measured weights. Regression models examined characteristics associated with underreporting and overreporting of MVPA and weight, the potential bias introduced using each measure and the relation between perceived and measured PA and weight. RESULTS MVPA underreporting was higher among males and college educated participants; however, there was no differential MVPA overreporting. Weight underreporting was higher among males, those age 40-49 years and persons with obesity. Weight overreporting was higher among Hispanic participants and those reporting stress, unhappiness and fair or poor health. The estimated PA-obesity relation was similar using measured and self-reported PA but not self-reported weight. Perceived PA and weight predicted measured values. CONCLUSION Self-reported PA and weight may be useful should objective measurement be infeasible; however, though population-specific adjustment for differential reporting should be considered.
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Affiliation(s)
- James Buszkiewicz
- Department of Epidemiology, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
| | - Chelsea Rose
- Center for Public Health Nutrition, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
| | - Shilpi Gupta
- Center for Public Health Nutrition, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
| | - Linda K. Ko
- Department of Cancer PreventionFred Hutchinson Cancer Research CenterSeattleWashingtonUSA
- Department of Health Services, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
| | - Jin Mou
- MultiCare Institute for Research and InnovationMultiCare Health SystemTacomaWashingtonUSA
| | - Anne V. Moudon
- Urban Form LabUniversity of WashingtonSeattleWashingtonUSA
| | - Philip M. Hurvitz
- Urban Form LabUniversity of WashingtonSeattleWashingtonUSA
- Center for Studies in Demography and EcologyUniversity of WashingtonSeattleWashingtonUSA
| | - Andrea Cook
- Kaiser Permanente Washington Health Research InstituteKaiser Permanent WashingtonSeattleWashingtonUSA
| | - Anju Aggarwal
- Department of Epidemiology, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
- Center for Public Health Nutrition, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
| | - Adam Drewnowski
- Department of Epidemiology, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
- Center for Public Health Nutrition, School of Public HealthUniversity of WashingtonSeattleWashingtonUSA
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Damen FW, Luning PA, Pellegrini N, Vitaglione P, Hofstede GJ, Fogliano V, Steenbekkers BL. Mothers’ considerations in snack choice for their children: Differences between the North and the South of Italy. Food Qual Prefer 2020. [DOI: 10.1016/j.foodqual.2020.103965] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Benjamin-Neelon SE, Neelon B. Associations between maternal and paternal feeding styles of infants in a racially diverse US birth cohort. Pediatr Obes 2020; 15:e12712. [PMID: 32869538 PMCID: PMC10802856 DOI: 10.1111/ijpo.12712] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2020] [Accepted: 06/25/2020] [Indexed: 12/31/2022]
Abstract
BACKGROUND Maternal feeding style has been associated with childhood obesity and has been the target of numerous interventions, but few studies included fathers. OBJECTIVES We assessed correlations and associations between maternal and paternal feeding style. METHODS We examined 202 mothers, fathers, and infants in Nurture, a racially diverse US cohort (2013-2017). Mothers and fathers completed the Infant Feeding Style Questionnaire when infants were 6 and 12 months. We examined unadjusted correlations using Spearman's Rho and adjusted associations using linear regressions. RESULTS All feeding styles were significantly correlated. After adjustment, maternal feeding style was associated with paternal feeding style at 6 and 12 months for responsive (ß 0.31; CI 0.18, 0.45; P ≤ 0.0001 and ß 0.67; CI 0.50, 0.84; P ≤ 0.0001), restrictive (ß 0.24; CI 0.09, 0.38; P = 0.001 and ß 0.44; CI 0.29, 0.59; P ≤ 0.0001), pressuring (ß 0.46; CI 0.34, 0.58; P ≤ 0.0001 and ß 0.51; CI 0.38, 065; P ≤ 0.0001), indulgent (ß 0.36; CI 0.20, 0.52; P ≤ 0.0001 and ß 0.57; CI 0.40, 0.73; P ≤ 0.0001), and laissez-faire (ß 0.39; CI 0.24, 0.55; P ≤ 0.0001 and ß 0.55; CI 0.37, 0.72; P ≤ 0.0001). CONCLUSIONS Maternal and paternal feeding styles were correlated. Associations held after adjustment, suggesting that mothers and fathers are in relative agreement in their reporting.
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Affiliation(s)
- Sara E. Benjamin-Neelon
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Brian Neelon
- Division of Biostatistics, Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina
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