Native Hawaiian and Pacific Islander (NHPI) families in the USA experience a high prevalence of household food insecurity relative to the overall USA(Reference Long, Rowland and McElfish1). The most recent US estimates for NHPI family food insecurity were from 2014, when 20·5 % of NHPI families were food insecure, compared to 10·6 % of all US families(Reference Long, Rowland and McElfish1). This disparity is particularly important, because NHPI adults also experience disparities related to nutrition-related chronic disease, including elevated prevalence of type 2 diabetes and obesity(Reference McElfish, Rowland and Long2–Reference Aluli, Jones and Reyes6).
Minority groups including Hispanic and African American populations have documented high prevalence of household food insecurity(Reference Coleman-Jensen, Rabbitt and Gregory7) and obesity among adolescents(Reference Guerrero, Mao and Fuller8–Reference Ogden, Carroll and Lawman12). However, prior studies have not estimated prevalence of food insecurity and obesity among NHPI adolescents using representative national data. Limited research with NHPI adolescents has suggested they experience a high prevalence of food insecurity relative to other racial and ethnic groups, although that study was conducted with adolescents from Marshallese migrant families who at the time were mostly ineligible for Supplemental Nutrition Assistance Program (SNAP) benefits(Reference Willis and Fitzpatrick13).
Studies of associations between food insecurity and adolescent overweight/obesity have yielded inconsistent findings. Although some studies have demonstrated associations between food insecurity and overweight/obesity among adolescents(Reference Casey, Simpson and Gossett14), the association is often NS after adjusting for confounding factors(Reference Fleming, Kane and Meneveau15), and reviews incorporating multiple studies have shown differing results. Not all studies demonstrated the association between food insecurity and overweight/obesity(Reference Larson and Story16–Reference Nguyen, Ford and Yaroch18).
Factors like being a girl v. a boy, family SNAP participation and race and ethnicity may influence the relationship between food insecurity and adolescent overweight/obesity. Among adult women, existing research consistently demonstrates associations between food insecurity and overweight/obesity; however, results are mixed for adolescents and adult men(Reference Larson and Story16,Reference Franklin, Jones and Love17) . Studies have shown household participation in SNAP, a US government programme to mitigate food insecurity for lower-income families to purchase food, can reduce the probability of overweight/obesity for children and adolescents(Reference Schmeiser19,Reference Burgstahler, Gundersen and Garasky20) . Other studies have found evidence for an association between food insecurity and adolescent overweight/obesity among specific racial and ethnic minority groups (e.g. Hispanic or Latino individuals)(Reference Bhattacharya, Currie and Haider21). The present study seeks to fill a gap in evidence. Prior studies have not (1) estimated the rates of food insecurity and overweight/obesity among NHPI adolescents using representative national data, (2) explored the association between food insecurity and overweight/obesity among NHPI adolescents using representative national data and (3) shown effects of interactions between SNAP participation and sex or food insecurity on adolescent overweight/obesity, despite findings among adults differing between women v. men(Reference Larson and Story16,Reference Franklin, Jones and Love17) and despite calls for further research on this topic(Reference Nguyen, Ford and Yaroch18).
Objectives
Using a nationally representative sample, this study’s objectives were to (1) estimate the prevalence of family food insecurity and overweight/obesity among NHPI adolescents aged 12–17 years living in the USA, (2) examine the association between family food insecurity and overweight/obesity among NHPI adolescents living in the USA and (3) explore possible factors (e.g. whether the adolescent is a girl v. a boy and whether the family participates in SNAP) which might have a moderation effect on the association between family food insecurity and adolescents’ overweight/obesity.
For our second objective, we hypothesised NHPI adolescents who experience family food insecurity were more likely to be overweight/obese. We hypothesised this association would differ between girls and boys, with a stronger association among girls than boys because this association has been found among adults(Reference Larson and Story16,Reference Franklin, Jones and Love17) . Our third objective was exploratory; we did not posit an a priori hypothesis.
Methods
Data source and study population
This cross-sectional study on NHPI adolescents aged 12–17 years used data from the 2014 NHPI-National Health Interview Survey (NHIS)(22,23) . In 2014, the National Center for Health Statistics (NCHS) at the Centers for Disease Control and Prevention (CDC) launched the first NHIS focused exclusively on NHPI. Children in the sample were NHPI only or NHPI in combination with one or more other races. The questionnaire was administered to NHPI adults randomly selected from households samples from all fifty US states. A parent or guardian responded to questions about the NHPI child and the family. The surveys’ sampling procedures were designed to be representative of noninstitutionalised civilian adults and children living in the USA. The analytic dataset comprised the sample’s child-level, respondent-level and family-level data files. A detailed description of the NHPI-NHIS and NHIS can be found elsewhere(22).
From February 2014 to November 2014, 479 adolescents aged 12–17 years were randomly selected. The survey’s final analytic file comprised 404 NHPI adolescents as information on seventy-five children was either not available(24) or unknown(Reference Ogden, Carroll and Lawman12). Missing family income data reduced the present study’s analytic sample for regression analysis to 383. This study was ruled exempt as not human subject research by the [blinded for peer review] Institutional Review Board (IRB #206 591).
Measures
Overweight/obesity is the dependent variable. The child’s weight in pounds and height in inches were reported by a parent or guardian and then converted to kilograms and meters, respectively. The weight status of children aged 12–17 years was determined using an age- and sex-specific percentile for BMI, where BMI = weight (kg)/[height (m)]2(Reference Eknoyan25,Reference Garrow and Webster26) . In the NHPI-NHIS, weight status was coded into four categories: underweight, normal weight, overweight and obese. Overweight/obesity was defined according to the US CDC’s BMI-for-age definition(Reference Kuczmarski, Ogden and Grummer-Strawn27). Overweight = BMI ≥ 85th and < 95th percentiles for children of the same age and sex. Obesity = BMI ≥ 95th percentile for children of the same age and sex.
Underweight (n 9) and normal weight (n 267) categories were recoded as non-overweight/non-obese whereas overweight (n 70) and obese (n 58) categories were recoded as overweight/obese as done in previous studies(Reference Trapp, Burke and Gorin28).
Family food insecurity is the independent variable of interest. Food insecurity was assessed at the family level based on responses from an adult household member. The NHPI-NHIS measured this variable using the US Department of Agriculture’s (USDA) 10-item Adult Food Security Survey Module modified to assess food insecurity in the past 30 d(29–Reference Bickel, Nord and Price31). Following procedures used by US National Center for Health Statistics and USDA(30,Reference Bickel, Nord and Price31) , answers of ‘Often true,’ ‘Sometimes true’ and ‘Yes’ were considered affirmative responses(29). For the two items assessing the frequency of occurrence of food insecurity in the past 30 d, responses were considered affirmative if the respondent’s answer was greater than or equal to 3 d. A score (0–10) was created to represent the number of affirmative responses to the food insecurity items. For descriptive analyses, the following categories were used as follows: high food security (score = 0); marginal food security (score = 1–2); low food security (score = 3–5) and very low food security (score = 6–10)(30,Reference Bickel, Nord and Price31) . For regression analyses, food insecurity was treated as a continuous variable.
Covariates
Additional variables included in the analysis were: age in years (continuous), sex, NHPI race (NHPI as primary race v. multiracial including NHPI), family structure (parents are married v. not), family income relative to federal poverty level (FPL) (FPL; < 100 % or ≥ 100 % of the FPL, based on poverty threshold estimates from 2013)(30), educational level of the adult with the highest education in the family (≤ High school diploma/GED and > High school diploma/GED), number of children and adults in the house, family’s home ownership status (own a house or have a mortgage v. not) and family SNAP participation (any family member received SNAP benefits in the last calendar year v. not).
Statistical analysis
The data collected in the NHPI-NHIS were obtained through a complex, multistage sample design that involves stratification and clustering. Descriptive and regression analyses were weighted based on NHPI-NHIS complex design sampling (sampling weight [wtfa_sc], stratification and primary sampling units)(32). Regression analysis was based on a complete case analysis (n 383 due to 5·2 % missing data for the income variable). Statistical significance was determined at α = 0·05. STATA se 16 was used for all statistical analyses(33).
Descriptive analysis
For categorical and continuous variables, weighted percentages with corresponding 95 % CI and weighted means with corresponding 95 % CI were computed.
Regression analysis
We used multiple logistic regression to examine the association between family food insecurity and overweight/obesity controlling for the effect of the other covariates. For the second objective and hypothesis, we included an interaction term (food insecurity × sex) in the model to capture the effect of sex. For the third objective’s exploratory analysis, we examined whether family SNAP participation would moderate the association between food insecurity and overweight/obesity by sex by adding a three-way interaction term (food insecurity × sex × SNAP) in the model.
Variance inflator indicator was computed to examine multicollinearity among independent variables. The variance inflation factor (VIF) obtained for the independent variables ranged from 1·08 to 1·51, with a mean VIF of 1·24, indicating acceptable levels of multicollinearity.
Results
Descriptive analysis
Table 1 presents descriptive statistics for the analytic sample (n 383), of which 47·1 % were girls and 52·9 % were boys. The mean age was 14·54 (95 % CI: 14·29, 14·79). Approximately a quarter (24·9 %) of the adolescents lived in families participating in SNAP, and 69·8 % of adolescents lived with parents whose highest level of education was a high school diploma or lower. The mean number of children and adults per household was 2·58 (95 % CI: 2·46, 2·71) and 2·75 (95 % CI: 2·56, 2·94), respectively.
Descriptive statistics for NHPI adolescents and their Families living in the USA (n 383)
NHPI = Native Hawaiian or Pacific Islander. SNAP = Supplemental Nutrition Assistance Program; FPL = federal poverty level.
Data source: National Center for Health Statistics, 2014 NHPI NHIS.
A third (33·5 %) of NHPI adolescents aged 12–17 years were overweight (19·1 %) or obese (14·4 %); 8·1 % lived in families with low food security; and 8·5 % lived in families with very low food security. The mean family food security score was 1·06 (95 % CI: 0·74, 1·39), which corresponds to marginal food security.
Regression analysis
Multiple logistic regression did not show a statistically significant association between family food insecurity and adolescent overweight/obesity. No associations were found between any other covariates and overweight/obesity, except for family SNAP participation (Table 2, Model 1). Odds of being overweight/obese were 77 % lower for adolescents in families participating in SNAP (OR: 0·23, 95 % CI: 0·08, 0·64, P = 0·007). The two-way interaction between food insecurity × sex was not statistically significant. However, when testing this interaction, family SNAP participation continued to be associated with reduced odds of overweight/obesity (OR: 0·22, 95 % CI: 0·08, 0·66, P = 0·009) (Table 2, Model 2).
NHPI adolescent and family characteristics predicting adolescent overweight/obesity, results of three logistic regression models (n 383)
NHPI = Native Hawaiian or Pacific Islander; SNAP = Supplemental Nutrition Assistance Program; Family Poverty = family income < 100 % federal poverty level (FPL), based on poverty threshold estimates from 2013. Dashes indicate variables that were not included in a model.
Data source: National Center for Health Statistics, 2014 NHPI-NHIS.
The three-way interaction (food insecurity × sex × SNAP) exploring whether family SNAP participation would moderate the interactive effect of sex and food insecurity on overweight/obesity is presented in Table 2, Model 3. The estimate of the three-way interaction term was significant (P = 0·002). To facilitate the interpretation of the interaction, marginal effects and plotted interactions are presented on a probability scale. For girls in SNAP families, food insecurity was negatively associated with overweight obesity. For boys in SNAP families, food insecurity was associated with overweight/obesity. For girls in families not participating in SNAP, food insecurity was associated with overweight/obesity. For boys in families not participating in SNAP, food insecurity was negatively associated with overweight/obesity (Fig. 1).
Association between Food insecurity and overweight/obesity by adolescent sex and household SNAP participation (n 383)
Discussion
Among this nationally representative sample of NHPI families with adolescents, 16·6 % lived in families with low or very low food security, and 33·5 % of adolescents were overweight/obese. These findings show a higher prevalence of food insecurity than for US households with children overall (14·8 %)(Reference Coleman-Jensen, Rabbitt and Gregory7) and a higher prevalence of obesity than is estimated for the general population of US adolescents of similar age range (21·2 %)(Reference Fryar, Caroll and Afful34). The present study’s estimate of food insecurity (16·6 %) among NHPI families with adolescents is lower than estimates of food insecurity (20·5 %) across all NHPI households(Reference Long, Rowland and McElfish1). This finding is unexpected and not readily explained, given higher prevalence of food insecurity among US households with children than without children(Reference Coleman-Jensen, Rabbitt and Gregory7).
The present study provides no evidence that family food insecurity was related to overweight/obesity among NHPI adolescents. We found no association between family food insecurity and adolescent overweight/obesity, and there was no difference between girls and boys in the relationship between family food insecurity and adolescent overweight/obesity. These null findings align with studies and systematic reviews documenting inconsistent and null associations between food insecurity and overweight/obesity among adolescents(Reference Larson and Story16–Reference Nguyen, Ford and Yaroch18). In contrast, one study showed an association between self-reported food insecurity and higher incidence of obesity among Hispanic adolescents(Reference Bhattacharya, Currie and Haider21).
The present study provides evidence that family SNAP participation was related to lower probability of overweight/obesity for NHPI adolescents. NHPI adolescents from families participating in SNAP were less likely to be overweight/obese than those from families not participating in SNAP. This finding has not previously been documented among NHPI adolescents. Previous analysis of national(Reference Schmeiser19) and regional(Reference Burgstahler, Gundersen and Garasky20) samples including multiple races and ethnicities have shown reductions in the probability of overweight/obesity for children and adolescents in homes participating in SNAP(Reference Schmeiser19,Reference Burgstahler, Gundersen and Garasky20) and shown associations between SNAP participation and better health outcomes in general(Reference Bartfeld, Gundersen and Ti35). SNAP provides increased household purchasing power for food, so this finding aligns with research showing an inverse relationship between obesity and income for adult women and for boys and girls under 18(Reference Bartfeld, Gundersen and Ti35).
Exploratory analyses showed the association between SNAP participation and lower odds of overweight/obesity was particularly pronounced for adolescent girls living within food-insecure families. To our knowledge, this interaction among food insecurity, sex and SNAP participation has not previously been documented for NHPI adolescents or for adolescents more generally. A study using data from 1979 showed SNAP participation significantly reduced the probability of being overweight or obese for adolescents boys but did not affect the probability of being overweight or obese for adolescent girls(Reference Schmeiser19). However, that study did not include food insecurity as a variable. Future research is needed among NHPI adolescents—and potentially among US adolescents in general—to examine whether the present study’s exploratory finding replicates. The present study’s exploratory analysis was not based on a priori effect size estimates that would allow for a formal power analysis and accompanying sample size justification. Interaction effects can be small and difficult to detect, and interaction effects can be challenging to replicate in future analyses. The statistical significance of the three-way interaction term in the moderation model should be interpreted through the lens of exploratory post hoc analysis, i.e. an additional contribution at the data analysis stage based on information provided by the current research findings but with uncertainties around the extent to which it might replicate in other samples(Reference Rubin and Donkin36). If the finding replicates, future research will be needed to investigate mechanisms for why the effects of family SNAP participation on overweight/obesity might differ between adolescent boys and girls.
A primary limitation of this study is that it relies upon cross-sectional, family-member respondent-reported data for food insecurity, height, weight and SNAP participation. This limitation is shared among many survey studies, including the annual Household Food Security in the United States report(Reference Coleman-Jensen, Rabbitt and Gregory7). Following a sample of households over time, documenting key variables (e.g. height, weight and SNAP participation) through more objective methods, or aligning the reference periods for the SNAP participation measure (calendar year) and food insecurity measure (past 30 d) may yield different findings than the present study. A second limitation is that the NHPI-NHIS data are from 2014. However, there is no other nationally representative survey that samples enough NHPI adolescents to characterise the key variables used in this study. A third limitation is that this study uses the term sex to describe the NHIS variable for which respondents identified whether an adolescent was male or female. This approach oversimplifies the complex effects of sex, gender and the interaction between sex and gender on adolescents’ BMI. It is also probable that some respondents interpreted the NHIS question about sex as being about the adolescent’s gender.
Implications for public health
This study addresses an important gap in the literature by estimating the prevalence of food insecurity and adolescent overweight/obesity among a nationally representative sample of NHPI families with adolescents. These estimates will be of use to NHPI communities and their advocates working to address food insecurity and nutrition-related chronic disease disparities in the context of systematic data reporting gaps for NHPI health data in the USA(Reference Morey, Chang and Thomas37,Reference Bacong, Holub and Porotesano38) . This study contributes a novel finding that NHPI adolescents from families participating in SNAP were less likely to be classified as overweight/obese compared with those from families not participating in SNAP. Research is needed to determine the extent to which SNAP-eligible NHPI families are enrolling in SNAP and whether interventions to increase enrollment would improve NHPI adolescents’ health outcomes.
Acknowledgements
Financial support: Research reported in this publication was supported by the National Institute of General Medical Sciences of the National Institutes of Health (NIH) (#5P20GM109096). Additional support was provided by a University of Arkansas for Medical Sciences Translational Research Institute grant from the National Center for Advancing Translational Sciences of the NIH (#UL1TR003107). The content of this paper is solely the responsibility of the authors and does not necessarily represent the official views of the funders. Authorship: Christopher R. Long – conceptualisation; methodology; writing – original draft. Marie-Rachelle Narcisse – conceptualisation; methodology; formal analysis; writing – original draft. James P. Selig – conceptualisation; methodology; writing – review and editing. Don E. Willis – conceptualisation; writing – review & editing. Matthew Gannon – validation; writing – review and editing. Brett Rowland – validation; writing – review & editing. Emily S. English – writing – review and editing. Pearl A. McElfish – conceptualisation; writing – review and editing. Ethics of human subject participation: This study received an exemption from the University of Arkansas for Medical Sciences Institutional Review Board because data were public and deidentified.
Conflict of Interest:
There are no conflicts of interest.
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