Food insecurity, diet quality, and suboptimal diabetes management among US adults with diabetes

Introduction

The American Diabetes Association (ADA) recommends that individuals with diabetes eat a healthy diet that includes a variety of nutrient-dense foods such as fruits, vegetables, and whole grains in appropriate portion sizes and is limited in added sugars and fats.1 Consuming a healthy diet may help people with diabetes maintain or achieve a desired body weight; achieve individualized HbA1c, blood pressure (BP), and cholesterol (ABCs) targets; and delay or prevent comorbidities and diabetes-related complications.2 However, there are barriers to consuming a healthy diet, including adequate disposable income to purchase food, access to healthy food, education on preparing and cooking healthy meals, and healthy eating support from friends and family.3–5

Food security, a state of having reliable access to sufficient quantity of affordable and nutritious food, is one factor that may affect healthy eating among people with diabetes.6 A report based on the 1999–2002 National Health and Nutrition Examination Surveys (NHANES) demonstrated that diabetes prevalence was higher among people with severe food insecurity than people without food insecurity; the association remained after adjusting for body mass index (BMI).7 Another NHANES study showed that while diet quality trends among adults with diabetes improved overall between 1999 and 2014, there were substantial disparities in consuming a high-quality diet; adults with low education, low income, and food insecurity were less likely to consume a healthy diet and showed no improvement in diet quality over time.8 Further, results from the 1999–2008 NHANES data showed that food insecurity among adults with diabetes was significantly associated with HbA1c ≥9.0% and low-density lipoprotein cholesterol (LDL-C) ≥100 mg/dL after controlling for several sociodemographic and diabetes-related factors.9 A prospective cohort study of adult patients with diabetes in a primary care network also found that food insecurity was associated with higher HbA1c levels.10 A 2011–2016 NHANES study among adults with diabetes (diagnosed and undiagnosed) found an interaction between diet quality and food insecurity on the association with HbA1c at 8.0% to <9.0%.11

Given the gaps in the literature, the objective of this study was to determine the prevalence of combined food insecurity and healthy diet quality status among US adults with diabetes, overall and stratified by sociodemographic characteristics and health behaviors. In addition, we examined how food insecurity/diet quality status was associated with ABC management while accounting for factors related to achieving these ABC targets.

Research design and methodsStudy population

The NHANES is a stratified multistage probability cluster survey conducted in the non-institutionalized civilian US population.12 Participants were interviewed in their homes to obtain demographic and health information and then visited a mobile examination center (MEC) for physical examinations and laboratory measures.13 14

Data were analyzed from three cycles of NHANES (2013–2014, 2015–2016, 2017–2018). Unweighted response rates ranged from 51.9% to 71.0% for the interviewed sample and from 48.8% to 68.5% for the examination sample. Study participants selected for inclusion in these analyses which combined the data from the three NHANES cycles included 2075 adults aged ≥20 years with diagnosed diabetes and at least one reliable 24-hour dietary recall.

Measures

Diagnosed diabetes was considered present if study participants answered ‘yes’ when asked if a physician or other healthcare professional ever told them that they had diabetes or sugar diabetes. Adults with HbA1c indicative of diabetes without a physician diagnosis of diabetes were not included in these analyses since this study focuses on diabetes management of the ABCs. Participants self-reported sociodemographic characteristics (current age, race and ethnicity, household income, and household size, to determine poverty income ratio (PIR), with PIR <1.0 indicating below the household poverty threshold), highest education level, receipt of Supplemental Nutrition Assistance Program (SNAP) benefits, health insurance status and type of health insurance, healthcare utilization (seen a physician or diabetes specialist in the past year, HbA1c checked in the past year), smoking status (current, former, or never), and diabetes, BP, and cholesterol medication use. Height and weight were measured by a trained interviewer to determine the BMI (kg/m2), defined as: normal <25.0 kg/m2, overweight 25.0–29.9 kg/m2; obesity ≥30 kg/m2.

Main independent measures: food insecurity and diet quality

To assess the food insecurity status for adults in their household, participants responded to either the first 10 items (if no children in the household) or full 18 items (if children in the household) of the US Department of Agriculture’s household food security questionnaire, which assessed running out of food and not being able to afford more, cutting meal size, skipping meals, eating less or not at all, or going hungry due to lack of money for food in the past 12 months.15 16 Participants were categorized as having full food security, marginal food security, or low/very low food security based on the frequency of responses to the questionnaire items and the standard scoring methods.17

Diet quality was determined by the Healthy Eating Index 2015 (HEI-2015),18 which measures how well an individual’s diet aligns with federal dietary guidelines and is generally considered a good marker of overall diet quality. The HEI-2015 includes 13 food group components that reflect the key recommendations in the 2015–2020 Dietary Guidelines for Americans—nine ‘adequacy’ components represent food groups whose consumption is encouraged (total fruits, whole fruits, total vegetables, greens and beans, whole grains, total protein foods, seafood and plant proteins dairy, fatty acids) and four ‘moderation’ components to represent food groups for which there are recommended limits to consumption (refined grains, sodium, added sugars, saturated fats). The composite HEI-2015 scores range from 0 to 100, with higher scores denoting better alignment with dietary recommendations (ie, diet quality).18 In NHANES, HEI-2015 scores were determined using participant data from at least one reliable 24-hour dietary recall and the simple HEI scoring algorithm-per person method.19 20 Participants’ diet quality was classified into four categories based on HEI-2015 score quartiles, with the first quartile indicating low diet quality, second quartile indicating low-moderate diet quality, third quartile indicating moderate-high diet quality, and the fourth quartile indicating high diet quality.

A combined food insecurity/diet quality variable was defined as (1) food secure (full food security) and moderate-high diet quality (third and fourth HEI-2015 quartiles, referred hereafter as ‘high diet quality’), (2) food secure and low-moderate diet quality (first and second HEI-2015 quartiles, referred hereafter as ‘low diet quality’), (3) food insecure (low/very low or marginal food security) and high diet quality, and (4) food insecure and low diet quality. In a sensitivity analysis, we assessed a combined food insecurity/diet quality variable that defined high diet quality as only the fourth quartile of the HEI-2015 and low diet quality as the first to third quartiles of the HEI-2015; categorization of food insecurity remained the same.

Main dependent (outcome) variables: ABCs

A phlebotomist obtained a blood sample from all participants during the MEC visit using a standardized protocol.14 BP was measured using a standardized mercury sphygmomanometer after the participant rested quietly for 5 min.13 Up to four readings were taken, and the readings were averaged, excluding the first measure. HbA1c was directly measured.14 LDL-C levels were calculated for people who had fasted ≥8 to <24 hours using the Friedewald formula, which is not valid when triglycerides are ≥400 mg/dL.21 Outcomes for the ABC measures were based on clinically elevated values. The cut-points for elevated HbA1c (≥7.0%, ≥8.0%, ≥9.0%), hypertension (BP ≥130/80 mm Hg, BP ≥140/90 mm Hg), and cholesterol (LDL-C ≥100 mg/dL, LDL-C ≥130 mg/dL) were based on current guidelines from the ADA Standards of Care.22

Statistical analysis

We used descriptive statistics to describe the characteristics of the study population overall and by food insecurity and diet quality categories. Bivariate associations between food insecurity and diet quality categories and demographic characteristics and health behaviors were tested using a χ2 test for significance. Logistic regression was used to calculate ORs (95% CI) for the association between (1) food insecurity, (2) diet quality, and (3) food insecurity/diet quality (four-level combined variable) and elevated ABC levels. Models were (1) unadjusted, (2) adjusted for age, sex, race, and ethnicity, (3) additionally adjusted for PIR, education, health insurance, (4) additionally adjusted for healthcare utilization (seeing a physician or specialist in the past year, having HbA1c checked), (5) additionally adjusted for smoking status, diabetes, BP, and cholesterol medications, and BMI, and (6) additionally adjusted for food insecurity or diet quality when these variables were not the main covariates. P values <0.05 were considered statistically significant. All statistical analyses used sampling weights to account for the NHANES’ complex survey design using SUDAAN (SUDAAN User’s Manual, Release 11, 2012; Research Triangle Institute). A 6-year dietary weight was used for all analyses except for analyses among the fasting sample (LDL-C and triglycerides) where a 6-year fasting weight was used.

ResultsParticipant characteristics

Among US adults with diagnosed diabetes, the mean age was 60.4 years, 53.0% were men, 15.3% were living below the poverty threshold, and 19.3% had low/very low food security (food insecure) (online supplemental appendix table 1). Mean HEI score was 53.6, with 66.7% having an HEI score <60. The mean HEI-2015 scores were 36.5 (range, 10.0–43.2) for the first quartile, 48.3 (range, 43.2–52.7) for the second quartile, 57.9 (range, 52.7–62.9) for the third quartile, and 71.8 (range, 62.8–99.5) for the fourth quartile. Nearly half (49.8%) had HbA1c ≥7.0%, 28.5% had BP ≥140/90 mm Hg, and 18.0% had LDL-C ≥130 mg/dL. Several sociodemographic characteristics and metabolic control varied by food insecurity and diet quality.

Participant characteristics by food insecurity and diet quality

When food insecurity and diet quality were combined into a four-level variable, 17.6% of persons with diabetes had food insecurity (low/very low or marginal)/low diet quality (first/second HEI-2015 quartile); 14.2% had food insecurity/high diet quality (third/fourth HEI-2015 quartile); 33.1% had food security/low diet quality; and 35.2% had food security/high diet quality (table 1). Among adults with diabetes, the distribution of age, sex, race and ethnicity, PIR, education, receiving SNAP benefits, and health insurance status all varied by food insecurity/diet quality category (p<0.01 for all). In addition, the per cent with uncontrolled HbA1c, elevated LDL-C, and having any one elevated ABC measure varied by food insecurity/diet quality category (p<0.03 for all) (figure 1).

Table 1

Characteristics of US adults with diagnosed diabetes by food insecurity and diet quality

Figure 1Figure 1Figure 1

Prevalence of suboptimal diabetes ABC management by food insecurity and diet quality. Error bars represent 95% CIs. ABC, HbA1c, blood pressure, and cholesterol; BP, blood pressure; LDL-C, low-density lipoprotein cholesterol.

Adjusted associations between food insecurity and ABCs

Adults with diabetes who were food insecure were significantly more likely to have elevated HbA1c compared with those with full food security after adjusting for sociodemographic characteristics, healthcare utilization, smoking status, diabetes, BP, and cholesterol medication use, BMI, and diet quality (adjusted OR (aOR)=1.62, 95% CI 1.07 to 2.47 for HbA1c ≥7.0%; aOR=1.71, 95% CI 1.14 to 2.56 for HbA1c ≥8.0%; aOR=1.59, 95% CI 1.04 to 2.43 for HbA1c ≥9.0%) (online supplemental appendix table 2). There were no significant associations between food insecurity and elevated BP and LDL-C except for the unadjusted association between food insecurity and LDL-C ≥100 mg/dL (OR=1.50, 95% CI 1.05 to 2.15).

Adjusted associations between diet quality and ABCs

Adults with diabetes who had low diet quality (lowest, first quartile) were significantly more likely to have elevated HbA1c (aOR=1.61, 95% CI 1.06 to 2.46 for ≥7.0%; aOR=1.60, 95% CI 1.01 to 2.53 for ≥8.0%) compared with those with high diet quality (highest, fourth quartile) after full adjustment (online supplemental appendix table 2). There were no significant associations between food insecurity and elevated BP and LDL-C.

Adjusted joint associations between food insecurity, diet quality, and ABCs

Adults with diabetes who had food insecurity (low/very low or marginal food security)/low diet quality (first/second HEI-2015 quartile) were significantly more likely to have HbA1c ≥7.0% (aOR=1.85, 95% CI 1.23 to 2.80) and HbA1c ≥8.0% (aOR=1.79, 95% CI 1.04 to 3.08) compared with those who had food security (full food security)/high diet quality (third/fourth HEI-2015 quartile) in fully adjusted models (table 2). A similar association for HbA1c ≥7.0% and HbA1c ≥8.0% was shown for those who had food insecurity/high diet quality versus food security/high diet quality. Adults who had food security/low diet quality were significantly more likely to have HbA1c ≥7.0% (aOR=1.55, 95% CI 1.07 to 2.24). In unadjusted analysis, adults with diabetes who had food insecurity/low diet quality were significantly more likely to have A1c ≥9.0% compared with those who had food security/high diet quality (OR=2.10, 95% CI 1.24 to 3.55), but this association became non-significant after adjusting for age, sex, and race/ethnicity; a similar finding was shown for those with food insecurity/high diet quality, but the association became non-significant after adjusting for all sociodemographic characteristics. There were no significant interactions between food insecurity and diet quality for any of the other ABC outcomes.

Table 2

OR (95% CI) for suboptimal diabetes ABC management by food security and diet quality

When high diet quality was defined as only the fourth quartile of the HEI-2015 (vs low/moderate diet quality, first to third HEI-2015 quartiles), the results remained largely unchanged for those with food insecurity and low/moderate diet quality (online supplemental appendix table 3). In fully adjusted models, adults who had food insecurity and low/moderate diet quality (first to third HEI-2015 quartiles) were significantly more likely to have elevated HbA1c compared with those who had food security/high diet quality (fourth HEI-2015 quartile).

Discussion

In this national study of US adults with diabetes, the combination of food insecurity and low diet quality was significantly associated with poorer glycemic management compared with those who were food secure and had high diet quality, independent of sociodemographic characteristics, healthcare utilization, diabetes medications, and BMI; findings were similar for those with food insecurity and high diet quality. In addition, low diet quality, even in the presence of food security, was significantly associated with A1c ≥7.0%. We did not find any statistically significant associations between food insecurity and low diet quality and high BP or LDL-C.

Lower socioeconomic status, which, by definition, is strongly associated with food insecurity, has been previously associated with poorer ABC control.23 24 Indeed, in the current study among adults with food insecurity, living below the poverty threshold or having Medicaid was five times more prevalent compared with those adults with full food security; having less than a high school education was nearly 2.5 times more prevalent among those with food insecurity compared with those adults with full food security. Diet quality was also worse for those with less income, but the difference was not as large in magnitude as it was for food insecurity. Previous studies have found that diet quality is related to the affordability of healthy foods,25–27 but access to healthy food and the ability to afford these foods does not directly equate to a high-quality diet; diet quality is a modifiable behavior, more so than food insecurity. However, it is well established that behavior change is difficult and challenging to maintain.28

Previous studies in various populations have shown that food insecurity is associated with poorer glycemic control. Among low-income urban residents with type 2 diabetes, food insecurity was associated with poorer glucose control; however, among those who were food insecure, the receipt of SNAP benefits was associated with a significantly reduced odds of having poor glucose control.29 Thus, economic food assistance appears helpful for those with diabetes; these data suggest that food insecure adults were eating healthier with SNAP than those without assistance. SNAP assistance has also been shown to reduce psychological distress related to food insecurity.30 In a different study of low-income patients with diabetes, those who were food insecure had higher mean HbA1c levels compared with those who were food secure.31 A previous study using NHANES 2011–2016 data among adults with diagnosed and undiagnosed diabetes found an interaction between food insecurity and diet quality with elevated HbA1c (8.0% to <9.0%) but the relationship between food insecurity and diet quality was not fully elucidated.11 In another earlier study using NHANES data from 1999 to 2008, food insecurity was associated with HbA1c >9.0% and poor LDL control after adjustment for sociodemographic characteristics and diabetes-related factors; however, dietary intake was not included in that study.9 The results were similar to those from our study, where we found that food insecurity was associated with all categories of poorer glucose control after adjusting for sociodemographic characteristics, diabetes-related factors, including prescription medications, and diet quality. Further, we also found that food insecurity, regardless of whether diet quality was high or low, was associated with elevated HbA1c before and after adjustment for other covariates. Given that diet quality did not account for the association between food insecurity and poor glucose control, future research could investigate the intricacies of food insecurity and the pathways by which it is associated with metabolic outcomes. Potential pathways highlighted in a recent scientific review of social determinants of health as they relate to diabetes included nutritional, compensatory, and psychological pathways, each of which warrants further investigation including the intersectionality of these pathways.32

While food insecurity was significantly associated with the highest level of uncontrolled HbA1c (≥9.0%) after full adjustment including diet quality, when food insecurity and diet quality were combined into the four-category variable, only the unadjusted associations for food insecurity/low diet quality and food insecurity/high diet quality were significant. There may be other unmeasured factors contributing to the lack of significant associations for the highest level of uncontrolled HbA1c. In addition, 14% of our sample had HbA1c ≥9.0%, thus our sample size was limited to detect an association for this outcome.

Our study suggests that food insecurity may have a direct impact on metabolic outcomes such as HbA1c. Previous research has shown that stress from food insecurity may result in consuming high-carbohydrate, high-sugar, or high-fat foods which may offer temporary feelings of comfort.33 Securing these palatable foods may be easier in areas with high food insecurity due to a higher prevalence of food swamps, areas with a high density of establishments selling high-calorie fast food and junk food relative to healthier food items.5 However, food assistance programs such as food pantries, Women, Infants, and Children program, and SNAP benefits are resources available to those with food insecurity and may support a higher quality diet.34–36

Consuming a high-quality diet, as recommended by the ADA,2 is strongly associated with a variety of factors including community-level resources (eg, access to healthy foods), support for a healthy diet from friends and family, and individual-level sociodemographic characteristics (eg, income barriers), behaviors, and habits. At the community level, lower availability of healthy food has been associated with lower quality dietary intake and poorer glycemic control in some studies10 37–39; other studies have been inconclusive.40 41 Considering the many contextual factors that influence diet quality is important when developing interventions and programs to support people with diabetes and improve metabolic outcomes.42

We found no significant association between food insecurity/diet quality and BP or LDL-C. Many of the adults in our study had controlled BP and LDL-C, with 63% on antihypertensive medication and 60% on antilipidemic medication. Therefore, there may have been less of an association for food insecurity and diet quality on these outcomes. In addition, the associations between food insecurity/diet quality may be mediated through obesity, a condition that effected nearly two-thirds of the population of adults with diabetes. This may also partially explain the lack of an association for BP and LDL-C. While LDL-C is considered the hallmark measure for cholesterol management among people with diabetes, triglycerides and high-density lipoprotein cholesterol (HDL-C) are also important markers for hyperlipidemia. Of note, in analyses that were not included in the paper, we found that compared with adults with food security/high diet quality, those with food insecurity/low diet quality were statistically significantly more likely to have high triglycerides and low HDL-C; the significant association with high triglycerides was also found for those with food insecurity/high diet quality. When any of these lipid measures are suboptimal, current diabetes management guidelines recommend optimizing glycemic control.43

Limitations

NHANES is a cross-sectional survey, thus causal associations between our exposures of interest, food insecurity and diet quality, and outcomes of ABC management cannot be determined. Trends in associations of food insecurity/diet quality and ABC management outcomes were not assessed. However, declines in A1c control after 2010 may be associated with the notable prevalence of food insecurity and suboptimal dietary intake among adults with diabetes during 2013–2018. Dietary intake was self-reported, which is subject to measurement error similar to other self-reported data44; however, these data still provide valuable information on food intake and eating patterns.45 Although we adjusted for many sociodemographic factors, residual confounding may have occurred and the true association between food insecurity/low diet quality and poor ABC management may be associated with other unmeasured variables. Additionally, we do not distinguish between type 1 and type 2 diabetes mellitus in this analysis; however, given that the NHANES is nationally representative, we can assume that 90%–95% of diagnosed diabetes in this study is type 2 diabetes.46 In supplemental analysis, we found no interaction between continuous insulin use, an indicator of type 1 diabetes mellitus, and food insecurity/diet quality. However, this study used a nationally representative sample allowing generalization to the US adult non-institutionalized population with diabetes. Multiple clinical outcomes were assessed using standardized measures to characterize diabetes control.

留言 (0)

沒有登入
gif