scholarly journals Food Liking-Based Diet Quality Indexes (DQI) Generated by Conceptual and Machine Learning Explained Variability in Cardiometabolic Risk Factors in Young Adults

Nutrients ◽  
2020 ◽  
Vol 12 (4) ◽  
pp. 882
Author(s):  
Ran Xu ◽  
Bruce E. Blanchard ◽  
Jeanne M. McCaffrey ◽  
Stephen Woolley ◽  
Lauren M. L. Corso ◽  
...  

The overall pattern of a diet (diet quality) is recognized as more important to health and chronic disease risk than single foods or food groups. Indexes of diet quality can be derived theoretically from evidence-based recommendations, empirically from existing datasets, or a combination of the two. We used these methods to derive diet quality indexes (DQI), generated from a novel dietary assessment, and to evaluate relationships with cardiometabolic risk factors in young adults with (n = 106) or without (n = 106) diagnosed depression (62% female, mean age = 21). Participants completed a liking survey (proxy for usual dietary consumption). Principle component analysis of plasma (insulin, glucose, lipids) and adiposity (BMI, Waist-to-Hip ratio) measures formed a continuous cardiometabolic risk factor score (CRFS). DQIs were created: theoretically (food/beverages grouped, weighted conceptually), empirically (grouping by factor analysis, weights empirically-derived by ridge regression analysis of CRFS), and hybrid (food/beverages conceptually-grouped, weights empirically-derived). The out-of-sample CRFS predictability for the DQI was assessed by two-fold and five-fold cross validations. While moderate consistencies between theoretically- and empirically-generated weights existed, the hybrid outperformed theoretical and empirical DQIs in cross validations (five-fold showed DQI explained 2.6% theoretical, 2.7% empirical, and 6.5% hybrid of CRFS variance). These pilot data support a liking survey that can generate reliable/valid DQIs that are significantly associated with cardiometabolic risk factors, especially theoretically- plus empirically-derived DQI.

2013 ◽  
Vol 2013 ◽  
pp. 1-10 ◽  
Author(s):  
Tanica Lyngdoh ◽  
Bharathi Viswanathan ◽  
Edwin van Wijngaarden ◽  
Gary J. Myers ◽  
Pascal Bovet

We assessed the association between several cardiometabolic risk factors (CRFs) (blood pressure, LDL-cholesterol, HDL-cholesterol, triglycerides, uric acid, and glucose) in 390 young adults aged 19-20 years in Seychelles (Indian Ocean, Africa) and body mass index (BMI) measured either at the same time (cross-sectional analysis) or at the age of 12–15 years (longitudinal analysis). BMI tracked markedly between age of 12–15 and age of 19-20. BMI was strongly associated with all considered CRFs in both cross-sectional and longitudinal analyses, with some exceptions. Comparing overweight participants with those having a BMI below the age-specific median, the odds ratios for high blood pressure were 5.4/4.7 (male/female) cross-sectionally and 2.5/3.9 longitudinally (P<0.05). Significant associations were also found for most other CRFs, with some exceptions. In linear regression analysis including both BMI at age of 12–15 and BMI at age of 19-20, only BMI at age of 19-20 remained significantly associated with most CRFs. We conclude that CRFs are predicted strongly by either current or past BMI levels in adolescents and young adults in this population. The observation that only current BMI remained associated with CRFs when including past and current levels together suggests that weight control at a later age may be effective in reducing CRFs in overweight children irrespective of past weight status.


Circulation ◽  
2016 ◽  
Vol 133 (suppl_1) ◽  
Author(s):  
Josiemer Mattei ◽  
Daniela Sotres-Alvarez ◽  
Marc Gellman ◽  
Sheila F Castaneda ◽  
Frank B Hu ◽  
...  

Introduction: C-reactive protein (CRP; a marker of inflammation) and the ankle-brachial index (ABI; a marker of peripheral artery disease (PAD)) are considered emerging risk factors for cardiovascular disease (CVD) in addition to traditional cardiometabolic markers. Results on the association of a healthy diet and these emerging risk factors have been inconsistent, and few studies have been conducted on Hispanics/Latinos, who present high prevalence of cardiometabolic risk factors. Hypothesis: We hypothesized that higher diet quality as measured with the Alternate Healthy Eating Index (AHEI; range 0-110: lowest to highest quality) would be associated with lower odds of having high-risk levels of CRP and of ABI, independently from cardiometabolic risk factors. Methods: Baseline data were analyzed from US-Hispanics/Latinos aged 18-74y without previously-diagnosed CVD participating in the population-based Hispanic Community Health Study/Study of Latinos cohort. There were 14,623 participants with complete CRP data, and 7,892 with ABI data (measured only for those aged ≥45y). Food and nutrients components of AHEI were assessed from two 24-hour recalls. High-risk CRP was defined as >3.0 mg/L, and high-risk ABI was defined as <0.90 or >1.40, with further categorization into PAD (<0.90) and arterial stiffness (>1.40). Results: Nearly 35% of Hispanics/Latinos had high-risk CRP levels and 6.3% had high-risk ABI (4.2% had PAD and 2.1% had arterial stiffness). After adjusting for demographic, socioeconomic, and lifestyle factors, as well as cardiometabolic risk factors (diabetes, hypertension, obesity, or dyslipidemia), the odds (95% confidence interval) of having high-risk ABI were 36% (5, 43%) lower for each 10-unit increase in AHEI (p=0.020). The association remained significant for PAD alone, albeit attenuated (p=0.046), but not for arterial stiffness (p=0.210). Each 10-unit increase in AHEI was associated with 21% (10, 31%) lower odds of high-risk CRP(p=0.0003) after similar adjustments. There were no significant interactions between AHEI and sex, background, smoking, or cardiometabolic risk factors for the associations with ABI. The association of AHEI with high-risk CRP was stronger for those with diabetes (0.68 (0.52, 0.89) vs. 0.82 (0.71, 0.94) without diabetes; p-interaction=0.0002) and with obesity (0.70 (0.58, 0.85) vs. 0.86 (0.73, 1.01) without obesity; p-interaction=0.0001). Conclusions: A higher diet quality is associated with lower inflammation and PAD among Hispanics/Latinos, independently from traditional cardiometabolic risk factors. Promoting a healthy overall diet may benefit with further lowering CVD-risk related to emerging factors in a population that already presents high prevalence of cardiometabolic markers.


Nutrients ◽  
2020 ◽  
Vol 12 (3) ◽  
pp. 860 ◽  
Author(s):  
Alice J. Owen ◽  
Michael J. Abramson ◽  
Jill F. Ikin ◽  
Tracy A. McCaffrey ◽  
Sylvia Pomeroy ◽  
...  

This study examined the relationship between diet quality scores and cardiometabolic risk factors in regionally-dwelling older Australian adults with increased cardiovascular risk. This study was a cross-sectional analysis of demographic, anthropometric, and cardiometabolic risk factor data from 458 participants of the Cardiovascular Stream of the Hazelwood Health Study. Participants completed a 120 item semi-quantitative food frequency questionnaire. Multivariable linear regression adjusting for age, sex, smoking, physical activity, education, diabetes, and body mass index was used to examine the relationship between diet and cardiometabolic risk factors. Mean (SD) age of participants was 71 (8) years, and 55% were male. More than half of men and women did not meet recommended intakes of fibre, while 60% of men and 42% of women exceeded recommended dietary sodium intakes. Higher diet quality in terms of intake of vegetables, grains, and non-processed meat, as well as intake of non-fried fish, was associated with more favourable cardiometabolic risk profiles, while sugar-sweetened soft drink intake was strongly associated with adverse cardiometabolic risk factor levels. In older, regionally-dwelling adults, dietary public health strategies that address whole grain products, vegetable and fish consumption, and sugar-sweetened soft-drink intake may be of benefit in reducing cardiometabolic risk.


BMC Nutrition ◽  
2020 ◽  
Vol 6 (1) ◽  
Author(s):  
Dina Goodman ◽  
Juan P. González-Rivas ◽  
Lindsay M. Jaacks ◽  
Maritza Duran ◽  
María Inés Marulanda ◽  
...  

Abstract Background Increasing trends in global obesity have been attributed to a nutrition transition where healthy foods are replaced by ultra-processed foods. It remains unknown if this nutrition transition has occurred in Venezuela, a country undergoing a socio-political crisis with widespread food shortages. Methods We described dietary intake of Venezuelans from a nationally representative study conducted between 2014 and 2017. We conducted a cross-sectional analysis of dietary, sociodemographic, and clinical data from Venezuelans ≥20 years of age (n = 3420). Dietary intake was assessed using a semi-quantitative food frequency questionnaire. Standardized clinical and anthropometric measurements estimated obesity, type 2 diabetes, and hypertension. A Dietary Diversity Score (DDS) was calculated using an amended Minimum Dietary Diversity for Women score where the range was 0 to 8 food groups, with 8 being the most diverse. Analyses accounted for complex survey design by estimating weighted frequencies of dietary intake and DDS across sociodemographic and cardiometabolic risk-based subgroups. Results The prevalence of obesity was 24.6% (95% CI: 21.6–27.7), type 2 diabetes was 13.3% (11.2–15.7), and hypertension was 30.8% (27.7–34.0). Western foods were consumed infrequently. Most frequently consumed foods included coffee, arepas (a salted corn flour cake), and cheese. Mean DDS was 2.3 food groups (Range: 0–8, Standard Error: 0.07) and this score did not vary among subgroups. Men, younger individuals, and those with higher socioeconomic status were more likely to consume red meat and soft drinks once or more weekly. Women and those with higher socioeconomic status were more likely to consume vegetables and cheese once or more daily. Participants with obesity, type 2 diabetes, and hypertension had lower daily intake of red meat and arepas compared to participants without these risk factors. Conclusions Despite high prevalence of cardiometabolic risk factors, adults in Venezuela have not gone through a nutrition transition similar to that observed elsewhere in Latin America. Dietary diversity is low and widely consumed food groups that are considered unhealthy are part of the traditional diet. Future studies are needed in Venezuela using more comprehensive measurements of dietary intake to understand the effect of the socio-political crisis on dietary patterns and cardiometabolic risk factors.


2015 ◽  
Vol 181 (11) ◽  
pp. 861-873 ◽  
Author(s):  
M. Sipola-Leppanen ◽  
M. Vaarasmaki ◽  
M. Tikanmaki ◽  
H.-M. Matinolli ◽  
S. Miettola ◽  
...  

Author(s):  
Mahsa Mahmoudinezhad ◽  
Mahdieh Abbasalizad Farhangi

Introduction: Obesity is a strong promoter of cardiometabolic risk factors and is associated with several chronic comorbidities. Recently, the role of α-melanocyte stimulating hormone (α-MSH) and agouti related peptide (Ag-RP) in regulation of energy balance has attracted much attention. In current study, we evaluated the association between α-MSH and Ag-RP with cardiometabolic factors among obese individuals with different adherence to Diet Quality Index-International (DQI-I) values. Methods: In this research, 188 obese adults aged between 20 and 50 years old and body mass index (BMI) between 30 and 40 kg/m2 were recruited. Dietary intakes of participants and DQI-I calculation was performed using a semi-quantitative food frequency questionnaire (FFQ) with 132 food items. Serum glucose, lipids, insulin, and plasma α-MSH and Ag-RP levels were measured using ELISA kits. Homeostasis model assessment for insulin resistance index (HOMA-IR) and quantitative insulin sensitivity check index (QUICKI) were also calculated. Results: Among those with the lowest adherence to DQI-I, Ag-RP was positively associated with systolic blood pressure (SBP) (P = 0.03) among males, which was associated with waist circumference (WC) (P = 0.01) and diastolic blood pressure (DBP) (P = 0.01). Moreover, among males with low and moderate adherence to DQI-I, α-MSH was positively associated with insulin (P = 0.04), weight (P = 0.03), WC (P < 0.01), SDP (P = 0.02) and DBP (P = 0.01). Also, Ag-RP showed a positive association with BMI values (R2 = 0.03; P = 0.03). Conclusion: According to our findings, in obese subjects with poor to moderate adherence to DQI-I, Ag-RP and α-MSH were in positive correlation with cardiometabolic risk factors. These findings further clarify the clinical importance of these parameters as prognostic factors of cardiometabolic abnormalities.


Sign in / Sign up

Export Citation Format

Share Document