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Exploring the Effect of the Dynamics of Behavioral Phenotypes on Health Outcomes in an mHealth Intervention for Childhood Obesity: Longitudinal Observational Study.
Woo, S, Jung, S, Lim, H, Kim, Y, Park, KH
Journal of medical Internet research. 2023;:e45407
Abstract
BACKGROUND Advancements in mobile health technologies and machine learning approaches have expanded the framework of behavioral phenotypes in obesity treatment to explore the dynamics of temporal changes. OBJECTIVE This study aimed to investigate the dynamics of behavioral changes during obesity intervention and identify behavioral phenotypes associated with weight change using a hybrid machine learning approach. METHODS In total, 88 children and adolescents (ages 8-16 years; 62/88, 71% male) with age- and sex-specific BMI ≥85th percentile participated in the study. Behavioral phenotypes were identified using a hybrid 2-stage procedure based on the temporal dynamics of adherence to the 5 behavioral goals during the intervention. Functional principal component analysis was used to determine behavioral phenotypes by extracting principal component factors from the functional data of each participant. Elastic net regression was used to investigate the association between behavioral phenotypes and weight change. RESULTS Functional principal component analysis identified 2 distinctive behavioral phenotypes, which were named the high or low adherence level and late or early behavior change. The first phenotype explained 47% to 69% of each factor, whereas the second phenotype explained 11% to 17% of the total behavioral dynamics. High or low adherence level was associated with weight change for adherence to screen time (β=-.0766, 95% CI -.1245 to -.0312), fruit and vegetable intake (β=.1770, 95% CI .0642-.2561), exercise (β=-.0711, 95% CI -.0892 to -.0363), drinking water (β=-.0203, 95% CI -.0218 to -.0123), and sleep duration. Late or early behavioral changes were significantly associated with weight loss for changes in screen time (β=.0440, 95% CI .0186-.0550), fruit and vegetable intake (β=-.1177, 95% CI -.1441 to -.0680), and sleep duration (β=-.0991, 95% CI -.1254 to -.0597). CONCLUSIONS Overall level of adherence, or the high or low adherence level, and a gradual improvement or deterioration in health-related behaviors, or the late or early behavior change, were differently associated with weight loss for distinctive obesity-related lifestyle behaviors. A large proportion of health-related behaviors remained stable throughout the intervention, which indicates that health care professionals should closely monitor changes made during the early stages of the intervention. TRIAL REGISTRATION Clinical Research Information Science KCT0004137; https://tinyurl.com/ytxr83ay.
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Parent and child characteristics associated with treatment non-response to a short- versus long-term lifestyle intervention in pediatric obesity.
Woo, S, Song, HJ, Song, JK, Kim, Y, Lim, H, Park, KH
European journal of clinical nutrition. 2023;(1):127-134
Abstract
BACKGROUND/OBJECTIVES This study aimed to identify the factors associated with short- or long-term non-response to an obesity intervention in children and adolescents. SUBJECTS/METHODS In this observational study, a total of 242 children and adolescents (sex- and age-specific body mass index (BMI) ≥ 85th percentile) were divided into three groups according to the BMI z-score change after 6 (n = 163) and 24 months (n = 110) of participating in an obesity intervention: responders, low responders, and non-responders if the BMI z-score decrease was ≥0.25, 0 to 0.25, and if it increased, respectively. RESULTS Short-term non-response was associated with higher maternal psychosocial stress (OR = 2.34, 95% CI [1.07-5.11]) and adolescence (>11 years; OR = 2.40, 95% CI [1.10-5.22]). The odds of long-term non-response were reduced by an increased vegetable consumption of more than five dishes per week (OR = 0.21, 95% CI [0.07-0.69]) and an hour of increased sleep duration during weekends (OR = 0.14, 95% CI [0.04-0.53]). CONCLUSIONS Short-term non-response was associated with child and maternal characteristics, whereas long-term non-response was associated with actual lifestyle changes such as sleep duration and vegetable consumption. Children with obesity may benefit from an hour of weekend catch-up sleep in lowering the risk of long-term treatment non-response. An individualized approach should be considered for children of older age and mothers with a higher level of stress, as they may not benefit from a conventional short-term lifestyle intervention.
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Sedentary Time and Fast-Food Consumption Associated With Weight Gain During COVID-19 Lockdown in Children and Adolescents With Overweight or Obesity.
Woo, S, Yang, H, Kim, Y, Lim, H, Song, HJ, Park, KH
Journal of Korean medical science. 2022;(12):e103
Abstract
BACKGROUND The coronavirus disease pandemic is predicted to have adverse health effects on children and adolescents who are overweight or obese due to restricted school activity and stay-at-home orders. The purpose of this observational study was to determine the factors associated with weight gain in children and adolescents with overweight and obesity during coronavirus disease 2019 (COVID-19) lockdown. METHODS Ninety-seven participants (sex- and age-specific body mass index (BMI) ≥ 85th percentile) were included. A baseline examination was conducted pre-COVID-19 (August 2019 to January 2020), and re-examination was performed post-lockdown (June to September 2020) and the results were compared. Correlation and regression analyses were conducted to investigate the association among changes in cardiometabolic markers and lifestyle behaviors with changes in BMI z-score. RESULTS During the COVID-19 pandemic, an increase in BMI z-score (2.56 [2.01-2.94] to 2.62 [2.03-3.18]) was noticed in children and adolescents with obesity. Changes in cardiometabolic markers including liver enzymes, triglycerides (r = 0.398), leptin (r = 0.578), and adiponectin (r = -0.326), as well as muscular strength (r = -0.212), were correlated with the increase in BMI z-score. According to a multivariate regression analysis, changes in sedentary time (B = 0.016; 95% confidence interval [CI], 0.001-0.032) and fast-food consumption (B = 0.067; 95% CI, 0.013-0.122) were the lifestyle variables associated with BMI z-score increase. CONCLUSION Changes in lifestyle behaviors including fast-food consumption and sedentary time during the COVID-19 pandemic may be associated with weight gain. In order to prevent health-related risks in children and adolescents with obesity during the pandemic, it is important to maintain the level of physical activity and healthy dietary habits.
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Association between vitamin D deficiency at one month of age and bronchopulmonary dysplasia.
Byun, SY, Bae, MH, Lee, NR, Han, YM, Park, KH
Medicine. 2021;(48):e27966
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Abstract
Vitamin D deficiency is common and increases the likelihood of neonatal morbidities in preterm infants. This study assessed vitamin D levels at 1 month of age after 4 weeks of vitamin D supplementation and determined the association between vitamin D levels and neonatal morbidities.This retrospective study included preterm infants with birth weight <1500 g or gestational age <32 weeks born in our hospital between January 2018 and December 2019. They were administered 400 IU of oral vitamin D supplementation after birth according to our policy. The infants were then divided into sufficient (≥20 ng/mL) and deficient (<20 ng/mL) groups according to their serum vitamin D levels at 1 month of age.The vitamin D deficient and sufficient groups included 49 and 41 patients, respectively. The mean gestational age and birth weight. GHT in the vitamin D deficient group were 29.1 ± 2.1 weeks and 1216.1 ± 308.1 g, respectively, and 30.0 ± 1.7 weeks and 1387.6 ± 350.8 g, respectively, in the sufficient group. No significant differences were observed between the 2 groups in demographic and clinical outcomes except for bronchopulmonary dysplasia (BPD), which occurred significantly more often in the vitamin D-deficient group (odds ratio 2.21; 95% confidence interval, 1.85-2.78; P = .02).The results of our study suggest that vitamin D deficiency at 1 month of age is associated with BPD in preterm infants.
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Comparison of prasugrel versus clopidogrel in Korean patients with acute myocardial infarction undergoing successful revascularization.
Park, KH, Jeong, MH, Kim, HK, Ahn, TH, Seung, KB, Oh, DJ, Choi, DJ, Kim, HS, Gwon, HC, Seong, IW, et al
Journal of cardiology. 2018;(1):36-43
Abstract
BACKGROUND Although there have been several reports that prasugrel can improve clinical outcomes, the efficacy and safety of prasugrel is unknown in Korean patients with acute myocardial infarction (AMI) undergoing successful revascularization. METHODS A total of 4421 patients [637 patients were prescribed prasugrel (60/10 or 5mg, loading/maintenance dose) and 3784 patients clopidogrel (600 or 300/75mg)] with AMI undergoing successful revascularization were enrolled from the core clinical cohort of Korea Acute Myocardial Infarction Registry-National Institute of Health. RESULTS After propensity score matching (637 pairs), there were no significant differences in baseline clinical and procedural characteristics and in-hospital medications between the two groups. The primary efficacy endpoint, defined as the composite of cardiac death, MI, stroke, or target vessel revascularization at 6 months showed no significant difference between prasugrel and clopidogrel (2.4% vs. 2.9%, p=0.593). Also, no difference was observed in the composite of cardiac death, MI, or stroke during hospitalization between two groups (0.8% vs. 0.9%, p=0.762). However, the incidence of in-hospital Thrombolysis in Myocardial Infarction (TIMI) major or minor bleeding was significantly higher in prasugrel compared with clopidogrel (5.3% vs. 2.7%, p=0.015). In multivariate linear regression analysis, trans-femoral intervention, use of glycoprotein IIb/IIIa inhibitors, use of calcium channel blocker, and use of prasugrel were independent predictors of in-hospital TIMI major or minor bleeding [odds ratio (OR)=6.918; 95% confidence interval (CI)=2.453-19.510, OR=2.577; 95% CI=1.406-4.724, OR=4.016; 95% CI=1.382-11.668, OR=2.022; 95% CI=1.101-3.714]. CONCLUSIONS Our study shows that the recommended dose of prasugrel had significantly higher in-hospital bleeding complications without reducing ischemic events compared with clopidogrel. However, further large-scale, long-term, randomized clinical trials are required to accurately assess the efficacy and safety of prasgurel and to find out the optimal dose for Korean AMI patients.
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Diet quality and diet patterns in relation to circulating cardiometabolic biomarkers.
Ko, BJ, Park, KH, Shin, S, Zaichenko, L, Davis, CR, Crowell, JA, Joung, H, Mantzoros, CS
Clinical nutrition (Edinburgh, Scotland). 2016;(2):484-490
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BACKGROUND & AIMS We examined the effects of diet quality and dietary patterns in relation to biomarkers of risk including leptin, soluble intracellular adhesion molecule 1 (sICAM-1), C-reactive protein (CRP), and irisin. METHODS We analyzed data from 196 adults cross-sectionally. Dietary patterns were identified by factor analysis and diet quality scores were generated using a validated food-frequency questionnaire. RESULTS Both the alternate healthy eating index-2010 (AHEI-2010) and the Dietary Approaches to Stop Hypertension (DASH) scores were negatively related to CRP, even after controlling for body mass index and total energy intake. Similarly, the prudent diet pattern was negatively related to leptin, sICAM-1, and CRP, whereas the Western diet pattern showed positive associations with these markers; however, after adjusting for all confounders, the associations only remained significant for leptin and sICAM-1. Irisin was positively associated with DASH and the prudent diet after controlling for all confounders (standardized β = 0.23, P = 0.030; standardized β = 0.25, P = 0.021, respectively). Irisin showed positive associations with increasing fruit consumption, whereas the levels of irisin decreased as meat consumption increased. CONCLUSIONS Irisin was directly associated with healthy diet types and patterns. Further studies regarding these mechanisms are warranted. This trial is registered at http://www.clinicaltrials.gov. Identifier: NCT01853332.