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Yeshaw Y, Madakkatel I, Mulugeta A, Lumsden A, Hypponen E. Machine learning to discover factors predicting volume of white matter hyperintensities: Insights from the UK Biobank. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2025; 17:e70090. [PMID: 40135150 PMCID: PMC11934216 DOI: 10.1002/dad2.70090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 12/20/2024] [Accepted: 01/20/2025] [Indexed: 03/27/2025]
Abstract
INTRODUCTION Brain white matter hyperintensities (WMHs) reflect the risks of stroke, dementia, and overall mortality. METHODS We used a hypothesis-free gradient boosting decision tree (GBDT) approach and conventional statistical methods to discover risk factors associated with volume of WMHs. The GBDT models considered data on 2891 input features, collected ∼10 years prior to volume of WMH measurements from 44,053 participants. Top 3% of features, ranked by Shapley values, were taken forward to epidemiological analyses using linear regression. RESULTS Adiposity, lung function, and indicators of metabolic health (eg, glycated hemoglobin, hypertension, alkaline phosphatase, microalbumin, and urate) contribute to WMH prediction. Of lifestyle factors, smoking had the strongest association. Time spent outdoors, creatinine, and several red blood cell indices were among the identified less-known predictors of WMHs. CONCLUSIONS Obesity, high blood pressure, lung function, metabolic abnormalities, and lifestyle are key contributors to WMHs, providing opportunities to prevent or reduce their development. Highlights Obesity and related metabolic abnormalities were linked with WMHs.Associations with time spent outdoors, creatinine, some red blood cell indices and height were among the less-known risk factors identified.Action on blood pressure, metabolic abnormalities, and adequate oxygenation may help to prevent WMHs.Biomarker links may suggest simple blood tests could aid in early dementia prediction.
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Affiliation(s)
- Yigizie Yeshaw
- Australian Centre for Precision HealthUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- UniSA Clinical and Health SciencesUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- South Australian Health and Medical Research InstituteAdelaideSouth AustraliaAustralia
- Department of Epidemiology and BiostatisticsCollege of Medicine and Health SciencesUniversity of GondarGondarEthiopia
| | - Iqbal Madakkatel
- Australian Centre for Precision HealthUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- UniSA Clinical and Health SciencesUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- South Australian Health and Medical Research InstituteAdelaideSouth AustraliaAustralia
| | - Anwar Mulugeta
- Australian Centre for Precision HealthUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- UniSA Clinical and Health SciencesUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- South Australian Health and Medical Research InstituteAdelaideSouth AustraliaAustralia
- Department of Pharmacology and Clinical PharmacyCollege of Health SciencesAddis AbabaEthiopia
| | - Amanda Lumsden
- Australian Centre for Precision HealthUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- UniSA Clinical and Health SciencesUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- South Australian Health and Medical Research InstituteAdelaideSouth AustraliaAustralia
| | - Elina Hypponen
- Australian Centre for Precision HealthUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- UniSA Clinical and Health SciencesUniversity of South AustraliaAdelaideSouth AustraliaAustralia
- South Australian Health and Medical Research InstituteAdelaideSouth AustraliaAustralia
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Dėdelė A, Nikiforov N, Miškinytė A. Relationship of trihalomethane in drinking water with hypertension and arrhythmia among young and middle-aged adults in Petropavlovsk, Kazakhstan. INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH 2024; 34:2463-2475. [PMID: 37669752 DOI: 10.1080/09603123.2023.2254251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 08/29/2023] [Indexed: 09/07/2023]
Abstract
There are no studies investigating the association of chlorinated drinking water with the risk of cardiovascular diseases (CVDs) among young and middle-aged adults. This study was aimed to assess the associations between trihalomethanes (THMs) in drinking water and the risk of CVDs in in the target group in Petropavlovsk, Kazakhstan. 448 dwellers of Petropavlovsk were asked about their demographic, socioeconomic, lifestyle, behavioural characteristics, and drinking water preferences. THMs exposure was assessed to each participant based on their residence address. We used multivariable logistic regression analysis to assess the risk of CVDs in young and middle-aged adults. The results showed that the risk of hypertension in the adjusted logistic regression model was increased by 68% and a 2.7-fold in the second and third THM tertiles, respectively. Participants in the second and third THM exposure tertiles had a 2.3-fold and a 4.8-fold increase in the risk of arrhythmia.
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Affiliation(s)
- Audrius Dėdelė
- Department of Environmental Sciences, Faculty of Natural Sciences, Vytautas Magnus University, Akademija, Lithuania
| | - Nazim Nikiforov
- Department of Science, Kozybayev University, Petropavl, Kazakhstan
| | - Auksė Miškinytė
- Department of Environmental Sciences, Faculty of Natural Sciences, Vytautas Magnus University, Akademija, Lithuania
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Guarnido-Rueda A, Amate-Fortes I, Oliver-Márquez FJ, Martínez-Navarro D. Income or educational attainment: which is more effective in the fight against overweight? Evidence from Spain and Andalusia. J Biosoc Sci 2024; 56:270-291. [PMID: 38044837 DOI: 10.1017/s0021932023000263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2023]
Abstract
Considered the epidemic of the 21st century by the WHO, obesity is a global problem that is on the rise and will continue to increase in the coming years. Spain and Andalusia, in particular, are no exception to this pathology, which has tripled since the 1970s, representing a public health challenge. The aim of this study is to analyse the socioeconomic determinants of this pathology, with special emphasis on answering the question of what has a greater influence on overweight, education level, or income. For this purpose, we have used the European Survey of Health in Spain (ESHS-2020), a microdata base, with a total of 22,072 valid individual observations (of which 2,820 belong to the Andalusian population). Results we obtain in our estimations of qualitative response models reveal that, although both income and educational attainment could be effective in the fight against overweight, the social gradient of this health problem is greater with respect to educational attainment. Additionally, there are many other variables and other factors related to the individual's overweight (mental health, subjective state of health, oral health, among others) which are much less explored and which must be considered in health policies to combat this disease.
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Affiliation(s)
- Almudena Guarnido-Rueda
- Department of Economics and Business, University of Almeria, Carretera de Sacramento, s/n, 04120, Almeria, Spain
| | - Ignacio Amate-Fortes
- Department of Economics and Business, University of Almeria, Carretera de Sacramento, s/n, 04120, Almeria, Spain
| | - Francisco J Oliver-Márquez
- Department of Economics and Business, University of Almeria, Carretera de Sacramento, s/n, 04120, Almeria, Spain
| | - Diego Martínez-Navarro
- Department of Economics and Business, University of Almeria, Carretera de Sacramento, s/n, 04120, Almeria, Spain
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Liu M, Zhang Q, Liu L, Liu W. Enablers and Hindrances of Lifestyle Changes Among Patients With Atrial Fibrillation: A Qualitative Study. J Cardiovasc Nurs 2024; 39:38-48. [PMID: 37955370 DOI: 10.1097/jcn.0000000000001055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2023]
Abstract
BACKGROUND Atrial fibrillation (AF) seriously affects the health status and quality of life of affected patients. However, the lifestyle changes recommended by the guidelines for patients are not ideal. Hence, understanding the factors that promote and hinder healthy behavior changes in patients with AF is crucial for self-management. OBJECTIVE The aims of this study were to understand the factors enabling and hindering health behaviors in patients with AF and to provide a reference for promoting health management among these patients. METHODS Using the purposive sampling method, 22 patients with AF admitted to the Cardiac Center of Beijing Chaoyang Hospital, Capital Medical University, from March 2021 to June 2021 were selected for in-depth face-to-face interviews. The thematic analysis method was used to summarize and refine the themes. RESULTS The following 2 themes and 15 subthemes were eventually extracted by analyzing and summarizing the interview data. The 7 factors facilitating health behaviors in patients with AF were risk perception, outcome expectancy, behavioral intention, action plan, response plan, self-efficacy, and social support. There were 8 hindering factors: personal preferences and habits, specific customary culture, weak self-control, accessibility of exercise conditions, symptom-related distress, cognitive weakness, multiple medication use, and insufficient awareness of condition monitoring. CONCLUSIONS The factors affecting health behaviors in patients with AF are complex, and healthcare providers should reinforce the facilitators of health behaviors in these patients and provide them with targeted interventions against hindering factors. Results can be used to develop health behavior intervention programs for patients with AF.
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Pfeifer D, Rešetar J, Šteković M, Czlapka-Matyasik M, Verbanac D, Gajdoš Kljusurić J. Diet Quality and Its Association with Lifestyle and Dietary Behaviors among Croatian Students during Two COVID-19 Lockdowns. Foods 2023; 12:2532. [PMID: 37444271 DOI: 10.3390/foods12132532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 06/13/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
The present study aims to assess the diet quality, the relationship between diet quality and lifestyle, and the association of diet quality with body mass index and students' field of study during COVID-19 lockdown periods (spring and winter) in 2020. Datasets were collected via an anonymous online self-reported questionnaire distributed during two time periods using social media. A total of 1939 Croatian students (82.4% women and 17.6% men) completed the questionnaire. Diet quality was assessed using the pro-healthy diet index (pHDI) and non-healthy diet index (nHDI). An increase in diet quality was noted during both lockdown periods but was lower during the winter lockdown. Cooking for oneself was associated with a high level of pHDI, while ordering or buying ready-to-eat food was linked to a low level of pHDI. Additionally, a decrease in screen time and increased physical activity was associated with high pHDI values. Furthermore, during both lockdown periods, students with a BMI above 30 kg/m2 had the highest nHDI values compared to other students. Although positive changes were found during both lockdown periods, they were less pronounced throughout the winter lockdown. Further studies are needed to elucidate the real impact of these changes in the post-COVID period.
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Affiliation(s)
- Danijela Pfeifer
- Faculty of Food Technology and Biotechnology, University of Zagreb, 10000 Zagreb, Croatia
| | - Josip Rešetar
- Faculty of Pharmacy and Biochemistry, University of Zagreb, 10000 Zagreb, Croatia
| | - Martin Šteković
- Faculty of Pharmacy and Biochemistry, University of Zagreb, 10000 Zagreb, Croatia
| | | | - Donatella Verbanac
- Faculty of Pharmacy and Biochemistry, University of Zagreb, 10000 Zagreb, Croatia
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Mallya J, K T, Shettigar P. Uncovering culinary medicine research themes: Current status and future direction. F1000Res 2023; 12:173. [PMID: 38059134 PMCID: PMC10696491 DOI: 10.12688/f1000research.130947.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/07/2023] [Indexed: 12/08/2023] Open
Abstract
Background: Culinary medicine (CM), an emerging discipline, is a novel approach that focuses on the art of food and cooking to prevent or improve health outcomes among chronic patients suffering from lifestyle diseases. The concept originated in the USA, gaining interest from scholars in medicine, nutrition, nursing, and the gastronomic discipline. Notably, in the last five years, there has been exponential growth in CM literature. In this regard, this study sought to examine the growth, performance and distinct research themes of CM literature over time. Methods: To achieve the study's objectives, this study employs descriptive, performance and bibliometric analysis. The descriptive analysis was applied to examine the growth of the CM literature since its emergence. The performance analysis was used to identify the most influential journals, articles, and authors in the CM domain. The bibliographic coupling analysis was adopted to discover the various research themes of the CM knowledge base. Results: This study identifies three stages of literature development: Early stage, modest growth stage, and emerging stage. Further, the results indicate that most of the studies on CM had been conducted in developed countries. Our findings reveal a clear interest in integrating the CM curriculum into medical/nutrition education programs in recent years. Additionally, the study discovers four distinct main research themes: knowledge assessment, impact measurement, acceptance and efficacy, and implementation of CM. Conclusions: These findings are helpful for scholars in medicine, nutrition, nursing, and gastronomy as they provide an overview of CM's development and research focus. Future studies could focus on expanding the geographical distribution of research on CM and further exploring the identified research themes to gain a deeper understanding of the potential of this approach for improving health outcomes among chronic disease patients.
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Affiliation(s)
- Jyothi Mallya
- Library, Welcomgroup Graduate School of Hotel Administration, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Thirugnanasambantham K
- Food and Beverage Production, Welcomgroup Graduate School of Hotel Administration, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Pallavi Shettigar
- Dietetics and Applied Nutrition, Welcomgroup Graduate School of Hotel Administration, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
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Zhou Y, Wang J, Duan Y, Luo X, Wan Z, Luo Y, Li Y, Wang Y, Xie J. Dietary diversity and determinants of young adults in central China: A cross-sectional study from 2015 to 2020. Front Nutr 2022; 9:931107. [PMID: 36245537 PMCID: PMC9561624 DOI: 10.3389/fnut.2022.931107] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 09/01/2022] [Indexed: 11/13/2022] Open
Abstract
Background Early adulthood is a vulnerable period for improved nutrition at all phases of the life cycle. However, there is limited research on diversity information in young adults from middle-income countries undergoing an apparent nutritional transition. The purpose of this study was to explore dietary diversity and determinants among young adults aged 18–35 years in central China. Methods From January 2015 to December 2020, a cross-sectional survey of 49,021 young adults in a health management center of central China was conducted through report and phone-assisted self-report for information. The outcome variable was the Dietary Diversity Score. Independent variables included age, sex, race, material status, education, BMI, taste preference, regular meals, midnight snacks, sugared beverage/coffee consumption, and smoking/drinking status. Multivariate logistic regression was performed. Results Of 49,021 young adults, 38,374 (78.3%) reported insufficient dietary diversity, and 422 (0.9%) reported sufficient dietary diversity. Light taste preference [adjusted odds ratio (aOR) = 2.325; 95% CI: 1.779, 3.039] and those who had meals regularly (aOR = 1.241; 95% CI: 1.018, 1.513) and consumed coffee (aOR = 2.765; 95% CI: 2.257, 3.387) were more likely to be associated with sufficient dietary diversity. Midnight snacks (aOR = 0.728; 95% CI: 0.588, 0.901) and sugary beverages (aOR = 0.666; 95% CI: 0.535, 0.829) were less likely to be associated with sufficient dietary diversity. Higher BMI (aOR = 1.092; 95% CI: 1.061, 1.125) was associated with higher odds of sufficient dietary diversity. Additionally, participants who were 18–30 years old, with master or above degree and away from cigarette/alcohol were more likely to report better dietary diversity. Conclusion Our results painted a less than ideal nutritional condition affecting young adults. High-fat/sugar/salt dietary practices can lead to low dietary diversity, while high dietary diversity might have adverse BMI outcomes in youth. This study highlighted the importance of increasing the diversity of healthy and selective food items before wide recommendation for dietary diversity.
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Affiliation(s)
- Yi Zhou
- Department of Health Management Center, The Third Xiangya Hospital of Central South University, Changsha, China
- Xiang Ya Nursing School, Central South University, Changsha, China
| | - Jiangang Wang
- Department of Health Management Center, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Yinglong Duan
- Department of Emergency, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Xiaofei Luo
- Xiang Ya Nursing School, Central South University, Changsha, China
| | - Ziyu Wan
- Xiang Ya Nursing School, Central South University, Changsha, China
| | - Yating Luo
- Xiang Ya Nursing School, Central South University, Changsha, China
| | - Ying Li
- Department of Health Management Center, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Yaqin Wang
- Department of Health Management Center, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Jianfei Xie
- Department of Nursing, The Third Xiangya Hospital of Central South University, Changsha, China
- *Correspondence: Jianfei Xie
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Mohammed S, Juda T, Ali Z. Concept of biochemistry of food. MEDICAL JOURNAL OF BABYLON 2022. [DOI: 10.4103/mjbl.mjbl_87_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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