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Computers in Biology and Medicine Sep 2021Obesity is considered a principal public health concern and ranked as the fifth foremost reason for death globally. Overweight and obesity are one of the main lifestyle... (Review)
Review
Obesity is considered a principal public health concern and ranked as the fifth foremost reason for death globally. Overweight and obesity are one of the main lifestyle illnesses that leads to further health concerns and contributes to numerous chronic diseases, including cancers, diabetes, metabolic syndrome, and cardiovascular diseases. The World Health Organization also predicted that 30% of death in the world will be initiated with lifestyle diseases in 2030 and can be stopped through the suitable identification and addressing of associated risk factors and behavioral involvement policies. Thus, detecting and diagnosing obesity as early as possible is crucial. Therefore, the machine learning approach is a promising solution to early predictions of obesity and the risk of overweight because it can offer quick, immediate, and accurate identification of risk factors and condition likelihoods. The present study conducted a systematic literature review to examine obesity research and machine learning techniques for the prevention and treatment of obesity from 2010 to 2020. Accordingly, 93 papers are identified from the review articles as primary studies from an initial pool of over 700 papers addressing obesity. Consequently, this study initially recognized the significant potential factors that influence and cause adult obesity. Next, the main diseases and health consequences of obesity and overweight are investigated. Ultimately, this study recognized the machine learning methods that can be used for the prediction of obesity. Finally, this study seeks to support decision-makers looking to understand the impact of obesity on health in the general population and identify outcomes that can be used to guide health authorities and public health to further mitigate threats and effectively guide obese people globally.
Topics: Adult; Humans; Life Style; Machine Learning; Metabolic Syndrome; Obesity; Risk Factors
PubMed: 34426171
DOI: 10.1016/j.compbiomed.2021.104754 -
Obesity Reviews : An Official Journal... Feb 2016A systematic review and meta-analysis was performed to investigate the ability of simple measures of childhood obesity such as body mass index (BMI) to predict future... (Meta-Analysis)
Meta-Analysis Review
A systematic review and meta-analysis was performed to investigate the ability of simple measures of childhood obesity such as body mass index (BMI) to predict future obesity in adolescence and adulthood. Large cohort studies, which measured obesity both in childhood and in later adolescence or adulthood, using any recognized measure of obesity were sought. Study quality was assessed. Studies were pooled using diagnostic meta-analysis methods. Fifteen prospective cohort studies were included in the meta-analysis. BMI was the only measure of obesity reported in any study, with 200,777 participants followed up. Obese children and adolescents were around five times more likely to be obese in adulthood than those who were not obese. Around 55% of obese children go on to be obese in adolescence, around 80% of obese adolescents will still be obese in adulthood and around 70% will be obese over age 30. Therefore, action to reduce and prevent obesity in these adolescents is needed. However, 70% of obese adults were not obese in childhood or adolescence, so targeting obesity reduction solely at obese or overweight children needs to be considered carefully as this may not substantially reduce the overall burden of adult obesity.
Topics: Adolescent; Adult; Age of Onset; Body Mass Index; Child; Child, Preschool; Humans; Longitudinal Studies; Obesity; Prospective Studies; Public Health
PubMed: 26696565
DOI: 10.1111/obr.12334 -
Frontiers in Endocrinology 2022Polycystic ovary syndrome (PCOS) is defined as a kind of endocrine and metabolic disorder that affects female individuals of reproductive age. Lifestyle modifications,... (Review)
Review
Polycystic ovary syndrome (PCOS) is defined as a kind of endocrine and metabolic disorder that affects female individuals of reproductive age. Lifestyle modifications, including diet modifications, exercise, and behavioral modification, appear to alleviate the metabolic dysfunction and improve the reproductive disorders of PCOS patients (particularly in obese women). Therefore, lifestyle modifications have been gradually acknowledged as the first-line management for PCOS, especially in obese patients with PCOS. However, the mechanism of lifestyle modifications in PCOS, the appropriate composition of diet modifications, and the applicable type of exercise modifications for specific female populations are rarely reported. We conducted a systematic review and enrolled 10 randomized controlled trials for inclusion in a certain selection. In this review, we summarized the existing research on lifestyle modifications in PCOS. We aimed to illustrate the relationship between lifestyle modifications and PCOS (referring to hyperandrogenism, insulin resistance as well as obesity) and also considered the priorities for future research. These results might be an invaluable tool to serve as a guide in lifestyle modifications as the intervention for PCOS and other related endocrine disorders.
Topics: Female; Humans; Insulin Resistance; Life Style; Menopause; Obesity; Polycystic Ovary Syndrome
PubMed: 35498415
DOI: 10.3389/fendo.2022.808898 -
The Lancet. Gastroenterology &... Jan 2023The global burden of non-alcoholic fatty liver disease (NAFLD) parallels the increase in obesity rates across the world. Although overweight and obesity status are... (Meta-Analysis)
Meta-Analysis
BACKGROUND
The global burden of non-alcoholic fatty liver disease (NAFLD) parallels the increase in obesity rates across the world. Although overweight and obesity status are thought to be an effective indicator for NAFLD screening, the exact prevalence of NAFLD in this population remains unknown. We aimed to report the prevalence of NAFLD, non-alcoholic fatty liver (NAFL), and non-alcoholic steatohepatitis (NASH) in the overweight and obese population.
METHODS
In this systematic review and meta-analysis, we searched Medline and Embase from database inception until March 6, 2022, using search terms including but not limited to "non-alcoholic fatty liver disease", "overweight", "obesity", and "prevalence". Cross-sectional and longitudinal observational studies published after Jan 1, 2000, written in or translated into English were eligible for inclusion; paediatric studies were excluded. Articles were included if the number of NAFLD, NAFL, or NASH events in an overweight and obese population could be extracted. Summary data were extracted from published reports. The primary outcomes were the prevalence of NAFLD, NAFL, and NASH in an overweight and obese population and the prevalence of fibrosis in individuals who were overweight or obese and who had NAFLD. A meta-analysis of proportions was done with the generalised linear mixed model. This study is registered with PROSPERO (CRD42022344526).
FINDINGS
The search identified 7389 articles. 151 studies met the inclusion criteria and were included in the meta-analysis. In the pooled analysis comprising 101 028 individuals, the prevalence of NAFLD in the overweight population was 69·99% (95% CI 65·40-74·21 I=99·10%), the prevalence of NAFL was 42·49% (32·55-53·08, I=96·40%), and the prevalence of NASH was 33·50% (28·38-39·04, I=95·60%). Similar prevalence estimates were reported in the obese population for NAFLD (75·27% [95% CI 70·90-79·18]; I=98·50%), NAFL (43·05% [32·78-53·97]; I=96·30%) and NASH (33·67% [28·45-39·31]; I=95·60%). The prevalence of NAFLD in the overweight population was the highest in the region of the Americas (75·34% [95% CI: 67·31-81·93]; I=99·00%). Clinically significant fibrosis (stages F2-4) was present in 20·27% (95% CI 11·32-33·62; I= 93·00%) of overweight individuals with NAFLD and in 21·60% (11·47-36·92; I=95·00%) of obese patients with NAFLD while 6·65% (4·35-10·01; I=58·00%) of overweight individuals with NAFLD and 6·85% (3·85-11·90; I=90·00%) of obese individuals with NAFLD had advanced fibrosis (stages F3-4).
INTERPRETATION
This study summarises the estimated global prevalence of NAFLD, NAFL, and NASH in overweight and obese individuals; these findings are important for improving the understanding of the global NAFLD burden and supporting disease management in the at-risk overweight and obese population.
FUNDING
None.
Topics: Humans; Child; Cross-Sectional Studies; Non-alcoholic Fatty Liver Disease; Obesity; Overweight; Fibrosis
PubMed: 36400097
DOI: 10.1016/S2468-1253(22)00317-X -
Obesity Reviews : An Official Journal... Feb 2019Discerning the determinants of weight loss maintenance is important in the planning of future interventions and policies regarding overweight and obesity. We have...
BACKGROUND
Discerning the determinants of weight loss maintenance is important in the planning of future interventions and policies regarding overweight and obesity. We have therefore systematically synthesized recent literature on determinants of weight loss maintenance for individuals with overweight and obesity.
METHODS
With the use of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement, prospective studies were identified from searches in PubMed and PsycINFO from 2006 to 2016. We included articles investigating adults with overweight and obesity undergoing weight loss without surgery or medication. Included articles were scored on their methodological quality, and a best-evidence synthesis was applied to summarize the results.
RESULTS
Our search resulted in 8,222 articles of which 67 articles were selected. In total, 124 determinants were identified of which 5 were demographic, 59 were behavioural, 51 were psychological/cognitive and 9 were social and physical environmental determinants. We found consistent evidence that demographic determinants were not predictive of weight loss maintenance. Behavioural and cognitive determinants that promote a reduction in energy intake, an increase in energy expenditure and monitoring of this balance are predictive determinants.
CONCLUSION
This review identifies key determinants in weight loss maintenance. However, more research regarding cognitive and environmental determinants of weight loss maintenance is needed to advance our knowledge on determinants of weight loss maintenance.
Topics: Exercise; Humans; Life Style; Obesity; Weight Loss
PubMed: 30324651
DOI: 10.1111/obr.12772 -
Journal of Obesity 2020. Globally, obesity is becoming a public health problem in the general population. Various determinants were reported by different scholars even though there are...
. Globally, obesity is becoming a public health problem in the general population. Various determinants were reported by different scholars even though there are inconsistencies. Different biomarkers of obesity were identified for the prediction of obesity. Even though researchers speculate the factors, biomarkers, consequences, and prevention mechanisms, there is a lack of aggregate and purified data in the area of obesity. . In this review, the epidemiology, predisposing factors, biomarkers, consequences, and prevention approaches of obesity were reviewed. . The epidemiology of obesity increased in low-, middle-, and high-income countries. Even if the factors vary across regions and socioeconomic levels, sociodemographic, behavioral, and genetic factors were prominent for the development of obesity. There are a lot of biomarkers for obesity, of which microRNA, adipocytes, oxidative stress, blood cell profile, nutrients, and microbiota were promising biomarkers for determination of occurrence of obesity. Since the consequences of obesity are vast and interrelated, multidimensional prevention strategy is mandatory in all nations.
Topics: Biomarkers; Humans; Obesity; Risk Factors
PubMed: 32566274
DOI: 10.1155/2020/6134362 -
Jornal de Pediatria 2021To evaluate the prevalence of vitamin D deficiency in obese children and adolescents when compared to eutrophic controls. (Meta-Analysis)
Meta-Analysis
OBJECTIVE
To evaluate the prevalence of vitamin D deficiency in obese children and adolescents when compared to eutrophic controls.
METHODS
Systematic review with meta-analysis covering studies with patients aged 0-18 years old diagnosed with obesity and vitamin D deficiency and control group of eutrophic patients. The studies were retrieved in the PubMed, Embase, and LILACS databases in December 2019. The search used the terms "obesity" in combination with "pediatric population" and "vitamin D".
RESULTS
Through the search 3155 articles were retrieved; and after analysis, 20 studies were selected according to the study objectives. A total of 24,600 children and adolescents were included. Through meta-analysis, the relative risk for the association between obesity and vitamin D deficiency in the pediatric population was 1.41 (95% CI: 1.26-1.59) (I² = 89%, p < 0.01).
CONCLUSION
Children and adolescents with obesity have higher risk of vitamin D deficiency.
Topics: Adolescent; Child; Child, Preschool; Humans; Infant; Infant, Newborn; Obesity; Prevalence; Vitamin D; Vitamin D Deficiency; Vitamins
PubMed: 33022267
DOI: 10.1016/j.jped.2020.08.006 -
European Journal of Obstetrics,... Apr 2022As the number of overweight and obese women seeking assisted reproductive care increases, interest in understanding the effects of excess weight on fertility is also... (Meta-Analysis)
Meta-Analysis Review
As the number of overweight and obese women seeking assisted reproductive care increases, interest in understanding the effects of excess weight on fertility is also increasing. Therefore, a systematic review and meta-analysis were performed to evaluate the associations of overweight and obesity with assisted reproductive technology outcomes. The following databases were searched through March 2019: MEDLINE (PubMed), Embase, Scopus, Lilacs, Web of Science, Clinical Trials and SciELO. The keywords used were obesity, overweight and assisted reproduction, as well as similar terms. Articles were selected based on titles and abstracts. Potentially relevant studies were evaluated for inclusion by two reviewers. Subsequently, quality was assessed using the Newcastle-Ottawa Quality Assessment Scale. The meta-analysis was performed using a random-effects model. Sensitivity analyses were performed to investigate sources of heterogeneity, as recommended by the Cochrane Collaboration. In total, 53 studies with 1,445,406 treatment cycles were included. When analysing one cycle per patient, being overweight or obese was found to have a weak negative impact on clinical pregnancy, livebirth and miscarriage rates; number of mature oocytes; duration of ovarian stimulation; and gonadotropin dosage used among the exposed women. Therefore, an increased body mass index is associated with weak adverse outcomes among women undergoing in-vitro fertilization or intracytoplasmic sperm injection. This study searched a greater number of research databases and analysed a greater number of studies with good methodological quality and low or moderate heterogeneity, including a greater number of assisted reproduction treatment cycles, than other studies conducted to date. Nevertheless, more robust studies on the subject are needed to elucidate other aspects related to exposure and outcomes.
Topics: Female; Fertilization in Vitro; Humans; Live Birth; Obesity; Overweight; Pregnancy; Pregnancy Rate; Sperm Injections, Intracytoplasmic
PubMed: 35183001
DOI: 10.1016/j.ejogrb.2022.01.019 -
Minerva Urologica E Nefrologica = the... Aug 2018Currently, abdominal obesity has reached an epidemic stage and obesity represents an important challenge for worldwide health authorities. Epidemiologic studies have... (Meta-Analysis)
Meta-Analysis Review
INTRODUCTION
Currently, abdominal obesity has reached an epidemic stage and obesity represents an important challenge for worldwide health authorities. Epidemiologic studies have demonstrated that the stone risk incidence increases with Body Mass Index, through multiple pathways. Metabolic syndrome and diabetes are associated with an increased renal stones disease incidence. The aim of this systematic review was to investigate the prevalence, morbidity, risk factors involved in the association between obesity and urolithiasis.
EVIDENCE ACQUISITION
The search involved finding relevant studies from MEDLINE, EMBASE, Ovid, the Cochrane Central Register of Controlled Trials, CINAHL, Google Scholar, and individual urological journals between January 2001 and May 2017. The inclusion criteria were for studies written in the English language, reporting on the association between obesity and urinary stones.
EVIDENCE SYNTHESIS
The underlying pathophysiology of stone formation in obese patients is thought to be related to insulin resistance, dietary factors, and a lithogenic urinary profile. Uric acid stones and calcium oxalate stones are observed frequently in these patients. Insulin resistance is thought to alter the renal acid-base metabolism, resulting in a lower urine pH, and increasing the risk of uric acid stone disease. Obesity is also associated with excess nutritional intake of lithogenic substances and with an increase in urinary tract infection incidence. Recent studies highlighted that renal stone disease increases the risk of myocardial infarction, progression of chronic kidney disease, and diabetes. Contemporary, bariatric surgery has been shown to be associated with hyperoxaluria and oxalate nephropathy. Certainly, the many health risks of obesity, including nephrolithiasis, will add more burden on urologists and nephrologists.
CONCLUSIONS
Obesity related nephrolithiasis seems to necessitate weight loss as primary treatment, but the recognition of the associated complications is necessary to prevent induction of new and equally severe medical problems. The optimal approach to obesity control that minimizes stone risk needs to be determined in order to manage obesity-induced renal stones disease.
Topics: Body Mass Index; Humans; Kidney Calculi; Obesity; Prevalence; Risk Factors; Urolithiasis
PubMed: 29856171
DOI: 10.23736/S0393-2249.18.03113-2 -
Diabetes & Metabolic Syndrome 2019Recent studies have reported that globally, more than 1.9 billion adults are overweight and 650 million are obese. Approximately 2.8 million deaths are reported as a...
Recent studies have reported that globally, more than 1.9 billion adults are overweight and 650 million are obese. Approximately 2.8 million deaths are reported as a result of being overweight or obese. Due to the consumption of energy dense food (i.e. unhealthy food habits), sedentary life style, lack of health care services and financial support, the developing countries are facing high risk of obesity and their adverse consequences (i.e. diabetes, ischemic heart disease, etc). In India, more than 135 million individuals were affected by obesity. The prevalence of obesity in India varies due to age, gender, geographical environment, socio-economic status, etc. According to ICMR-INDIAB study 2015, prevalence rate of obesity and central obesity are varies from 11.8% to 31.3% and 16.9%-36.3% respectively. In India, abdominal obesity is one of the major risk factors for cardiovascular disease (CVDs). Various studies have shown that the prevalence of obesity among women were significantly higher as compared to men. Obesity is one of the main medical and financial burdens for the government. This problem of obesity can be preventable by spreading public awareness about obesity and its health consequences. Governmental agencies should promote the benefits of healthy life style, food habits and physical activity. The aim of this article is to report the prevalence of obesity in different regions of India and highlight the problem areas.
Topics: Humans; India; Obesity; Prevalence
PubMed: 30641719
DOI: 10.1016/j.dsx.2018.08.032