diabetes risk factors

糖尿病危险因素
  • 文章类型: Journal Article
    背景:诊断为2型糖尿病(T2DM)的个体数量显着增加,随着这种情况在全球范围内达到流行病的程度。这项研究检查了与对照组非糖尿病患者相比,沙特阿拉伯T2DM成人样本的饮食模式。
    方法:来自414名参与者的数据,分析207个对照和207个T2DM。人体测量,食物的摄入量,如蔬菜,水果,全谷物,油炸食品,甜果汁,糖果,和糕点消费以及身体活动是通过访谈调查获得的。
    结果:蔬菜的消费量,绿色和多叶蔬菜,淀粉蔬菜,水果,蛋白质,糖尿病患者的牛奶含量明显更高(所有人的p<0.0001,淀粉蔬菜的p<0.01)。在案件组中,79.7%的人食用全麦面包,54.6%的人食用低脂牛奶(p<0.0001)。食用可自由支配食物,加糖果汁和软饮料的个案比例显著下降(24.1%),避免甜食(75.8%)和糕点(37.1%),(p<0.0001)。在病例组中,使用健康脂肪(如橄榄油)的参与者百分比也显着增加(78.7%)(p<0.001)。遵循饮食减肥的糖尿病患者的百分比显着增加(15%)(p<0.05)。两个研究组中的大多数是身体不活动的(对照组95.2%和病例94.2%)。
    结论:这项研究的结果提供了关于糖尿病患者通常遵循健康饮食的见解,然而,他们参与体育活动可能不是最佳的。
    BACKGROUND: There has been a significant rise in the number of individuals diagnosed with type 2 diabetes mellitus (T2DM), with the condition reaching epidemic proportions globally. This study examined the dietary pattern of a sample of Saudi Arabian adults with T2DM compared to control non-diabetics.
    METHODS: Data from 414 participants, 207 control and 207 T2DM was analyzed. Anthropometric measurements, foods intake such as vegetables, fruits, whole grains, fried foods, sweetened juice, sweets, and pastries consumption as well as physical activity were obtained by an interview-survey.
    RESULTS: The consumption of vegetables, green and leafy vegetables, starchy vegetables, fruits, proteins, and milk was significantly higher in the diabetics (p< 0.0001 for all and p<0.01 for starchy vegetables). Of the case group, 79.7% of them consumed whole-wheat bread while 54.6% of them consumed low fat milk (p<0.0001). There was a significant decrease in the percentage of cases who consumed discretionary foods and sweetened juices and soft drinks (24.1%), avoided sweets (75.8%) and pastries (37.1%), (p<0.0001). There were also significant increases in the percentages of participants who use healthy fat (as olive oil) in the case group (78.7%) (p<0.001). There was a significant increase in the percentage of diabetics who followed a diet to lose weight (15%) (p<0.05). The majority of the two study groups were physically inactive (control 95.2% & case 94.2%).
    CONCLUSIONS: The results of this study provide insight on that diabetics generally follow a healthy diet, yet their engagement in physical activity may not be optimal.
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  • 文章类型: Journal Article
    尽管密西西比州的高糖尿病患病率和越来越多的文献发现不良的童年经历(ACE)和糖尿病之间的显著关联,尚无研究在密西西比州成年人中检查ACEs与糖尿病风险之间的关系.这项研究利用了2020年行为危险因素监测系统(BRFSS)的数据来确定是否存在这种关系。密西西比州受访者的数据进行了加权,以考虑无反应偏差和非覆盖错误。每个受访者的总ACE暴露评分是根据所经历的ACE类别数量计算的。使用多变量逻辑回归模型来建立糖尿病和ACE类别以及糖尿病和总ACE暴露评分之间的关系。在p<0.05时显著的变量保留在最终(最佳拟合)模型中。所有模型都根据性别进行了调整,年龄,种族,教育水平,收入,体重指数(BMI)。在调整协变量后,那些经历身体虐待(校正比值比(AOR)1.72,95%CI1.69;1.75)或性虐待(AOR1.56,95%CI1.53;1.58)的患者被诊断为糖尿病的几率最高.经历一次ACE(AOR1.02,95%CI1.01;1.03)与糖尿病发生几率略高相关,而经历七个ACE类别(AOR2.20,95%CI2.10;2.31)的几率最高。总的来说,这项研究表明,在密西西比州,ACEs与糖尿病的诊断有很强的相关性.这种关系是立法中预防工作的重要重点领域,公共卫生运动,和初级保健中的普遍筛查程序可能降低密西西比州糖尿病的患病率和负担。
    Despite Mississippi\'s high diabetes prevalence and the growing literature finding significant associations between adverse childhood experiences (ACEs) and diabetes, no research has examined the relationship between ACEs and diabetes risk in Mississippi adults. This study utilized data from the 2020 Behavioral Risk Factor Surveillance System (BRFSS) to determine if such a relationship existed. Data for Mississippi respondents were weighted to account for nonresponse bias and non-coverage errors. Each respondent\'s total ACE exposure score was calculated based on the number of ACE categories experienced. Multivariate logistic regression was utilized to model the relationship between diabetes and ACE categories and diabetes and total ACE exposure scores. Variables that were significant at p<0.05 were retained in the final (best-fitting) models. All models were adjusted for sex, age, race, level of education, income, and body mass index (BMI). After adjusting for covariates, those experiencing physical abuse (adjusted odds ratio (AOR) 1.72, 95% CI 1.69; 1.75) or sexual abuse (AOR 1.56, 95% CI 1.53; 1.58) had the highest odds of ever being diagnosed with diabetes. Experiencing one ACE (AOR 1.02, 95% CI 1.01; 1.03) was associated with slightly higher odds of having diabetes, while experiencing seven ACE categories (AOR 2.20, 95% CI 2.10; 2.31) had the highest odds. Overall, this study shows a strong association between ACEs and a diagnosis of diabetes in the state of Mississippi. This relationship represents an important focus area for prevention efforts in legislation, public health campaigns, and universal screening procedures in primary care that may decrease the prevalence and burden of diabetes in Mississippi.
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  • 文章类型: Journal Article
    早期识别和生活方式干预对有糖尿病风险的人有益。这项研究的目的是使用FINDRISC评分和为期12周的基于移动应用程序的生活方式干预来评估健康超重或肥胖女性的2型糖尿病(T2D)风险。涉及54名受试者,分析了48名受试者,干预组(在线组:OG)n=28,对照组(CG)n=20。使用InBody720设备评估身体成分,并使用芬兰糖尿病风险问卷评估糖尿病风险。通过3天日记评估卡路里摄入量和大量营养素。通过TIBCOStatistica13.40.14使用学生t检验分析组差异以及前后结果。体重指数显著下降(28.0±2.5kgm-2vs25.8±4.3kgm-2,P=0.00),体脂百分比(37.5±6.3%vs34.1±5.9%,P=0.03),腰围(100.8±7.2厘米vs94.7±8.2厘米,P=0.00)和内脏脂肪(124.0±29.2厘米对109.0±24.6厘米,在OG中发现P=0.04)。在节目结束时,两组均显示食物消耗显着减少,每日卡路里摄入量(OG:2,348.6±348.0vs1,483.1±114.4,CG:2,372.4±464.2vs1,654.1±201.3kcalday-1,P=0.00),纤维(OG:19.5±3.7vs26.1±3.4,CG:17.8±3.9vs22.0±4.8gday-1,P=0.00)和胆固醇消耗(OG:365.2±58.9vs266.2±65.8,CG:377.4±72.1vs269.2±42.7mgday-1,P=0.00)。与对照组相比,在程序结束时,OG的体重指数(P=0.03)和体脂百分比(P=0.04)值显着降低。在这项研究中,发现mHealth干预是匈牙利女性人口的一种有用且有效的方法。需要进一步的研究来调查这种干预措施的修改,以实现更多的健康相关的影响。
    Early identification and lifestyle intervention is beneficial for people with risk for diabetes. The aim of this study was to evaluate the risk of type 2 diabetes (T2D) in healthy overweight or obese women using the FINDRISC score and a twelve-week long mobile app-based lifestyle intervention.Fifty-four subjects were involved and forty-eight were analysed, n = 28 in the intervention group (online group: OG) and n = 20 in the control group (CG). Body composition was assessed using the InBody 720 device and diabetes risk was evaluated with the Finnish Diabetes Risk Questionnaire. The calorie intake and macronutrients were evaluated by a 3-day diary. Group differences and pre- and post-results were analysed using student t-tests by TIBCO Statistica 13.40.14.Significantly decreased body mass index (28.0 ± 2.5 kg m-2 vs 25.8 ± 4.3 kg m-2, P = 0.00), body fat percentage (37.5 ± 6.3% vs 34.1 ± 5.9%, P = 0.03), waist circumference (100.8 ± 7.2 cm vs 94.7 ± 8.2 cm, P = 0.00) and visceral fat (124.0 ± 29.2 cm³ vs 109.0 ± 24.6 cm³, P = 0.04) were found in the OG. By the end of the programme, both groups showed significant decrease in food consumption, daily calorie intake (OG: 2,348.6 ± 348.0 vs 1,483.1 ± 114.4, CG: 2,372.4 ± 464.2 vs 1,654.1 ± 201.3 kcal day-1, P = 0.00), fibre (OG: 19.5 ± 3.7 vs 26.1 ± 3.4, CG: 17.8 ± 3.9 vs 22.0 ± 4.8 g day-1, P = 0.00) and cholesterol consumption (OG: 365.2 ± 58.9 vs 266.2 ± 65.8, CG: 377.4 ± 72.1 vs 269.2 ± 42.7 mg day-1, P = 0.00). OG had a more significant reduction in body mass index (P = 0.03) and body fat percentage (P = 0.04) values at the end of the programme compared to the control group.In this study, it was found that mHealth intervention is a useful and effective method in the Hungarian female population. Further studies are needed to investigate modifications of this intervention to achieve more health-related effects.
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  • 文章类型: Journal Article
    糖尿病是最常见的非传染性疾病之一,其患病率在全球范围内呈上升趋势。这项研究旨在确定患病率,在亚兹德的Shahedieh队列研究中,与糖尿病的因素相关,伊朗。
    本研究是对ShahdiehYazd队列初始阶段的数据进行的横断面研究。这项研究检查了9747名年龄在30至73岁之间的参与者的数据。数据包括人口统计,临床,和血液测试变量。多变量逻辑回归用于计算调整比值比(OR),并对糖尿病的危险因素进行了研究。同时,估计了人群可归因的糖尿病风险,并报告。
    糖尿病患病率为17.9%(CI95%:17.1-18.9);女性为20.5%,男性占15.4%。多变量logistic回归结果显示女性(OR=1.4,CI95%:1.24-1.58),腰臀比(OR=1.4,CI95%:1.24-1.58),高血压(OR=2.1,CI95%:1.84-2.4),心血管疾病(CVD)(OR=1.52,CI95%:1.28-1.82),中风(OR=1.91,CI95%:1.24-2.94),年龄(OR=1.81,CI95%:1.67-1.96),高胆固醇血症(OR=1.79,CI95%甘油三酯:1.59-2.02),和低密度脂蛋白(LDL)(OR=1.45,CI95%:1.4-1.51),作为糖尿病的危险因素。在可改变的风险因素中,高血压(52.38%),腰臀比(48.19%),中风史(47.64%),高胆固醇血症(44.13%),CVD病史(34.21%),LDL≥130(31.03%)的人口归因最大,分别。
    结果显示,糖尿病的一些主要决定因素是可改变的危险因素。因此,实施早期检测,以及对有风险的人的筛查计划和预防措施,比如改变生活方式的计划,控制危险因素可以预防这种疾病。
    UNASSIGNED: The diabetes is one of the most common noncommunicable diseases, the prevalence of which is increasing worldwide. This study aimed to determine the prevalence, and correlates the factors of diabetes in the setting of Shahedieh cohort study in Yazd, Iran.
    UNASSIGNED: The present study is a cross-sectional study conducted on the data of the initial stage of Shahdieh Yazd cohort. This study examined the data of 9747 participants aged from 30 to 73 years. The data included demographic, clinical, and blood test variables. Multivariable logistic regression was used to calculate the adjusted odds ratio (OR), and the risk factors of diabetes were studied. Meanwhile, population attributable risks for diabetes were estimated, and reported.
    UNASSIGNED: The prevalence of diabetes was 17.9% (CI95%: 17.1-18.9); 20.5% in women, and 15.4% in men. Based on the results of multivariable logistic regression showed female sex (OR = 1.4, CI95%: 1.24-1.58), waist-hip ratio (OR = 1.4, CI95%: 1.24-1.58), high blood pressure (OR = 2.1, CI95%: 1.84-2.4), cardiovascular diseases (CVD) (OR = 1.52, CI95%: 1.28-1.82), stroke (OR = 1.91, CI95%: 1.24-2.94), age (OR = 1.81, CI95%: 1.67-1.96), hypercholesterolemia (OR = 1.79, CI95% triglyceride: 1.59-2.02), and low-density lipoprotein (LDL) (OR = 1.45, CI95%: 1.4-1.51), as risk factors for diabetes. Among the modifiable risk factors, high blood pressure(52.38%), waist-to-hip ratio (48.19%), the history of stroke (47.64%), hypercholesterolemia (44.13%), history of CVD (34.21%), and LDL ≥ 130 (31.03%) had the greatest population-attributable, respectively.
    UNASSIGNED: The results showed that some of the main determinants of diabetes are the modifiable risk factors. Therefore, implementing early detection, and screening programs for people at risk and preventive measures, such as lifestyle modification programs, and control of risk factors can prevent this disease.
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  • 文章类型: Journal Article
    UNASSIGNED:定期监测公众对糖尿病的认识是必要的,以提供有效的教育和预防策略。本研究旨在评估(1)波兰成年人对糖尿病的公众知识和认识,以及(2)确定与公众对糖尿病的认识相关的社会人口统计学因素。
    UNASSIGNED:这项横断面调查于2022年6月24日至27日进行,对波兰1,051名成年人进行了非概率随机配额样本。问卷包括与风险因素意识相关的十个问题,症状,和糖尿病并发症。
    未经评估:在受访者中,10.5%的人患有糖尿病,43.8%的人声称他们的家族有糖尿病史。只有17.3%的受访者表示对糖尿病的知识水平很高。在这项研究中分析的10种糖尿病症状中,高血糖(80.7%)和慢性疲劳(74.6%)最受认可。在这项研究中分析的8个糖尿病危险因素中,超重/肥胖(80.4%)和不健康饮食(74.1%)是公认的糖尿病危险因素,而只有22.7%的受访者表示吸烟。糖尿病足是最常见的糖尿病并发症(79.8%)。但大约一半的受访者表示视力问题(56.9%),肾损害(52.1%),或心血管疾病(50.2%)为糖尿病并发症。女性性别,受教育程度较高和有糖尿病患者的家庭成员是糖尿病认知水平较高的最重要因素(p<0.05).
    UNASSIGNED:这项研究表明,波兰成年人对糖尿病的认识不足。性别和教育水平是与糖尿病特定方面的认识显着相关的最重要因素,而自我报告的财务状况和居住地没有或没有边际影响。所提供的数据表明了在波兰采取全面的糖尿病教育策略的重要性。
    Regular monitoring of public awareness of diabetes is necessary to provide effective educational and preventive strategies. This study aimed to assess (1) public knowledge and awareness of diabetes among adults in Poland, as well as (2) to identify sociodemographic factors associated with public awareness of diabetes.
    This cross-sectional survey was carried out between 24 and 27 June 2022, on a non-probability random quota sample of 1,051 adults in Poland. The questionnaire included ten questions related to the awareness of risk factors, symptoms, and complications of diabetes.
    Among the respondents, 10.5% had diabetes and 43.8% declared that they have a history of diabetes in their family. Only 17.3% of respondents declared a good level of knowledge of diabetes. Out of 10 symptoms of diabetes analyzed in this study, high blood sugar (80.7%) and chronic fatigue (74.6%) were the most recognized. Out of 8 diabetes risk factors analyzed in this study, overweight/obesity (80.4%) and unhealthy diet (74.1%) were the most recognized diabetes risk factors, while only 22.7% of respondents indicated tobacco use. The diabetic foot was the most recognized diabetes complication (79.8%), but approximately half of the respondents indicated vision problems (56.9%), kidney damage (52.1%), or cardiovascular diseases (50.2%) as diabetes complications. Female gender, having higher education and having a family member with diabetes were the most im-portent factors associated (p < 0.05) with a higher level of awareness of diabetes.
    This study demonstrated insufficient public awareness of diabetes among adults in Poland. Gender and educational level were the most important factors significantly associated with the awareness of the selected aspects of diabetes, while self-reported financial situation and place of residence had none or marginal influence. The presented data manifest the importance of adopting a comprehensive education strategy regarding diabetes in Poland.
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  • 文章类型: Journal Article
    不到一半的美国成年人患有糖尿病或糖尿病前期。2016年,西弗吉尼亚州(WV)在美国被诊断为糖尿病的成年人中比例最高(15.2%)
    与健康科学与技术学院(HSTA)合作,进行了一项横断面研究来评估知识,行为,以及对糖尿病风险的看法。
    数据是由居住在WV农村县的受过培训的HSTA学生和老师收集的。使用经过验证的调查对信息进行了评估,HbA1c是通过使用专业的定点护理(拜耳)试剂盒获得的。
    平均年龄和体重指数(BMI)分别为36.11±17.86岁和27.80±6.09kg/m2。超过一半的参与者有糖尿病家族史(58.8%)和高血压家族史(60.2%)。大多数人的BMI升高(65.9%).然而,只有29.2%的人认为他们未来的糖尿病风险为中度到高度.百分之八十(80%)的每周运动量不足,36%的人饮食质量较低。总的来说,饮食质量和糖尿病知识与低至中度糖尿病风险评分相关;风险评分与较高的HbA1c呈正相关(r=0.439,P<.001)。参与者\'HbA1c,在回归模型中,糖尿病的感知未来风险和糖尿病家族史是糖尿病风险的重要预测因子,控制健康行为和糖尿病知识。
    HbA1c,感知未来糖尿病风险和糖尿病家族史可能是未来发展为糖尿病的最佳预测因素,因此,在社区筛查期间进行评估很重要。在WV中,对糖尿病风险的感知低于实际的糖尿病风险。
    UNASSIGNED: A little less than half of American adults have diabetes or pre-diabetes. In 2016, West Virginia (WV) had the highest percentage (15.2%) of adults with diagnosed diabetes in the U.S.
    UNASSIGNED: In partnership with the Health Sciences and Technology Academy (HSTA), a cross-sectional study was preformed to assess knowledge, behaviors, and perceptions of diabetes risk.
    UNASSIGNED: Data was collected by trained HSTA students and teachers who lived in rural counties in WV. Information was assessed using validated surveys, and HbA1c was obtained by utilizing professional point-of-care (Bayer) kits.
    UNASSIGNED: Mean age and Body Mass Index (BMI) was 36.11±17.86 years and 27.80±6.09 kg/m2, respectively. More than half of the participants had a family history of diabetes (58.8%) and hypertension (60.2%), and a majority had elevated BMI (65.9%). However, only 29.2% rated their future risk for diabetes as moderate to high. Eighty percent (80%) had an inadequate amount of weekly exercise, and 36% had lower quality of diet. Overall, dietary quality and diabetes knowledge was associated with a low to moderate diabetes risk score; risk score positively correlated with higher HbA1c (r=0.439, P<.001). Participants\' HbA1c, perceived future risk of diabetes and family history of diabetes emerged as significant predictors of diabetes risk in the regression model, controlling for health behavior and diabetes knowledge.
    UNASSIGNED: HbA1c, perceived future risk of diabetes and family history of diabetes may be the best predictors of developing diabetes in the future and, therefore, are important to assess during community screening. Perception of diabetes risk is lower than actual diabetes risk in WV.
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  • 文章类型: Journal Article
    自我效能感等心理社会因素可能对帮助高危成年人预防糖尿病很重要。我们旨在描述患有糖尿病前期的成年人的社会心理和糖尿病危险因素,并评估这些因素是否因人口统计学特征而有所不同。横断面数据来自基线调查和电子健康记录(2018-2021年)的糖尿病前期成年人,他们参加了KaiserPermanente北加州和密歇根医学对糖尿病预防的同伴支持的随机研究。线性回归用于比较种族/族裔群体之间的差异,调整年龄,性别,和诊所。在研究的336名参与者中,62%为女性;中位年龄为57岁;41%为白人,35%的非洲裔美国人,9%西班牙裔。平均自主动机为6.6,预防糖尿病的自我效能感为6.0(1-7量表);平均感知社会支持为47(12-72量表)。与白人成年人相比,西班牙裔成年人报告了更高的自主动机,非裔美国人成年人报告了更高的自我效能感。西班牙裔和非洲裔美国成年人比白人成年人有更多的糖尿病风险因素,包括糖尿病家族史,高血压,含糖饮料消费,缺乏身体活动和粮食不安全。总之,参与者在基线时报告了高水平的自主动机和自我效能感,西班牙裔和非洲裔美国成年人报告一些与行为改变相关的社会心理因素水平较高,这表明,在糖尿病预防策略中,有一个重要的机会,让不同的糖尿病前期成年人参与。然而,西班牙裔和非裔美国人参与者显示出更高的糖尿病风险因素水平。糖尿病预防工作应同时解决这两个问题,以减少糖尿病发病率。
    Psychosocial factors such as self-efficacy may be important in helping high-risk adults prevent diabetes. We aimed to describe psychosocial and diabetes risk factors in adults with prediabetes and evaluate if these varied by demographic characteristics. Cross-sectional data came from baseline surveys and electronic health records (2018-2021) of adults with prediabetes enrolled in a randomized study of peer support for diabetes prevention at Kaiser Permanente Northern California and Michigan Medicine. Linear regression was used to compare differences between racial/ethnic groups, adjusting for age, sex, and clinic. Of 336 participants in the study, 62% were female; median age was 57; 41% were White, 35% African American, 9% Hispanic. Mean autonomous motivation was 6.6 and self-efficacy to prevent diabetes was 6.0 (1-7 scale); mean perceived social support was 47 (12-72 scale). Hispanic adults reported higher autonomous motivation and African American adults reported higher self-efficacy compared to White adults. Hispanic and African American adults had more diabetes risk factors than White adults, including greater family history of diabetes, hypertension, sugar-sweetened beverage consumption, physical inactivity and food insecurity. In conclusion, participants reported high levels of autonomous motivation and self-efficacy at baseline, with Hispanic and African American adults reporting higher levels of some psychosocial factors related to behavior change, suggesting a significant opportunity to engage a diverse population of adults with prediabetes in diabetes prevention strategies. However, Hispanic and African American participants showed greater diabetes risk factors levels. Diabetes prevention efforts should address both to reduce diabetes incidence.
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  • 文章类型: Journal Article
    未经证实:在患有妊娠期糖尿病(GDM)的孕妇中,胰岛素抵抗(IR)会增加患明显2型糖尿病的风险,并与母亲和胎儿的并发症有关。
    UNASSIGNED:本研究旨在评估由3个指标评估的IR之间的关联(即更新的稳态模型评估模型(HOMA2),QUICKI,和McAuley指数)以及越南GDM妇女的糖尿病危险因素和胎儿生长指数。
    UNASSIGNED:从2015年1月至2019年5月,对370名GDM妇女和40名健康孕妇进行了横断面描述性研究。IR通过HOMA2(HOMA2-IR)计算,QUICKI,和麦考利的索引。通过超声评估胎儿人体测量,并由超声专家进行和解释。
    UNASSIGNED:在简单回归分析中,与HOMA2-IR和QUICKI指数相比,显示的McAuley指数与糖尿病危险因素的最高数量具有统计学意义。此外,McAuley指数与包括双顶直径(BPD)在内的胎儿超声测量因素的数量最高具有统计学意义(r=-0.271,P<.001),头围(HC)(r=-0.225,P<.001),腹围(AC)(r=-0.214,P<.001),股骨长度(FL)(r=-0.231,P<.001),估计胎儿体重(EFW)(r=-0.239,P<.001)和胎儿估计年龄(r=-0.299,P<.001)。在多变量分析中,麦考利指数对AC的贡献最大(标准化B为-0.656,P<.001)。
    UNASSIGNED:与HOMA2-IR和QUICKI指数相比,McAuley指数与更多的糖尿病危险因素以及胎儿超声检查结果测量结果显著相关。
    UNASSIGNED: In pregnant women with gestational diabetes mellitus (GDM), insulin resistance (IR) increases the risk of developing manifest type 2 diabetes mellitus and is associated with complications in both mother and fetus.
    UNASSIGNED: This research aimed to evaluate the associations between IR evaluated by 3 indices (namely updated homeostasis model assessment model (HOMA2), QUICKI, and McAuley\'s index) and the diabetes risk factors and the fetal growth indices in Vietnamese women with GDM.
    UNASSIGNED: A cross-sectional descriptive study was conducted on 370 women with GDM and 40 healthy pregnant women from January 2015 to May 2019. IR was calculated by HOMA2 (HOMA2-IR), QUICKI, and McAuley\'s index. Fetal anthropometric measurements were assessed via ultrasound which was performed and interpreted by ultrasound experts.
    UNASSIGNED: In the simple regression analysis, McAuley\'s index illustrated had statistically significant correlations to the highest number of risk factors of diabetes mellitus compared with HOMA2-IR and QUICKI indices. Moreover, McAuley\'s index correlated statistically significantly to the highest number of fetal ultrasound measurements factors such as including biparietal diameter (BPD) (r = -0.271, P < .001), head circumference (HC) (r = -0.225, P < .001), abdominal circumference (AC) (r = -0.214, P < .001), femur length (FL) (r = -0.231, P < .001), estimated fetal weight (EFW) (r = -0.239, P < .001) and fetal estimated age (r = -0.299, P < .001). In the multivariable analysis, the McAuley\'s index contributed the greatest to AC (Standardized B of -0.656, P < .001).
    UNASSIGNED: The McAuley\'s index was significantly associated with a higher number of more risk factors for diabetes mellitus as well as fetal ultrasound sonography findings measurements than compared with HOMA2-IR and QUICKI indices.
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  • 文章类型: Journal Article
    糖尿病(DM)的患病率在世界范围内迅速增长,需要采取行动,以最大程度地减少糖尿病的负担并减少其并发症。由于科威特三分之二的人口是外籍人士,对农民工中糖尿病的患病率和相关因素进行了评估,因为它对农民工的生活质量有显著影响,健康,和生产力。本研究使用的数据是2018年在帅坝工业医疗中心(SIMC)进行体检的所有农民工。使用单变量和多变量回归来评估糖尿病与其他独立因素之间的关系,其中描述了比值比和置信区间。2018年的数据集中记录了总共3477名参与者的信息。在所有参与者中,10.1%患有糖尿病。约49%的参与者超重。参与者的最大年龄组为31至40岁。一小部分参与者被诊断为高血压,占11.8%。此外,76.1%的参与者报告自己是不吸烟者。糖尿病与年龄呈正相关,高血压,和国籍。然而,未发现BMI与吸烟相关.这是SIMC中第一项评估移民中DM及其相关危险因素的研究,因为农民工是被忽视的亚群,需要我们的关注和关注,以实现正义和公平。研究结果表明,我们研究人群中DM的患病率相当低。然而,健康的生活方式,包括健康的饮食和身体活动,需要介绍,以防止任何进一步的损害。
    The prevalence of diabetes mellitus (DM) is growing enormously worldwide, and actions need to be taken in order to minimize the burden of diabetes mellitus and reduce its complications. Since two-thirds of Kuwait\'s population are expatriates, the prevalence of and factors associated with diabetes among migrant workers was assessed as it has a significant impact on migrant workers\' quality of life, health, and productivity. The data used in this study was for all migrant workers who attended Shuaiba Industrial Medical Center (SIMC) for physical examination in the year 2018. Univariate and multivariate regression were used to assess the relationship between diabetes mellitus and the other independent factors where odds ratios with confidence intervals were delineated. Information for a total of 3477 participants was recorded in the dataset for 2018. Of the total participants, 10.1% had diabetes mellitus. About 49% of the participants were overweight. The largest age group of participants was between 31 and 40 years of age. A small percentage of the participants were diagnosed with hypertension at 11.8%. Additionally, 76.1% of the participants reported themselves as non-smokers. Diabetes was positively associated with age, hypertension, and nationalities. However, no association was found between BMI and smoking tobacco. This is the first study in SIMC to assess DM and its associated risk factor among migrants, since migrant workers are neglected subpopulations that need our focus and attention to achieve justice and fairness. The findings revealed that the prevalence of DM among our study population was considerably lower. However, a healthy lifestyle, including a healthy diet and being physically active, need to be introduced to prevent any further damage.
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  • 文章类型: Journal Article
    糖尿病是世界范围内最常见的人类疾病之一,可引起多种健康相关并发症。它导致相当大的发病率,死亡率,和经济损失。及时诊断和预测这种疾病可以为患者提供采取适当预防和治疗策略的机会。提高对危险因素的认识,我们利用逻辑回归模型和决策树-一种机器学习算法来预测Pima印度女性的2型糖尿病.我们的分析发现了2型糖尿病的五个主要预测因素:葡萄糖,怀孕,体重指数(BMI),糖尿病谱系功能,和年龄。我们进一步探索分类树以补充和验证我们的分析。六重分类树表示葡萄糖,BMI,年龄是重要因素,虽然十节点树意味着葡萄糖,BMI,怀孕,糖尿病谱系功能,和年龄是重要的预测因子。我们的首选规范产生78.26%的预测精度和21.74%的交叉验证错误率。我们认为我们的模型可以应用于2型糖尿病的合理预测,并可能用于补充现有的预防措施,以遏制糖尿病的发病率并降低相关成本。
    Diabetes mellitus is one of the most common human diseases worldwide and may cause several health-related complications. It is responsible for considerable morbidity, mortality, and economic loss. A timely diagnosis and prediction of this disease could provide patients with an opportunity to take the appropriate preventive and treatment strategies. To improve the understanding of risk factors, we predict type 2 diabetes for Pima Indian women utilizing a logistic regression model and decision tree-a machine learning algorithm. Our analysis finds five main predictors of type 2 diabetes: glucose, pregnancy, body mass index (BMI), diabetes pedigree function, and age. We further explore a classification tree to complement and validate our analysis. The six-fold classification tree indicates glucose, BMI, and age are important factors, while the ten-node tree implies glucose, BMI, pregnancy, diabetes pedigree function, and age as the significant predictors. Our preferred specification yields a prediction accuracy of 78.26% and a cross-validation error rate of 21.74%. We argue that our model can be applied to make a reasonable prediction of type 2 diabetes, and could potentially be used to complement existing preventive measures to curb the incidence of diabetes and reduce associated costs.
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