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Correction: Alpha-glucosidase and α-amylase inhibitory activity of Pistacia atlantica Desf. Gall extracts and identification of putative bioactives using a combined UPLC fingerprinting and molecular docking approach. 校正:黄连木α-葡萄糖苷酶和α-淀粉酶抑制活性。利用UPLC指纹图谱和分子对接相结合的方法鉴定胆提取物和可能的生物活性。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-08-01 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01476-6
Ziyad Ben Ahmed, Toufik Hadj Mahammed, Taha Chegma, Veronique Seidel, Mohamed Yousfi

[This corrects the article DOI: 10.1007/s40200-024-01470-y.].

[这更正了文章DOI: 10.1007/s40200-024-01470-y.]。
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引用次数: 0
Correction: Enhancing childhood obesity management: implementing an obesity registry for Iranian children and adolescents. 更正:加强儿童肥胖管理:对伊朗儿童和青少年实施肥胖登记。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-08-01 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01477-5
Pejman Rohani, Hanieh-Sadat Ejtahed, Shima Shojaie, Mohammad Hassan Sohouli, Shirin Hasani-Ranjbar, Bagher Larijani, Afshin Ostovar

[This corrects the article DOI: 10.1007/s40200-024-01467-7.].

[这更正了文章DOI: 10.1007/s40200-024-01467-7.]。
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引用次数: 0
Associations between patient portal use and electronic health record (EHR) data timeliness in type 2 diabetes mellitus care. 2型糖尿病患者门户网站使用与电子健康记录(EHR)数据及时性之间的关系
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-07-31 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01468-6
Kevin Wiley, Justin Blackburn, Eneida Mendonca, Nir Menachemi, Mary De Groot, Joshua R Vest

Objective: Patient data is subject to missingness and errors. Patient portals enable patients managing type 2 diabetes mellitus (T2DM) to review and correct data to avoid retesting, medication errors, and diagnostic mistakes. We examined whether patient portal use was associated with electronic health record (EHR) data timeliness in T2DM care.

Research design and methods: We analyzed EHR data from a panel of adult patients to determine whether portal use improved data timeliness. EHR data timeliness is measured as the number of days between patient encounters, accounting for mean attribute update periods, where available EHR attribute updates for T2DM measurements were present, including body mass, weight, glycated hemoglobin A1c, cholesterol, blood pressure, serum creatinine, and smoking status. We performed negative binomial regressions with fixed effects to estimate the association between patient portal use and EHR data timeliness. Sensitivity analyses were conducted using Poisson regressions.

Results: Nearly a third (31.3%) of patients in our sample actively used the health portal. There were fewer days (111.9 days vs. 136.7 days; p < 0.001) between EHR attribute updates for patients who used health portals compared to patients who did not. Data timeliness was lower among female, non-Hispanic White Medicare beneficiaries. Based on regression analyses, portal use was associated with an expected 3.6 (p < 0.001) percentage point decrease in days between attribute updates, indicating improved EHR timeliness.

Conclusion: Improving the quality of health information may streamline decision-making in partnership with patients who produce data points across clinical settings. Active use of patient portals and digital health tools in chronic disease care are critical for care management and clinical decision-making, especially for patients managing type 2 diabetes across clinical settings.

Supplementary information: The online version contains supplementary material available at 10.1007/s40200-024-01468-6.

目的:患者资料容易丢失和错误。患者门户使管理2型糖尿病(T2DM)的患者能够审查和纠正数据,以避免重测、用药错误和诊断错误。我们研究了T2DM患者门户网站的使用是否与电子健康记录(EHR)数据的及时性相关。研究设计和方法:我们分析了一组成年患者的电子病历数据,以确定门户网站的使用是否提高了数据的及时性。EHR数据的时效性是通过患者就诊之间的天数来衡量的,考虑到平均属性更新周期,其中存在可用于T2DM测量的EHR属性更新,包括体重、体重、糖化血红蛋白A1c、胆固醇、血压、血清肌酐和吸烟状况。我们采用固定效应的负二项回归来估计患者门户网站使用与电子病历数据及时性之间的关系。采用泊松回归进行敏感性分析。结果:在我们的样本中,近三分之一(31.3%)的患者积极使用健康门户网站。天数较少(111.9天比136.7天;结论:提高健康信息的质量可以简化与临床环境中产生数据点的患者的合作决策。在慢性病护理中积极使用患者门户网站和数字健康工具对于护理管理和临床决策至关重要,特别是对于在临床环境中管理2型糖尿病的患者。补充资料:在线版本提供补充资料,网址为10.1007/s40200-024-01468-6。
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引用次数: 0
The impact of diabetes on tight junctions in cardiomyopathy dysfunction. 糖尿病对心肌病功能障碍中紧密连接的影响。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-07-30 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01469-5
Leila Chodari, Sina Fatehfar, Mahan Ahmadi, Vajihe Ghorbanzadeh

Diabetic cardiomyopathy is a condition characterized by ventricular dysfunction in diabetic patients that is not caused by other cardiac ailments. It is associated with factors such as left ventricular hypertrophy, metabolic disturbances, and oxidative stress. Tight junctions, which form a barrier between cells, play a role in the vascular complications of diabetes. Proteins such as claudins and occludens are important for the structure and function of tight junctions. Zona occludens (ZO) proteins are also involved in tight junctions and their expression may be affected by diabetes. The review discusses the impact of diabetes on the tight junctions and the role of ZO proteins in diabetic cardiovascular dysfunction.

糖尿病性心肌病是一种以糖尿病患者心室功能障碍为特征的疾病,不是由其他心脏疾病引起的。它与左心室肥厚、代谢紊乱和氧化应激等因素有关。紧密连接在细胞之间形成屏障,在糖尿病的血管并发症中起作用。诸如claudin和occludens之类的蛋白质对紧密连接的结构和功能很重要。闭塞带蛋白(ZO)也参与紧密连接,其表达可能受到糖尿病的影响。本文就糖尿病对紧密连接的影响及ZO蛋白在糖尿病心血管功能障碍中的作用作一综述。
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引用次数: 0
Prazosin improves insulin-induced anabolic signaling by protecting capillary regression in the soleus muscle of hindlimb-unloaded rats. 哌唑嗪通过保护后肢无负荷大鼠比目鱼肌毛细血管退化改善胰岛素诱导的合成代谢信号。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-06-26 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01454-y
Masayuki Tanaka, Miho Kanazashi, Toshiko Tsumori, Hidemi Fujino

Purpose: Reduced capillary number in skeletal muscle due to disuse can hinder the delivery of insulin and amino acid delivery to muscle cells, diminishing insulin activity and muscle protein synthesis, ultimately contributing to anabolic resistance. However, it remains unknown whether mitigating capillary regression during inactivity improves anabolic resistance. This study aimed to investigate the effect of increasing capillary number through the administration of prazosin, which can increase blood flow and prevent capillary regression, on anabolic resistance in skeletal muscle induced by disuse.

Methods: Male Sprague Dawley rats were divided into control and hindlimb unloading (HU) groups, with half of each group receiving prazosin (50 mg/L) in their drinking water for 2 weeks. Histological analysis of the soleus muscles was conducted to measure the capillary-to-fiber (C/F) ratio, while western blotting was performed to measure the activation of the Akt/mTORC1 muscle protein synthesis pathway before and after insulin stimulation.

Results: The C/F ratios were significantly lower in the HU and HU + Prz groups than in the control group but were significantly higher in the HU + Prz group than in the HU group. Following insulin stimulation, the phosphorylation levels of Akt, p70S6K, and S6RP increased in all groups, with a significantly greater increase observed in the HU + Prz group compared to the HU group, indicating improved molecular signaling related to muscle protein synthesis.

Conclusion: Administration of prazosin during hindlimb unloading mitigated capillary regression and enhanced insulin-stimulated muscle protein synthesis response. These findings suggest that enhancing capillary number may reduce the anabolic resistance caused by muscle disuse.

Supplementary information: The online version contains supplementary material available at 10.1007/s40200-024-01454-y.

目的:骨骼肌因废弃而减少的毛细血管数量会阻碍胰岛素和氨基酸向肌肉细胞的传递,降低胰岛素活性和肌肉蛋白质的合成,最终导致合成代谢抵抗。然而,在不活动期间减轻毛细血管退化是否能改善合成代谢抵抗仍是未知的。本研究旨在探讨增加毛细血管数量的普唑嗪对废用所致骨骼肌合成代谢抵抗的影响,该药物具有增加血流量和防止毛细血管萎缩的作用。方法:将雄性Sprague Dawley大鼠分为对照组和后肢卸荷组(HU),每组半数小鼠饮水中加入吡唑嗪(50 mg/L),连续2周。对比目鱼肌进行组织学分析,测定其毛细血管/纤维(C/F)比,western blotting测定胰岛素刺激前后Akt/mTORC1肌肉蛋白合成通路的激活情况。结果:HU组和HU + Prz组C/F比值均显著低于对照组,HU + Prz组C/F比值显著高于HU组。胰岛素刺激后,Akt、p70S6K和S6RP的磷酸化水平在所有组中均升高,其中HU + Prz组的磷酸化水平明显高于HU组,表明与肌肉蛋白合成相关的分子信号传导改善。结论:后肢卸荷时给予哌唑嗪可减轻毛细血管消退,增强胰岛素刺激肌肉蛋白合成反应。这些结果表明,增加毛细血管数量可以降低肌肉废用引起的合成代谢阻力。补充资料:在线版本提供补充资料,网址为10.1007/s40200-024-01454-y。
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引用次数: 0
The impact of substituting clarified butter with canola oil on the components of metabolic syndrome, fatty liver index, and insulin resistance among individuals diagnosed with metabolic syndrome: a quasi-experimental study. 菜籽油替代澄清黄油对代谢综合征患者代谢综合征成分、脂肪肝指数和胰岛素抵抗的影响:一项准实验研究
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-06-19 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01453-z
Fatemeh Maleki Sedgi, Mohammadreza Mohammad Hosseiniazar, Mohammad Alizadeh

Purpose: Clarified butter, contain harmful saturated and beneficial trans-fatty acids. Canola oil is a promising alternative to other oils for reducing saturated fat intake. This trial aimed to investigate the effects of replacing clarified butter with canola oil in patients with metabolic syndrome on various metabolic syndrome components, fatty liver index (FLI), and insulin resistance.

Methods: In this trial, 42 individuals with metabolic syndrome referred to the clinic in Imam Khomeini University Hospital in Urmia, Iran, were enrolled. The participants, who commonly consumed (3 to 8 serving per day) clarified butter, were instructed to follow a healthy diet and replace their consumption of clarified butter with an equivalent amount of canola oil for 3 months. To compare the differences of outcomes in the group, the paired samples T-test and cohen's d effect size were applied. To analyze the changes in dietary intakes and Metabolic equivalent of task (MET), repeated measures of ANOVA was used.

Results: There was a significant decrease in fasting blood sugar (FBS) (< 0.001), triglyceride (TG) (0.003), and anthropometric measurements (< 0.001). Furthermore, significant reductions were observed in total cholesterol (TC) (< 0.001), low-density lipoprotein (LDL) (0.009), gamma-glutamyl transferase (GGT) levels (0.003), FLI (< 0.001), insulin levels (0.007), and homeostatic model assessment for insulin resistance (HOMA-IR) (0.002), and increase in quantitative insulin-sensitivity check index (QUICKI) (< 0.001). Unfavorably, there was a significant reduction in the high-density lipoprotein (HDL) (< 0.001).

Conclusion: The replacement of clarified butter with canola oil demonstrated potential benefits in improving metabolic syndrome.

Supplementary information: The online version contains supplementary material available at 10.1007/s40200-024-01453-z.

用途:澄清黄油,含有有害的饱和脂肪酸和有益的反式脂肪酸。菜籽油是减少饱和脂肪摄入的一种很有前途的油替代品。本试验旨在探讨用菜籽油替代澄清黄油对代谢综合征患者各种代谢综合征成分、脂肪肝指数(FLI)和胰岛素抵抗的影响。方法:在这项试验中,42例代谢综合征患者被纳入伊朗乌尔米娅伊玛目霍梅尼大学医院的临床。经常食用(每天3到8份)澄清黄油的参与者被指示遵循健康饮食,用等量的菜籽油代替他们食用的澄清黄油,为期3个月。为了比较各组结果的差异,采用配对样本t检验和cohen's d效应量。为了分析饮食摄入量和任务代谢当量(MET)的变化,使用了重复方差分析。结果:空腹血糖(FBS)明显降低(结论:用菜籽油代替澄清黄油对改善代谢综合征有潜在的好处。补充信息:在线版本提供补充资料,网址为10.1007/s40200-024-01453-z。
{"title":"The impact of substituting clarified butter with canola oil on the components of metabolic syndrome, fatty liver index, and insulin resistance among individuals diagnosed with metabolic syndrome: a quasi-experimental study.","authors":"Fatemeh Maleki Sedgi, Mohammadreza Mohammad Hosseiniazar, Mohammad Alizadeh","doi":"10.1007/s40200-024-01453-z","DOIUrl":"10.1007/s40200-024-01453-z","url":null,"abstract":"<p><strong>Purpose: </strong>Clarified butter, contain harmful saturated and beneficial trans-fatty acids. Canola oil is a promising alternative to other oils for reducing saturated fat intake. This trial aimed to investigate the effects of replacing clarified butter with canola oil in patients with metabolic syndrome on various metabolic syndrome components, fatty liver index (FLI), and insulin resistance.</p><p><strong>Methods: </strong>In this trial, 42 individuals with metabolic syndrome referred to the clinic in Imam Khomeini University Hospital in Urmia, Iran, were enrolled. The participants, who commonly consumed (3 to 8 serving per day) clarified butter, were instructed to follow a healthy diet and replace their consumption of clarified butter with an equivalent amount of canola oil for 3 months. To compare the differences of outcomes in the group, the paired samples T-test and cohen's d effect size were applied. To analyze the changes in dietary intakes and Metabolic equivalent of task (MET), repeated measures of ANOVA was used.</p><p><strong>Results: </strong>There was a significant decrease in fasting blood sugar (FBS) (< 0.001), triglyceride (TG) (0.003), and anthropometric measurements (< 0.001). Furthermore, significant reductions were observed in total cholesterol (TC) (< 0.001), low-density lipoprotein (LDL) (0.009), gamma-glutamyl transferase (GGT) levels (0.003), FLI (< 0.001), insulin levels (0.007), and homeostatic model assessment for insulin resistance (HOMA-IR) (0.002), and increase in quantitative insulin-sensitivity check index (QUICKI) (< 0.001). Unfavorably, there was a significant reduction in the high-density lipoprotein (HDL) (< 0.001).</p><p><strong>Conclusion: </strong>The replacement of clarified butter with canola oil demonstrated potential benefits in improving metabolic syndrome.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1007/s40200-024-01453-z.</p>","PeriodicalId":15635,"journal":{"name":"Journal of Diabetes and Metabolic Disorders","volume":"23 2","pages":"1977-1987"},"PeriodicalIF":1.8,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11599835/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142750752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unraveling the understudied influence of a lead variant in the 9p21 locus on the atherogenic index among type 2 diabetes patients with coronary artery disease. 揭示了未被充分研究的9p21基因座铅变异对2型糖尿病合并冠状动脉疾病患者动脉粥样硬化指数的影响。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-05-31 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01437-z
Mahsa Naserian, Ahad Alizadeh, Mani Nosrati, Abdolkarim Mahrooz

Introduction: The region on chromosome 9p21 has consistently been identified in genome-wide association studies (GWAS) as the top locus for type 2 diabetes (T2D), however, genetic variations in this locus affecting both T2D and coronary artery disease (CAD) require further characterized. Our aim was to assess the effects of rs10811661, a variant validated in GWAS, on log (TG/HDL-C), which has been associated with an atherogenic lipid profile.

Methods: A total of 121 patients with T2D who underwent coronary angiographic examination were included in this study. The patients were categorized into two groups, those with angiographically normal coronary arteries or less than 50% stenosis (non-CAD) and those having at least 70% stenosis in one of the main coronary arteries (severe CAD). The rs10811661 variant was genotyped using the restricted fragment length polymorphism (RFLP) analysis after PCR amplification.

Results: When the data was divided into tertiles according to HbA1c, our findings revealed that in tertile 3 (HbA1c ≥ 7.8%), the frequency of TT genotypes was higher compared to CT + CC genotypes (37.1% vs. 27.8%). T2D patients with CAD who carried the TT genotype had higher concentrations of log (TG/HDL) (p = 0.037) and TG (p = 0.003) compared to those with the C allele (CC or CT genotypes). After adjustment for covariates, the T allele of rs10811661 indicated significant associations with TG (OR = 1.66, 95% CI: 1.22-2.33, p = 0.002) and log (TG/HDL-C) (OR = 1.12, 95% CI: 1.02-2.13, p = 0.023) levels.

Conclusion: Our findings provide insight into how a GWAS-validated variant, rs10811661, can influence atherogenicity in patients with T2D and establish a link between this functional variant in the 9p21 locus and lipid factors associated with atherosclerosis. Further investigations are needed to understand the mechanisms by which this important variant influences lipid and lipoprotein levels, which could be useful in developing personalized medicine interventions.

在全基因组关联研究(GWAS)中,染色体9p21上的区域一直被确定为2型糖尿病(T2D)的顶级位点,然而,该位点的遗传变异影响T2D和冠状动脉疾病(CAD),需要进一步表征。我们的目的是评估rs10811661(一种在GWAS中验证的变体)对log (TG/HDL-C)的影响,这与动脉粥样硬化性脂质谱有关。方法:121例t2dm患者行冠状动脉造影检查。患者被分为两组,一组冠状动脉造影正常或狭窄小于50%(非冠心病),另一组主要冠状动脉狭窄至少70%(严重冠心病)。PCR扩增后,采用限制性片段长度多态性(RFLP)对rs10811661变异进行基因分型。结果:根据HbA1c将数据分成三组,我们的研究结果显示,在三组(HbA1c≥7.8%)中,TT基因型的频率高于CT + CC基因型(37.1%比27.8%)。携带TT基因型的T2D合并CAD患者的log (TG/HDL) (p = 0.037)和TG (p = 0.003)浓度高于携带C等位基因(CC或CT基因型)的患者。校正协变量后,rs10811661的T等位基因显示与TG (OR = 1.66, 95% CI: 1.22-2.33, p = 0.002)和log (TG/HDL-C) (OR = 1.12, 95% CI: 1.02-2.13, p = 0.023)水平显著相关。结论:我们的研究结果为gwas验证的rs10811661变异如何影响T2D患者的动脉粥样硬化提供了见解,并在9p21位点的这种功能变异与动脉粥样硬化相关的脂质因子之间建立了联系。需要进一步的研究来了解这种重要的变异影响脂质和脂蛋白水平的机制,这可能有助于开发个性化的医学干预措施。
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引用次数: 0
Sex specific reference values for body fat among healthy adults: Tehran lipid and glucose study. 健康成人体内脂肪的性别特异性参考值:德黑兰脂质和葡萄糖研究。
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-05-31 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01445-z
Behnaz Abiri, Majid Valizadeh, Fatemeh Haidari, Maryam Mahdavi, Maryam Barzin, Farhad Hosseinpanah

Background: Assessing body fat levels in particular groups is crucial, because excess body fat plays a significant role in various metabolic disorders. The purpose of the present study is to recognize optimal sex-specific reference values of percent body fat (PBF) in a healthy Iranian population using a statistical approach to normality.

Methods: In this cross-sectional study, among the 7986 participants who had bioelectrical impedance analyzer (BIA) data, after considering the exclusion criteria, 212 healthy individuals with the age of 20-30 years old (89 men and 123 women), with the lowest PBF values, were selected from Tehran Lipid and Glucose Study (TLGS). Height, weight, waist circumference, and PBF were obtained. Data of blood tests, including the lipid and glucose profiles, were also gathered. PBF was measured using a BIA. The relation between PBF and age was evaluated using second-degree regression models. Reference values for males and females were established considering the 95th percentile values of PBF for young reference groups.

Results: The lower values of body fat mass for men and women were 16.6 ± 4.9 and 31.1 ± 5.4 Kg, respectively and the age at the lower PBF was between 20 and 30 years. The cutoff points for PBF were 38.7% and 22.5% for women and men, respectively.

Conclusion: This study suggested specific PBF cutoff values for healthy Iranian adults of both sexes. More studies from different regions are required to obtain reference values for populations, enabling researchers to provide more reliable reports regarding obesity cutoff points.

背景:评估特定人群的体脂水平是至关重要的,因为过量的体脂在各种代谢紊乱中起着重要作用。本研究的目的是利用正常统计方法识别健康伊朗人群中体脂百分比(PBF)的最佳性别特异性参考值。方法:在本横断面研究中,从德黑兰脂糖研究(TLGS)的7986名有生物阻抗分析仪(BIA)数据的参与者中,经考虑排除标准,选择PBF值最低的20-30岁健康个体212人(男性89人,女性123人)。测量身高、体重、腰围和PBF。血液测试数据,包括脂质和葡萄糖谱,也被收集。PBF用BIA测定。使用二度回归模型评估PBF与年龄的关系。考虑年轻参照组PBF的第95百分位值,确定男性和女性的参考值。结果:男性和女性体脂质量最低值分别为16.6±4.9 Kg和31.1±5.4 Kg,最低PBF年龄在20 ~ 30岁之间。PBF的分界点分别为女性38.7%和男性22.5%。结论:本研究为伊朗健康成人提供了特定的PBF临界值。需要更多来自不同地区的研究来获得人群的参考值,使研究人员能够提供关于肥胖截止点的更可靠的报告。
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引用次数: 0
Development of a predictive model for the risk of microalbuminuria: comparison of 2 machine learning algorithms. 微量白蛋白尿风险预测模型的建立:两种机器学习算法的比较
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-05-31 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-024-01440-4
Wenyan Long, Xiaohua Wang, Liqin Lu, Zhengang Wei, Jijin Yang

Purpose: To identify the independent risk variables that contribute to the emergence of microalbuminuria(MAU) in type 2 diabetes mellitus(T2DM), to develop two different prediction models, and to show the order of importance of the factors in the better prediction model combined with a SHAP(Shapley Additive exPlanations) plot.

Methods: Retrospective analysis of data from 981 patients with T2DM from March 2021 to March 2023. This dataset included socio-demographic characteristics, disease attributes, and clinical biochemical indicators. After preprocessing and variable screening, the dataset was randomly divided into training and testing sets at a 7:3 ratio. To address class imbalance, the Synthetic Minority Oversampling Technique (SMOTE) was applied to balance the training set. Subsequently, prediction models for MAU were constructed using two algorithms: Random Forest and BP neural network. The performance of these models was evaluated using k-fold cross-validation (k = 5), and metrics such as the area under the ROC curve (AUC), accuracy, precision, recall, specificity, and F1 score were utilized for assessment.

Results: The final variables selected through multifactorial logistic regression analysis were age, BMI, stroke, diabetic retinopathy(DR), diabetic peripheral vascular disease (DPVD), 25 hydroxyvitamin D (25(OH)D), LDL cholesterol, neutrophil-to-lymphocyte ratio (NLR), and glycated haemoglobin (HbA1c) were used to construct the risk prediction models of Random Forest and BP neural network, respectively, and the Random Forest model demonstrated superior overall performance (AUC = 0.87, Accuracy = 0.80, Precision = 0.79, Recall = 0.84, Specificity = 0.76, F1 Score = 0.81). The SHAP feature matrix plot revealed that HbA1c, NLR, and 25(OH)D were the three most significant factors in predicting the development of MAU in T2DM, with 25(OH)D acting as an independent protective factor.

Conclusion: Effective identification of MAU in T2DM, therapeutic strategies for controllable high-risk factors, and prevention or delay of diabetic kidney disease(DKD) can all be achieved with the help of the risk prediction model developed in this study.

目的:确定2型糖尿病(T2DM)患者微量白蛋白尿(MAU)发生的独立危险变量,建立两种不同的预测模型,并结合Shapley加性解释(Shapley Additive explanation)图显示较好的预测模型中各因素的重要性排序。方法:回顾性分析2021年3月至2023年3月981例T2DM患者的资料。该数据集包括社会人口学特征、疾病属性和临床生化指标。数据集经过预处理和变量筛选后,按7:3的比例随机分为训练集和测试集。为了解决类不平衡问题,采用了合成少数派过采样技术(SMOTE)来平衡训练集。随后,使用随机森林和BP神经网络两种算法构建MAU预测模型。使用k-fold交叉验证(k = 5)评估这些模型的性能,并使用ROC曲线下面积(AUC)、准确度、精密度、召回率、特异性和F1评分等指标进行评估。结果:通过多因素logistic回归分析选择的最终变量为年龄、BMI、卒中、糖尿病视网膜病变(DR)、糖尿病周围血管病变(DPVD)、25(OH)D、LDL胆固醇、中性粒细胞与淋巴细胞比值(NLR)、糖化血红蛋白(HbA1c),分别构建随机森林和BP神经网络的风险预测模型,结果表明随机森林模型整体表现较好(AUC = 0.87,准确率= 0.80,精密度= 0.79,召回率= 0.84,特异性= 0.76,F1评分= 0.81)。SHAP特征矩阵图显示,HbA1c、NLR和25(OH)D是预测T2DM患者MAU发展的三个最重要的因素,其中25(OH)D是一个独立的保护因素。结论:本研究建立的风险预测模型可有效识别T2DM患者的MAU,制定可控高危因素的治疗策略,预防或延缓糖尿病肾病(DKD)的发生。
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引用次数: 0
Progression to diabetes and regression to normoglycemia in pre-diabetic subjects: results from a pragmatic community trial in a middle-income country. 糖尿病前期受试者进展为糖尿病并恢复到正常血糖:来自中等收入国家的一项实用社区试验的结果
IF 1.8 Q4 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-05-29 eCollection Date: 2024-12-01 DOI: 10.1007/s40200-023-01370-7
Davood Khalili, Zohreh Dehghani, Samaneh Asgari, Farzad Hadaegh, Fereidoun Azizi

Purpose: The incidence of prediabetes has been on the rise, indicating a growing public health concern, as individuals with prediabetes are at higher risk of developing type 2 diabetes. This study aimed to determine the effects of simple interventions on the regression of pre-diabetes status into normoglycemia and also prevent progression to diabetes in a pragmatic community trial.

Methods: A total of 2073 (761 intervention; 1,312 controls) participants with pre-diabetes were included in the present secondary data analysis; cases with diabetes or normoglycemia were identified during nine years of follow-up. We utilized multinomial logistic regression to calculate relative risk reductions (RRR, 95% CIs) for educational interventions targeting lifestyle changes in both men and women. Additionally, we employed a linear regression model that considered the ordinal outcomes ranging from normal to prediabetes and diabetes.

Results: In men, after adjusting for confounders, the intervention group had a 53% (95% CI = 1.11-2.10) more significant chance of returning to normoglycemia than the control group after three years of follow-up. In addition, men in the intervention group also had an increased risk of developing type 2 diabetes than men in the control group (RRR = 1.53, 95% CI = 1.02-2.31) after three years of follow-up. These findings among men remained consistent even after a six-year follow-up period. In women, after adjusting for age, the chance of returning to normoglycemia after three years in the intervention group was 1.30 times higher than in women in the control group (95% CI = 1.00-1.69), which disappeared after adjusting for other covariates or after six years of follow-up. The results of the regression analysis showed that the intervention had no effect on changing the status of the outcome from normal to prediabetes and diabetes.

Conclusion: We could not demonstrate any effect of a simple intervention in improving prediabetes. This high-risk population may require more gender-specific intensive interventions and attention.

目的:前驱糖尿病的发病率一直在上升,这表明越来越多的公共卫生问题,因为前驱糖尿病患者发展为2型糖尿病的风险更高。本研究旨在通过一项实用的社区试验,确定简单干预措施对糖尿病前期状态回归到正常血糖水平的影响,并防止糖尿病进展。方法:共2073例(干预761例;本次二级数据分析纳入1312名糖尿病前期受试者(对照组);在9年的随访中确定了糖尿病或血糖正常的病例。我们使用多项逻辑回归来计算针对男性和女性生活方式改变的教育干预的相对风险降低(RRR, 95% ci)。此外,我们采用线性回归模型,考虑了从正常到糖尿病前期和糖尿病的有序结果。结果:在男性中,在调整混杂因素后,经过三年的随访,干预组恢复正常血糖的机会比对照组高53% (95% CI = 1.11-2.10)。此外,经过三年的随访,干预组男性患2型糖尿病的风险也高于对照组男性(RRR = 1.53, 95% CI = 1.02-2.31)。即使在六年的随访期之后,男性的这些发现仍然保持一致。在女性中,在调整年龄后,干预组三年后恢复到正常血糖的机会是对照组女性的1.30倍(95% CI = 1.00-1.69),在调整其他协变量或随访6年后,这种情况消失。回归分析结果显示,干预对改变预后从正常到糖尿病前期和糖尿病的状态没有影响。结论:我们不能证明简单的干预对改善前驱糖尿病有任何效果。这些高危人群可能需要更多针对不同性别的密集干预和关注。
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Journal of Diabetes and Metabolic Disorders
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