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ERK1/2 gene expression and hypomethylation of Alu and LINE1 elements in patients with type 2 diabetes with and without cataract: Impact of hyperglycemia-induced oxidative stress.
IF 3.2 3区 医学 Pub Date : 2025-01-13 DOI: 10.1111/jdi.14405
Elham Zeinali Nia, Ruhollah Najjar Sadeghi, Mostafa Ebadi, Mohammad Faghihi

Aims: This study aimed to delineate the effect of hyperglycemia on the Alu/LINE-1 hypomethylation and in ERK1/2 genes expression in type 2 diabetes with and without cataract.

Methods: This study included 58 diabetic patients without cataracts, 50 diabetic patients with cataracts, and 36 healthy controls. After DNA extraction and bisulfite treatment, LINE-1 and Alu methylation levels were assessed using Real-time MSP. ERK1/2 gene expression was analyzed through real-time PCR. Total antioxidant capacity (TAC), and fasting plasma glucose (FPG) were measured using colorimetric methods. Statistical analysis was performed with SPSS23, setting the significance level at P < 0.05.

Results: The TAC levels were significantly lower for cataract and diabetic groups than controls (259.31 ± 122.99, 312.43 ± 145.46, 372.58 ± 132.95 nanomole of Trolox equivalent) with a significant correlation between FPG and TAC levels in both the cataract and diabetic groups (P < 0.05). Alu and LINE-1 sequences were found to be statistically hypomethylated in diabetic and cataract patients compared to controls. In these groups, TAC levels were directly correlated with Alu methylation (P < 0.05) but not LINE-1. ERK1/2 gene expression was significantly higher in diabetic and cataract patients, showing increases of 2.41-fold and 1.43-fold for ERK1, and 1.27-fold and 1.5 for ERK2, respectively. ERK1 expression correlated significantly with FPG levels. A reverse correlation was observed between TAC levels and ERK1/2 expression.

Conclusions: Our findings indicate that hyperglycemia-induced oxidative stress may alter ERK1/2 gene expression patterns and induce aberrant hypomethylation in Alu and LINE-1 sequences. These aberrant changes may play a contributing role in diabetic complications such as cataracts.

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引用次数: 0
Advanced maternal age is a risk factor for both early and late gestational diabetes mellitus: The Japan Environment and Children's Study.
IF 3.2 3区 医学 Pub Date : 2025-01-11 DOI: 10.1111/jdi.14400
Kazuma Tagami, Noriyuki Iwama, Hirotaka Hamada, Hasumi Tomita, Rie Kudo, Natsumi Kumagai, Hongxin Wang, Seiya Izumi, Zen Watanabe, Mami Ishikuro, Taku Obara, Hirohito Metoki, Yuichiro Miura, Chiharu Ota, Takashi Sugiyama, Shinichi Kuriyama, Takahiro Arima, Nobuo Yaegashi, Masatoshi Saito

Aims: This study investigated the association between maternal age and early and late gestational diabetes mellitus (GDM).

Methods: In total, 72,270 pregnant women were included in this prospective birth cohort study. Associations between maternal age and early GDM (diagnosed at <24 gestational weeks) and late GDM (diagnosed at ≥24 gestational weeks) were evaluated using a multinomial logistic regression model with possible confounding factors. The reference category was maternal age of 30-34.9 years.

Results: Higher maternal age was associated with higher odds of early and late GDM (P-value for trend <0.0001 and <0.0001, respectively). The adjusted odds ratios (aORs) for early GDM with maternal age of 35-39.9 years and ≥40 were 1.399 (95% confidence interval [CI]: 1.134-1.725) and 2.494 (95% CI: 1.828-3.402), respectively. The aORs for late GDM with maternal age of 35-39 years and ≥40 were 1.603 (95% CI: 1.384-1.857) and 2.276 (95% CI: 1.798-2.881), respectively.

Conclusions: Higher maternal age was associated with an increased risk of GDM regardless of when GDM was diagnosed. The association between maternal age and early GDM was similar to that between maternal age and late GDM.

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引用次数: 0
Effects of high-intensity interval walking training on muscle strength, walking ability, and health-related quality of life in people with diabetes accompanied by lower extremity weakness: A randomized controlled trial.
IF 3.2 3区 医学 Pub Date : 2025-01-07 DOI: 10.1111/jdi.14399
Yasuko Ichihara, Hiroyasu Mori, Motomu Kamada, Tetsuya Matsuura, Koichi Sairyo, Mizusa Hyodo, Rie Tsutsumi, Hiroshi Sakaue, Ken-Ichi Aihara, Makoto Funaki, Akio Kuroda, Munehide Matsuhisa

Aims/introduction: This study examined the effects of high-intensity interval walking training (IWT) compared to moderate-intensity continuous walking training (CWT) on muscle strength, walking ability, and health-related quality of life (QOL) in people with diabetes accompanied by lower extremity weakness.

Materials and methods: People with diabetes accompanied by low isometric knee extensor strength using a simple manual dynamometer (n = 50) were screened and randomly divided into 2 groups: CWT (n = 25) and IWT (n = 25). Both groups were instructed by a physical therapist to perform walking training with the goal of 120 min/week over a 5-month period. The primary outcome, mean change of isometric knee extensor strength, and secondary outcomes, such as gait speed and health-related QOL, were measured at baseline and the end of the intervention.

Results: At the end of the intervention, there was no significant difference in the degree of change in isometric knee extension strength between the two groups. However, there was a significant increase in changes in gait speed and physical QOL in the IWT group (gait speed, P < 0.01; physical QOL, P < 0.05).

Conclusions: The present study showed that IWT for people with diabetes accompanied by lower extremity weakness did not improve knee extension muscle strength compared to CWT but did improve walking ability and physical QOL.

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引用次数: 0
Clinical significance of small dense low-density lipoprotein cholesterol measurement in type 2 diabetes.
IF 3.2 3区 医学 Pub Date : 2025-01-07 DOI: 10.1111/jdi.14398
Tsutomu Hirano

Low-density lipoprotein cholesterol (LDL-C) is known to be a causal substance of atherosclerosis, but its usefulness as a predictive biomarker for atherosclerotic cardiovascular disease (ASCVD) is limited. In patients with type 2 diabetes (T2D), LDL-C concentrations do not markedly increase, while triglycerides (TG) concentrations are usually elevated. Although TG is associated with ASCVD risk, they do not play a direct role in the formation of atheromatous plaques. TG changes the risk of ASCVD in a way that is dependent on LDL-C, and TG is the primary factor in reducing LDL particle size. Small dense (sd)LDL, a potent atherogenic LDL subfraction, best explains the "Atherogenic Duo" of TG and LDL-C. Although hypertriglyceridemia is associated with small-sized LDL, patients with severe hypertriglyceridemia and low LDL-C rarely develop ASCVD. This suggests that quantifying sdLDL is more clinically relevant than measuring LDL size. We developed a full-automated direct sdLDL-C assay, and it was proven that sdLDL-C is a better predictor of ASCVD than LDL-C. The sdLDL-C level is specifically elevated in patients with metabolic syndrome and T2D who have insulin resistance. Due to its clear link to metabolic dysfunction, sdLDL-C could be named "metabolic LDL-C." Insulin resistance/hyperinsulinemia promotes TG production in the liver, causing steatosis and overproduction of VLDL1, a precursor of sdLDL. sdLDL-C is closely associated with steatotic liver disease and chronic kidney disease, which are common complications in T2D. This review focuses on T2D and discusses the clinical significance of sdLDL-C including its composition, pathophysiology, measurements, association with ASCVD, and treatments.

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引用次数: 0
Precision medicine in diabetes prediction: Exploring a subgroup-specific biomarker strategy for risk stratification. 糖尿病预测中的精准医学:探索用于风险分层的亚组特异性生物标志物策略。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-11-13 DOI: 10.1111/jdi.14311
I-Weng Yen, Szu-Chi Chen, Chia-Hung Lin, Kang-Chih Fan, Chung-Yi Yang, Chih-Yao Hsu, Chun-Heng Kuo, Mao-Shin Lin, Ya-Pin Lyu, Hsien-Chia Juan, Lin Heng-Huei, Hung-Yuan Li

Introduction: The early detection of high-risk individuals is crucial to delay and reduce the incidence of type 2 diabetes. In this study, we aimed to explore the performance of a novel subgroup-specific biomarker strategy in the prediction of incident diabetes.

Materials and methods: In the Taiwan Lifestyle Cohort Study, adult subjects without diabetes were included and followed for the incidence of diabetes in 2006-2019. The biomarkers measured included blood secretogranin III (SCG3), vascular adhesion protein-1 (VAP-1), fibrinogen-like protein 1 (FGL1), angiopoietin-like protein 6 (ANGPTL6), and angiopoietin-like protein 4 (ANGPTL4).

Results: Among the 1,287 subjects, 12.2% developed diabetes during a 6 year follow-up. Blood VAP-1 was significantly associated with incident diabetes in the overall population (HR = 0.724, P < 0.05), participants under 65 years old (HR = 0.685, P < 0.05), those with a BMI of ≥24 kg/m2 (HR = 0.673, P < 0.05), and females (HR = 0.635, P < 0.05). Blood ANGPTL6 was significantly correlated with incident diabetes in participants aged 65 and older (HR = 0.314, P < 0.05), and blood SCG3 was associated with incident diabetes in those with a BMI of <24 kg/m2 (HR = 1.296, P < 0.05). Two subgroup-specific biomarker strategies were developed. The gender and BMI-specific biomarker strategy, using traditional risk factors and blood SCG3 or VAP-1 in different subgroups, could improve prediction performance, especially the specificity and positive prediction value, compared with the whole-population strategy using only traditional risk factors or traditional risk factors plus blood VAP-1.

Conclusion: Gender- and BMI-specific biomarker strategy can improve the prediction of incident diabetes. A subgroup-specific biomarker strategy is a novel approach in the prediction of incident diabetes.

导言:早期发现高危人群对于延迟和降低 2 型糖尿病的发病率至关重要。在这项研究中,我们旨在探索一种新型亚组特异性生物标志物策略在预测糖尿病发病率方面的性能:在台湾生活方式队列研究(Taiwan Lifestyle Cohort Study)中,我们纳入了2006-2019年未患糖尿病的成年受试者,并对其糖尿病发病率进行了随访。测量的生物标记物包括血液泌泌素 III(SCG3)、血管粘附蛋白-1(VAP-1)、纤维蛋白原样蛋白 1(FGL1)、血管生成素样蛋白 6(ANGPTL6)和血管生成素样蛋白 4(ANGPTL4):在 1287 名受试者中,12.2% 的人在 6 年的随访期间患上了糖尿病。在总体人群中,血液中的 VAP-1 与糖尿病发病率明显相关(HR = 0.724,P 2(HR = 0.673,P 2(HR = 1.296,P 结论):性别和体重指数特异性生物标志物策略可改善对糖尿病发病的预测。亚组特异性生物标志物策略是预测糖尿病发病的一种新方法。
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引用次数: 0
Monocyte-lymphocyte ratio predicts cardiovascular diseases death in individuals with type 2 diabetes. 单核细胞-淋巴细胞比率可预测 2 型糖尿病患者死于心血管疾病的风险。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-11-06 DOI: 10.1111/jdi.14329
Han Li, Yixuan Li, Wenwen Guo, Xinwei Liu, Yuhao Wang, Tianshu Zeng, Wen Kong

Purpose: Previous studies have shown higher cardiovascular mortality risk with higher monocyte-lymphocyte ratio levels in general population. However, the levels of oxidative stress in individuals with type 2 diabetes are higher than those in the general population, which may affect the link between monocyte-to-lymphocyte ratio and cardiovascular disease deaths. And the association between the monocyte-to-lymphocyte ratio and mortality risk in people with type 2 diabetes still be unknown. This study aimed to investigate the prognostic significance of monocyte-to-lymphocyte ratio in type 2 diabetes.

Methods: This analysis involved 2,954 individuals with type 2 diabetes from the National Health and Nutrition Examination Survey 1999-2010. The National Death Index records through December 31, 2019, was used to determine all-cause and cardiovascular mortality. The prognostic roles were determined using Cox regression models, restricted cubic spline analysis, and time-dependent receiver operating characteristic curve analysis.

Results: During an average follow-up period of 12.4 years, a total of 1,007 deaths occurred, while 252 were due to cardiovascular disease. An elevated monocyte-to-lymphocyte ratio level exhibited a significant dose-response relationship with an increased risk of all-cause mortality (1.34 [95% CI 1.12, 1.60] for all-cause mortality [P trend = 0.001]). The multivariable-adjusted HR was 1.81 (95% CI 1.25, 2.63) (P trend = 0.001) for cardiovascular mortality indicating a U-shaped relationship (P nonlinear = 0.013).

Conclusions: The results of this study indicate a U-shaped relationship between the monocyte-to-lymphocyte ratio and cardiovascular mortality in individuals with diabetes. Both very low and high monocyte-to-lymphocyte ratio monocyte-to-lymphocyte ratio values were found to be associated with increased cardiovascular mortality risk.

目的:以往的研究表明,普通人群中单核细胞-淋巴细胞比率水平越高,心血管疾病死亡风险越高。然而,2 型糖尿病患者的氧化应激水平高于普通人群,这可能会影响单核细胞-淋巴细胞比率与心血管疾病死亡之间的联系。而2型糖尿病患者的单核细胞与淋巴细胞比值与死亡风险之间的关系仍然未知。本研究旨在探讨 2 型糖尿病患者单核细胞与淋巴细胞比值的预后意义:本分析涉及 2 954 名 2 型糖尿病患者,这些患者来自 1999-2010 年全国健康与营养调查(National Health and Nutrition Examination Survey 1999-2010)。使用截至 2019 年 12 月 31 日的国家死亡指数记录来确定全因死亡率和心血管死亡率。使用 Cox 回归模型、限制性三次样条分析和时间依赖性接收器操作特征曲线分析确定预后作用:在平均 12.4 年的随访期内,共有 1,007 人死亡,其中 252 人死于心血管疾病。单核细胞与淋巴细胞比值升高与全因死亡风险增加呈显著的剂量反应关系(全因死亡风险为 1.34 [95% CI 1.12, 1.60] [P 趋势 = 0.001])。心血管疾病死亡率的多变量调整 HR 为 1.81(95% CI 1.25,2.63)(P 趋势 = 0.001),显示出 U 型关系(P 非线性 = 0.013):本研究结果表明,单核细胞与淋巴细胞比值与糖尿病患者的心血管死亡率呈 U 型关系。单核细胞与淋巴细胞比值极低和极高都与心血管死亡风险增加有关。
{"title":"Monocyte-lymphocyte ratio predicts cardiovascular diseases death in individuals with type 2 diabetes.","authors":"Han Li, Yixuan Li, Wenwen Guo, Xinwei Liu, Yuhao Wang, Tianshu Zeng, Wen Kong","doi":"10.1111/jdi.14329","DOIUrl":"10.1111/jdi.14329","url":null,"abstract":"<p><strong>Purpose: </strong>Previous studies have shown higher cardiovascular mortality risk with higher monocyte-lymphocyte ratio levels in general population. However, the levels of oxidative stress in individuals with type 2 diabetes are higher than those in the general population, which may affect the link between monocyte-to-lymphocyte ratio and cardiovascular disease deaths. And the association between the monocyte-to-lymphocyte ratio and mortality risk in people with type 2 diabetes still be unknown. This study aimed to investigate the prognostic significance of monocyte-to-lymphocyte ratio in type 2 diabetes.</p><p><strong>Methods: </strong>This analysis involved 2,954 individuals with type 2 diabetes from the National Health and Nutrition Examination Survey 1999-2010. The National Death Index records through December 31, 2019, was used to determine all-cause and cardiovascular mortality. The prognostic roles were determined using Cox regression models, restricted cubic spline analysis, and time-dependent receiver operating characteristic curve analysis.</p><p><strong>Results: </strong>During an average follow-up period of 12.4 years, a total of 1,007 deaths occurred, while 252 were due to cardiovascular disease. An elevated monocyte-to-lymphocyte ratio level exhibited a significant dose-response relationship with an increased risk of all-cause mortality (1.34 [95% CI 1.12, 1.60] for all-cause mortality [P trend = 0.001]). The multivariable-adjusted HR was 1.81 (95% CI 1.25, 2.63) (P trend = 0.001) for cardiovascular mortality indicating a U-shaped relationship (P nonlinear = 0.013).</p><p><strong>Conclusions: </strong>The results of this study indicate a U-shaped relationship between the monocyte-to-lymphocyte ratio and cardiovascular mortality in individuals with diabetes. Both very low and high monocyte-to-lymphocyte ratio monocyte-to-lymphocyte ratio values were found to be associated with increased cardiovascular mortality risk.</p>","PeriodicalId":190,"journal":{"name":"Journal of Diabetes Investigation","volume":" ","pages":"137-145"},"PeriodicalIF":3.2,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11693535/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142581520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The health-economic impact of urine albumin-to-creatinine ratio testing for chronic kidney disease in Japanese patients with type 2 diabetes. 日本 2 型糖尿病患者尿白蛋白-肌酐比值检测对慢性肾病的健康经济影响。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-11-22 DOI: 10.1111/jdi.14293
Koichi Asahi, Tsuneo Konta, Kouichi Tamura, Fumitaka Tanaka, Akira Fukui, Yusuke Nakamura, Junichi Hirose, Kenichi Ohara, Yoko Shijoh, Matthew Carter, Kimberley Meredith, James Harris, Örjan Åkerborg, Naoki Kashihara, Takashi Yokoo

Aims/introduction: This analysis seeks to evaluate the cost-effectiveness of urine albumin-to-creatinine ratio testing compared with urine protein-creatinine ratio testing and no urine testing for the identification of kidney damage in individuals with type 2 diabetes who have, or are at risk of, chronic kidney disease in Japan.

Materials and methods: A health-economic model estimated the clinical and economic consequences of different tests to evaluate kidney damage in line with Japanese guidelines, taking a Japanese healthcare perspective. Differences in the diagnostic performance of tests were considered by the integration of real-world Japanese data. Outcomes were considered over a lifetime horizon, and included costs, prevented dialyses, life years gained, quality-adjusted life years, and incremental cost-effectiveness ratios.

Results: Repeated urine albumin-to-creatinine ratio testing was found to be cost-effective compared with both urine protein-creatinine ratio testing and no urine testing, yielding incremental cost-effectiveness ratios of ¥2,652,693 and ¥2,460,453, respectively.

Conclusions: Repeated urine albumin-to-creatinine ratio testing is cost-effective compared with urine protein-creatinine ratio testing and no urine testing in Japanese individuals with type 2 diabetes, supporting existing clinical evidence that albumin-to-creatinine ratio testing should be used more widely, particularly compared with other urine tests such as urine protein-creatinine ratio testing.

目的/简介:本分析旨在评估尿液白蛋白-肌酐比值检测与尿蛋白-肌酐比值检测和不进行尿液检测相比,在识别日本患有或有慢性肾脏病风险的2型糖尿病患者肾脏损伤方面的成本效益:健康经济模型从日本医疗保健的角度出发,估算了根据日本指南评估肾脏损伤的不同检测方法的临床和经济后果。通过整合日本的实际数据,考虑了各种检查诊断性能的差异。结果包括成本、避免的透析次数、延长的生命年数、质量调整生命年数以及增量成本效益比:结果:重复尿液白蛋白-肌酐比值检测与尿蛋白-肌酐比值检测和不进行尿液检测相比具有成本效益,其增量成本效益比分别为 2,652,693 日元和 2,460,453 日元:结论:在日本的 2 型糖尿病患者中,与尿蛋白-肌酐比值检测和不进行尿液检测相比,重复尿液白蛋白-肌酐比值检测具有成本效益,这支持了现有的临床证据,即白蛋白-肌酐比值检测应得到更广泛的应用,尤其是与尿蛋白-肌酐比值检测等其他尿液检测相比。
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引用次数: 0
Validation of GenProb-T1D and its clinical utility for differentiating types of diabetes in a biobank from a US healthcare system. 在美国医疗保健系统的生物库中验证 GenProb-T1D 及其在区分糖尿病类型方面的临床用途。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-08-22 DOI: 10.1111/jdi.14297
Liana K Billings, Zhuqing Shi, Ashley J Mulford, Jun Wei, Huy Tran, Annabelle Ashworth, S Lilly Zheng, Henry M Dunnenberger, Peter J Hulick, Alan R Sanders, Jianfeng Xu

Atypical diabetes with overlapping clinical features of type 1 (T1D) and type 2 (T2D) is common and challenging diagnostically and for implementing effective treatment. Here, we validate a recently reported genetic probability of type 1 diabetes (GenProb-T1D) from the UK Biobank (UKB) for differentiating type 1 diabetes and type 2 diabetes in a diabetes patient cohort from a healthcare system-based biobank in the USA. Among 3,363 diabetes patients, we confirmed the performance of GenProb-T1D in differentiating typical type 1 diabetes vs type 2 diabetes. Furthermore, for 359 atypical diabetes patients, those with GenProb-T1D higher than the pre-defined cutoff derived from the UKB had clinical presentations more consistent with that of typical type 1 diabetes. Similar findings were found in participants of European and non-European ancestries. This study provides necessary validation to translate GenProb-T1D into genetic testing in a multi-ancestry cohort. Measuring underlying genetic susceptibility of type 1 diabetes and type 2 diabetes can supplement current clinical tools for earlier and more accurate diagnoses of diabetes.

具有 1 型糖尿病(T1D)和 2 型糖尿病(T2D)重叠临床特征的非典型糖尿病很常见,在诊断和实施有效治疗方面具有挑战性。在这里,我们验证了最近报道的英国生物库(UKB)中的 1 型糖尿病遗传概率(GenProb-T1D),该概率可用于区分来自美国医疗保健系统生物库的糖尿病患者队列中的 1 型糖尿病和 2 型糖尿病。在 3,363 名糖尿病患者中,我们证实了 GenProb-T1D 在区分典型 1 型糖尿病和 2 型糖尿病方面的性能。此外,在 359 名非典型糖尿病患者中,GenProb-T1D 高于英国生物库预设临界值的患者的临床表现与典型的 1 型糖尿病更为一致。欧洲和非欧洲血统的参与者也有类似的发现。这项研究为将 GenProb-T1D 转化为多血统队列中的基因检测提供了必要的验证。测量 1 型糖尿病和 2 型糖尿病的潜在遗传易感性可以补充目前的临床工具,从而更早、更准确地诊断糖尿病。
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引用次数: 0
The benefits and accuracy of real-time continuous glucose monitoring in children and adolescents with type 1 diabetes attending a summer camp. 对参加夏令营的 1 型糖尿病儿童和青少年进行实时连续血糖监测的益处和准确性。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-10-30 DOI: 10.1111/jdi.14337
Tatsuya Kondo, Takafumi Senokuchi, Jun Morinaga, Azusa Miyashita, Mayumi Yano, Haruo Takeda, Kenro Nishida, Naoto Kubota

Aims/introduction: This study evaluated the usability, satisfaction, and accuracy of a real-time continuous glucose monitoring (rt-CGM) in children and adolescents with type 1 diabetes (T1D) attending a summer camp.

Materials and methods: Seven children and adolescents with T1D (camper) and 31 of healthcare providers (HCPs) participating in a 2-day summer camp in Kumamoto, Japan were enrolled. The usability and satisfaction were evaluated by tailored questionnaire. The accuracy of rt-CGM was evaluated using self-monitoring of blood glucose (BG) and sensor glucose (SG) values before or after (off camp) and during (on camp) the camp.

Results: The score of the usefulness of rt-CGM showed 3.29 ± 0.90 in campers and 4.23 ± 0.87 in HCPs (P = 0.017). The degree of recommendation score for rt-CGM was 3.29 ± 1.11 in campers and 4.23 ± 0.79 in HCPs (P = 0.013). Time in range (TIR) off camp was 45.9% and that on camp was 57.0%. Time above range (TAR) off camp was 53.4% and that on camp was 42.4%. The mean absolute relative difference (MARD) off camp was 19.7% ± 25.2%, whereas that on camp was 16.0% ± 14.8% (P = 0.367). Clinically acceptable zones of the error grid analyses were approximately 96% in total.

Conclusions: Rt-CGM exhibited higher usability and recommendation scores in HCPs than those in campers. This may be related to relatively lower accuracy in rt-CGM. Overall usability and recommendation are clinically satisfactory, but due to relatively low accuracy, no decision should be made based on a single, non-verified SG value alone.

目的/简介:本研究评估了实时连续血糖监测(rt-CGM)在参加夏令营的 1 型糖尿病(T1D)儿童和青少年中的可用性、满意度和准确性:7 名 T1D 儿童和青少年(营员)和 31 名医疗保健提供者(HCPs)参加了在日本熊本举办的为期 2 天的夏令营。通过量身定制的调查问卷对可用性和满意度进行了评估。在夏令营前后(营外)和夏令营期间(营内),通过自我监测血糖(BG)和传感器血糖(SG)值来评估 rt-CGM 的准确性:营员对 rt-CGM 有用性的评分为(3.29 ± 0.90),保健医生为(4.23 ± 0.87)(P = 0.017)。营员对 rt-CGM 的推荐度评分为 3.29 ± 1.11,医生为 4.23 ± 0.79(P = 0.013)。营外在量程内的时间(TIR)为 45.9%,营内为 57.0%。营地外时间超过范围(TAR)为 53.4%,营地内时间超过范围(TAR)为 42.4%。营地外的平均绝对相对差值(MARD)为 19.7% ± 25.2%,营地内为 16.0% ± 14.8%(P = 0.367)。临床可接受的误差网格分析区域总计约为 96%:Rt-CGM在HCP中的可用性和推荐得分均高于在营员中的可用性和推荐得分。这可能与 Rt-CGM 的准确性相对较低有关。总体可用性和建议在临床上是令人满意的,但由于准确性相对较低,不应仅根据单一的、未经验证的 SG 值做出决定。
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引用次数: 0
Clustering-based risk stratification of prediabetes populations: Insights from the Taiwan and UK Biobanks. 基于聚类的糖尿病前期人群风险分层:来自台湾和英国生物库的启示。
IF 3.2 3区 医学 Pub Date : 2025-01-01 Epub Date: 2024-10-10 DOI: 10.1111/jdi.14328
Djeane Debora Onthoni, Ying-Erh Chen, Yi-Hsuan Lai, Guo-Hung Li, Yong-Sheng Zhuang, Hong-Ming Lin, Yu-Ping Hsiao, Ade Indra Onthoni, Hung-Yi Chiou, Ren-Hua Chung

Aims/introduction: This study aimed to identify low- and high-risk diabetes groups within prediabetes populations using data from the Taiwan Biobank (TWB) and UK Biobank (UKB) through a clustering-based Unsupervised Learning (UL) approach, to inform targeted type 2 diabetes (T2D) interventions.

Materials and methods: Data from TWB and UKB, comprising clinical and genetic information, were analyzed. Prediabetes was defined by glucose thresholds, and incident T2D was identified through follow-up data. K-means clustering was performed on prediabetes participants using significant features determined through logistic regression and LASSO. Cluster stability was assessed using mean Jaccard similarity, silhouette score, and the elbow method.

Results: We identified two stable clusters representing high- and low-risk diabetes groups in both biobanks. The high-risk clusters showed higher diabetes incidence, with 15.7% in TWB and 13.0% in UKB, compared to 7.3% and 9.1% in the low-risk clusters, respectively. Notably, males were predominant in the high-risk groups, constituting 76.6% in TWB and 52.7% in UKB. In TWB, the high-risk group also exhibited significantly higher BMI, fasting glucose, and triglycerides, while UKB showed marginal significance in BMI and other metabolic indicators. Current smoking was significantly associated with increased diabetes risk in the TWB high-risk group (P < 0.001). Kaplan-Meier curves indicated significant differences in diabetes complication incidences between clusters.

Conclusions: UL effectively identified risk-specific groups within prediabetes populations, with high-risk groups strongly associated male gender, higher BMI, smoking, and metabolic markers. Tailored preventive strategies, particularly for young males in Taiwan, are crucial to reducing T2D risk.

目的/简介:本研究旨在通过基于聚类的无监督学习(UL)方法,利用台湾生物样本库(TWB)和英国生物样本库(UKB)的数据,识别糖尿病前期人群中的低风险和高风险糖尿病群体,为有针对性的2型糖尿病(T2D)干预措施提供依据:对来自 TWB 和 UKB 的数据(包括临床和遗传信息)进行了分析。糖尿病前期由血糖阈值定义,T2D事件则通过随访数据确定。利用逻辑回归和LASSO确定的重要特征对糖尿病前期参与者进行K均值聚类。使用平均 Jaccard 相似度、剪影得分和肘法评估聚类的稳定性:结果:我们在两个生物库中发现了代表高危和低危糖尿病群体的两个稳定聚类。高风险群组的糖尿病发病率较高,在 TWB 中为 15.7%,在 UKB 中为 13.0%,而在低风险群组中分别为 7.3%和 9.1%。值得注意的是,男性在高危人群中占主导地位,在 TWB 中占 76.6%,在 UKB 中占 52.7%。在 TWB 中,高风险组的体重指数、空腹血糖和甘油三酯也明显较高,而在 UKB 中,体重指数和其他代谢指标的差异不大。在 TWB 高危人群中,当前吸烟与糖尿病风险的增加有明显相关性(P 结论:UL 能有效识别 TWB 高危人群中的特定风险组:UL 能有效识别糖尿病前期人群中的特定风险组,高风险组与男性性别、较高的体重指数、吸烟和代谢指标密切相关。量身定制的预防策略,尤其是针对台湾年轻男性的策略,对于降低 T2D 风险至关重要。
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Journal of Diabetes Investigation
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