Acta Diabetologica最新文献

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Diabetes as a risk factor for invasive meningococcal disease. A meta-analysis of observational studies. 糖尿病是侵袭性脑膜炎球菌病的风险因素。观察性研究荟萃分析。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-19 DOI: 10.1007/s00592-024-02418-7
Giovanni Antonio Silverii, Giovanni Gabutti, Silvio Tafuri, Joan Tereziu, Alessandra Clerico, Riccardo Fornengo, Carla Greco, Concetta Irace, Valeria Sordi, Gian Pio Sorice, Massimiliano Cavallo, Maria Chantal Ponziani, Edoardo Mannucci, Ilaria Dicembrini
{"title":"Diabetes as a risk factor for invasive meningococcal disease. A meta-analysis of observational studies.","authors":"Giovanni Antonio Silverii, Giovanni Gabutti, Silvio Tafuri, Joan Tereziu, Alessandra Clerico, Riccardo Fornengo, Carla Greco, Concetta Irace, Valeria Sordi, Gian Pio Sorice, Massimiliano Cavallo, Maria Chantal Ponziani, Edoardo Mannucci, Ilaria Dicembrini","doi":"10.1007/s00592-024-02418-7","DOIUrl":"https://doi.org/10.1007/s00592-024-02418-7","url":null,"abstract":"","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142666818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fracture events associated with GLP-1 receptor agonists in FDA adverse events reporting system. FDA 不良事件报告系统中与 GLP-1 受体激动剂有关的骨折事件。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-18 DOI: 10.1007/s00592-024-02415-w
Yao Xiao, Min Zhou, Wenfeng Xiao
{"title":"Fracture events associated with GLP-1 receptor agonists in FDA adverse events reporting system.","authors":"Yao Xiao, Min Zhou, Wenfeng Xiao","doi":"10.1007/s00592-024-02415-w","DOIUrl":"https://doi.org/10.1007/s00592-024-02415-w","url":null,"abstract":"<p><strong>Aims: </strong>Diabetes patients are at a higher risk of fractures, and glucagon-like peptide-1 receptor agonists (GLP-1RAs) have been suggested to positively impact on bone metabolism. We aim to provide a comprehensive assessment of fracture events associated with GLP-1RAs based on pharmacovigilance data.</p><p><strong>Methods: </strong>In this study, fracture-related adverse events (AEs) associated with GLP-1RAs and other commonly used glucose-lowering drugs were identified from Food and Drug Administration Adverse Event Reporting System (FAERS) database (2004-2022). The reporting odds ratio (ROR) and adjusted ROR (adj. ROR) were used to compare the reporting of fracture-related AEs associated with insulin, GLP-1RAs, and Non GLP-1RAs, in patients with diabetes through two scenarios. This involved separately comparing each glucose-lowering drug to all other medications used in diabetic patients and reiterating after excluding insulin cases.</p><p><strong>Results: </strong>A total of 490,107 AE reports for patients with diabetes were identified and 98, 625 of them were for GLP-1RAs. Among all diabetes drugs, GLP-1RAs had the lowest reporting of any fracture-related AEs [adj. ROR = 0.44 (0.40-0.47)], consistent across osteoporotic fracture [adj. ROR = 0.39 (0.34-0.45)] and hip fracture [adj. ROR = 0.34 (0.28-0.41)]. Among GLP-1RA agents, albiglutide was associated with the lowest adj. ROR [0.11 (0.05-0.21)] for any fracture-related AEs. After excluded all insulin reports, GLP-1RAs retained a significantly lower adj. ROR towards any fracture [adj. ROR = 0.45 (0.40-0.50)], osteoporotic fracture [adj. ROR = 0.44 (0.37-0.52)], and hip fracture [adj. ROR = 0.43 (0.33-0.54)].</p><p><strong>Conclusion: </strong>In a real-world pharmacovigilance setting, GLP-1RAs were associated with lower reporting of fracture-related AEs, indicating the protective effect of GLP-1RAs against fractures.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142646742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Successful renal replacement therapy of extreme ertugliflozin and alcohol induced euglycaemic ketoacidosis. 成功治疗极度厄曲酶和酒精诱发的优生酮症酸中毒的肾脏替代疗法。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-18 DOI: 10.1007/s00592-024-02417-8
Andreas Holstein, Jonas A Linck, Johann Christoph Blaue, Rainer Högel, David J F Holstein
{"title":"Successful renal replacement therapy of extreme ertugliflozin and alcohol induced euglycaemic ketoacidosis.","authors":"Andreas Holstein, Jonas A Linck, Johann Christoph Blaue, Rainer Högel, David J F Holstein","doi":"10.1007/s00592-024-02417-8","DOIUrl":"https://doi.org/10.1007/s00592-024-02417-8","url":null,"abstract":"","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142646744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of the triglyceride glucose index with acute renal failure in diabetes mellitus: a cross-sectional study based on participants from the MIMIC-iv database. 甘油三酯葡萄糖指数与糖尿病急性肾衰竭的关系:基于 MIMIC-iv 数据库参与者的横断面研究。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-18 DOI: 10.1007/s00592-024-02412-z
Zi-Fan Zhuang, Hong-Rui Lu, Yang Zhou, Qing Ni
{"title":"Association of the triglyceride glucose index with acute renal failure in diabetes mellitus: a cross-sectional study based on participants from the MIMIC-iv database.","authors":"Zi-Fan Zhuang, Hong-Rui Lu, Yang Zhou, Qing Ni","doi":"10.1007/s00592-024-02412-z","DOIUrl":"https://doi.org/10.1007/s00592-024-02412-z","url":null,"abstract":"<p><strong>Background: </strong>The triglyceride glucose (TyG) index serves as a dependable surrogate biomarker for evaluating insulin resistance. However, the role of the TyG index in patients with diabetes mellitus who also suffer from acute renal failure warrants further investigation. This study sought to investigate the association between the TyG index and the incidence of acute renal failure in individuals with diabetes.</p><p><strong>Methods: </strong>This study utilized data from the MIMIC-IV database, categorizing patients into tertiles according to their TyG index. Employing multivariate logistic regression models, we analyzed the relationship between the TyG index and the occurrence of acute renal failure among diabetic patients. To assess non-linear relationships, restricted cubic splines were utilized, and upon detection of non-linearity, a recursive algorithm was implemented to determine inflection points.</p><p><strong>Results: </strong>The study comprised a total of 1074 participants diagnosed with diabetes mellitus. In the model adjusted for all covariates, the odds ratio (OR) for the association between the TyG index and acute renal failure, accompanied by a 95% confidence interval (CI), was 1.22 (0.82, 1.82), which did not reach statistical significance. However, analysis using restricted cubic splines revealed a U-shaped relationship between the TyG index and acute renal failure, with an inflection point at 9.26. The relationship between the TyG index and acute renal failure was inverse before reaching the inflection point and became directly proportional thereafter, with an OR (95% CI) of 1.86 (1.12, 3.09) after the point.</p><p><strong>Conclusion: </strong>In individuals diagnosed with diabetes mellitus, our analysis revealed a non-linear relationship between the TyG index and the incidence of acute renal failure. Beyond the inflection point, elevated TyG index levels were markedly linked to a higher prevalence of acute renal failure.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142646741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of heterozygous mutations of ABCC8 gene responsible for maturity-onset diabetes of the young with exome sequencing. 利用外显子组测序鉴定导致青年成熟型糖尿病的 ABCC8 基因杂合突变。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-18 DOI: 10.1007/s00592-024-02410-1
Yanxia Liu, Shuxin Ren, Chaofeng Zhu, Sufang Chen, Huijuan Zhang, Juan Zhang, Jianhua Li, Yanyan Jiang
{"title":"Identification of heterozygous mutations of ABCC8 gene responsible for maturity-onset diabetes of the young with exome sequencing.","authors":"Yanxia Liu, Shuxin Ren, Chaofeng Zhu, Sufang Chen, Huijuan Zhang, Juan Zhang, Jianhua Li, Yanyan Jiang","doi":"10.1007/s00592-024-02410-1","DOIUrl":"https://doi.org/10.1007/s00592-024-02410-1","url":null,"abstract":"<p><strong>Background: </strong>Although the MODY12 subtype, caused by ABCC8 mutations, is rare, it is highly sensitive to sulfonylureas. The identification of ABCC8 mutations in patients clinically diagnosed with MODY has the ability to contribute to the precise management of diabetes.</p><p><strong>Methods: </strong>Genetic analysis of two families with MODY were conducted using whole-exome sequencing (WES) and Sanger sequencing. The spatial structures of the mutant proteins were constructed using MODELLER and PyMOL software to provide further evidence of pathogenicity.</p><p><strong>Results: </strong>The heterozygous missense mutations V357I and R1393H in ABCC8 were found in probands of two unrelated MODY pedigrees, which co-segregated with the hyperglycemic phenotypes in these two pedigrees. Detection of the V357I mutation enabled the proband of family A to successfully transfer from insulin to sulfonylurea (SU). After 3 months of follow-up for the SU trial, the HbA1c level of proband A improved from 12.4% at the initial diagnosis to 7.20%. Proband B was treated with insulin because of pregnancy and poor islet function. In silico analysis indicated that the R1393H mutation resulted in a longer hydrogen bond distance to L1389 and cleavage of carbon-hydrogen bonds to V1395, A1390, and L1389.</p><p><strong>Conclusions: </strong>We have described two pathogenic missense mutations in ABCC8 in Chinese families with MODY. Our findings support the heterogeneity in the clinical features of MODY12 caused by ABCC8 mutations.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142646743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Autologous cell therapy for ischemic diabetic foot: a meta-analysis of randomized controlled trials for the development of the Italian guidelines for the treatment of diabetic foot syndrome. 缺血性糖尿病足的自体细胞疗法:为制定意大利糖尿病足综合征治疗指南而进行的随机对照试验荟萃分析。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-15 DOI: 10.1007/s00592-024-02393-z
Alessia Scatena, Matteo Apicella, Michele Mantuano, Benedetta Ragghianti, Antonio Silverii, Cesare Miranda, Luca Monge, Luigi Uccioli, Germano Scevola, Eugenio Stabile, Mauro Gargiulo, Cristiana Vermigli
{"title":"Autologous cell therapy for ischemic diabetic foot: a meta-analysis of randomized controlled trials for the development of the Italian guidelines for the treatment of diabetic foot syndrome.","authors":"Alessia Scatena, Matteo Apicella, Michele Mantuano, Benedetta Ragghianti, Antonio Silverii, Cesare Miranda, Luca Monge, Luigi Uccioli, Germano Scevola, Eugenio Stabile, Mauro Gargiulo, Cristiana Vermigli","doi":"10.1007/s00592-024-02393-z","DOIUrl":"https://doi.org/10.1007/s00592-024-02393-z","url":null,"abstract":"<p><strong>Aim: </strong>To assess the efficacy and safety of autologous cell therapy (ACT) in patients with ischemic diabetic foot ulcers (DFU). The present meta-analysis was designed to support the development of the Italian Guidelines for the Treatment of Diabetic Foot Syndrome (DFS).</p><p><strong>Methods: </strong>A Medline and Embase search were performed up to Feb 1st, 2024 collecting all RCTs including diabetic patients or reporting subgroup analyses on diabetic patients with ischemic foot ulcers comparing ACT with placebo/no therapy/standard of care (SoC), with a duration of at least 26 weeks. Prespecified endpoints were: major amputation (principal) and minor amputation, ulcer healing, time-to-healing, transcutaneous oxygen pressure (TcPO2), ankle-brachial index (ABI), pain, and all-cause mortality (secondary). Any ACT was allowed, irrespective of cell product type and route of administration (intra-arterial and intramuscular).</p><p><strong>Results: </strong>Seven studies fulfilled all inclusion criteria, all using intramuscular transplantation as route of administration, but only 2 had a follow-up greater than 26 weeks. Participants treated with ACT had a significantly lower risk of major amputations in comparison with SoC/placebo (MH-OR 0.47 [0.24, 0.92], p = 0.03). ACT was also associated with a significantly higher rate of ulcer healing (MH-OR: 10.1 [3.5, 29.6], p < 0.001), greater increase of TcPO<sub>2</sub> and ABI values (WMD: 17.57 [13.02, 22.12], p < 0.001), and reduction of pain (WMD: -1.83 [-2.32, -1.34], p = 0.003).</p><p><strong>Conclusions: </strong>ACT must be considered as a potential therapy for patients with ischemic diabetic foot ulcers. Further studies are needed to better clarify their role in the treatment and management of DFS.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142638309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The association between plasma lipidome and diabetic microangiopathy: a mendelian randomization study. 血浆脂质体与糖尿病微血管病变之间的关系:一项孟德尔随机研究。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-15 DOI: 10.1007/s00592-024-02414-x
Yi Wei, Jiangyi Yu
{"title":"The association between plasma lipidome and diabetic microangiopathy: a mendelian randomization study.","authors":"Yi Wei, Jiangyi Yu","doi":"10.1007/s00592-024-02414-x","DOIUrl":"https://doi.org/10.1007/s00592-024-02414-x","url":null,"abstract":"<p><strong>Background: </strong>Current studies have identified severe lipid metabolism diseases in diabetic microangiopathy patients, especially in diabetic kidney disease (DKD), diabetic retinopathy (DR) and diabetic neuropathy (DN), with unclear causal relationships.</p><p><strong>Methods: </strong>We employed a large-scale dataset containing 179 lipid species as the exposure and large-scale public summary-level datasets of DKD, DR and DN as the outcome. We applied Mendelian randomization (MR) approach to explore causal associations between circulating liposomes and diabetic microangiopathy. A sequence of sensitivity tests was conducted to verify the stability of the MR analysis.</p><p><strong>Results: </strong>We manifest that diacylglycerol (18:1_18:3) (OR = 0.716, 95%CI = 0.559-0.917, P = 0.008), triacylglycerol (OR:0.741-0.763, P < 0.05) and phosphatidylcholine (OR:0.620-1.247, P < 0.05) have a potential association with DKD. And there is a nominal causal effect of phosphatidylinositol (16:0_18:2) (OR = 0.617, 95%CI = 0.401-0.948, P = 0.028), phosphatidylcholine (OR:0.499-0.672, P < 0.05) and sphingomyelin (OR:0.652-1.850, P < 0.05) to DR. In addition, phosphatidylethanolamine (18:1_0:0) (OR = 0.616, 95%CI = 0.405-0.935, P = 0.023), diacylglycerol (16:0_18:1) (OR = 0.675, 95%CI = 0.463-0.984, P = 0.041) and phosphatidylcholine (OR = 0.720-1.619, P < 0.05) nominally associate with DN. It is noteworthy that plasma lipidome of different structures show different effects.</p><p><strong>Conclusion: </strong>We establish a possible causal connection between certain plasma lipidome and major diabetic microangiopathies. Implementing intervention strategies targeting different lipid molecules may provide novel approaches for preventing and treating diabetic microangiopathies.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142638311","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
J-shaped association of serum uric acid with all-cause and cardiovascular mortality in patients with diabetic kidney disease. 糖尿病肾病患者血清尿酸与全因死亡率和心血管死亡率呈 "J "形关系。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-14 DOI: 10.1007/s00592-024-02376-0
Xinxin Zhang, Ziyue Zhang, Liyuan Gao, Bo Huang, Yue Liu, Jingqiu Cui, Junya Jia, Ming Liu
{"title":"J-shaped association of serum uric acid with all-cause and cardiovascular mortality in patients with diabetic kidney disease.","authors":"Xinxin Zhang, Ziyue Zhang, Liyuan Gao, Bo Huang, Yue Liu, Jingqiu Cui, Junya Jia, Ming Liu","doi":"10.1007/s00592-024-02376-0","DOIUrl":"https://doi.org/10.1007/s00592-024-02376-0","url":null,"abstract":"<p><strong>Aims: </strong>The association of serum uric acid (SUA) with mortality remains unclear in patients with diabetic kidney disease (DKD). Thus, this prospective cohort study aimed to explore the association of SUA with all-cause and cardiovascular disease (CVD) mortality among patients with DKD in a large, nationally representative sample.</p><p><strong>Methods: </strong>This cohort study included data from the National Health and Nutrition Examination Survey (NHANES) 1999-2018 and the National Death Index mortality data until 31 December 2019. The restricted cubic spline and the Cox proportional hazards regression were conducted to describe the association of SUA with all-cause and CVD mortality and evaluate potential nonlinear associations.</p><p><strong>Results: </strong>The analysis included 3470 patients with DKD from NHANES 1999-2018. During the follow-up time of 24,633 person-years, we recorded 1489 all-cause deaths, including 542 CVD deaths. We identified a J-shaped association of SUA with all-cause and CVD mortality. The corresponding inflection points were observed at 5.1 and 5.7 mg/dL. When SUA were higher than inflection points, each 1 mg/dL increase in SUA was linked to a 13% and 22% higher risk of all-cause (HR: 1.13; 95% CI: 1.07-1.20;P < 0.001) and CVD (HR: 1.22; 95% CI: 1.06-1.41;P = 0.006) mortality, respectively.</p><p><strong>Conclusions: </strong>This study indicated the J-shaped association of SUA with all-cause and CVD mortality in patients with DKD. The corresponding inflection points were 5.1 mg/dL for all causes and 5.7 mg/dL for CVD, respectively. More clinical randomized trials are needed to confirm the optimal uric acid-lowering target.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142611860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and external validation of a machine learning model to predict diabetic nephropathy in T1DM patients in the real-world. 开发机器学习模型并进行外部验证,以预测真实世界中 T1DM 患者的糖尿病肾病。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-11 DOI: 10.1007/s00592-024-02404-z
Zouxi Du, Xiaoning Liu, Jiayu Li, Hang Min, Yuhu Ma, Wenting Hua, Leyuan Zhang, Yue Zhang, Mengmeng Shang, Hui Chen, Hong Yin, Limin Tian
{"title":"Development and external validation of a machine learning model to predict diabetic nephropathy in T1DM patients in the real-world.","authors":"Zouxi Du, Xiaoning Liu, Jiayu Li, Hang Min, Yuhu Ma, Wenting Hua, Leyuan Zhang, Yue Zhang, Mengmeng Shang, Hui Chen, Hong Yin, Limin Tian","doi":"10.1007/s00592-024-02404-z","DOIUrl":"https://doi.org/10.1007/s00592-024-02404-z","url":null,"abstract":"<p><strong>Aims: </strong>Studies on machine learning (ML) for the prediction of diabetic nephropathy (DN) in type 1 diabetes mellitus (T1DM) patients are rare. This study focused on the development and external validation of an explainable ML model to predict the risk of DN among individuals with T1DM.</p><p><strong>Methods: </strong>This was a retrospective, multicenter study conducted across 19 hospitals in Gansu Province, China (No: 2022-473). In total, 1368 patients were eligible for analysis among 1633 collected T1DM patients from January 2016 to December 2023. Recursive feature elimination using random forest and fivefold cross-validation was conducted to identify key features. Among the 12 initial ML algorithms, the optimal ML model was developed and validated externally in a distinct population, and its predictive outcomes were explained via the SHapley additive exPlanations method, which offered personalized decision insights.</p><p><strong>Results: </strong>Among the 1368 T1DM patients, 324 had DN. The extreme gradient boosting (XGBoost) model, which achieved optimal performance with an AUC of 83% (95% confidence interval [CI]: 76‒89), was selected to predict the risk of DN among T1DM patients. The DN predictive model included variables such as T1DM duration, postprandial glucose (PPG), systolic blood pressure (SBP), glycated hemoglobin (HbA1c), serum creatinine (Scr) and low-density lipoprotein cholesterol (LDL-C). External validation confirmed the reliability of the model, with an AUC of 76% (95% CI: 70‒82).</p><p><strong>Conclusions: </strong>The ML prediction tool has potential for advancing early and precise identification of the risk of DN among T1DM patients. Although successful external validation indicated that the developed model can provide a promising strategy for clinical adoption and help improve patient outcomes through timely and accurate risk assessment, additional prospective data and further validation in diverse populations are necessary.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142611857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: SARS-CoV-2 booster vaccination does not worsen glycemia in people with type 1 diabetes using insulin pumps: an observational study. 更正:使用胰岛素泵的 1 型糖尿病患者接种 SARS-CoV-2 加强型疫苗不会恶化血糖:一项观察性研究。
IF 3.1 3区 医学
Acta Diabetologica Pub Date : 2024-11-11 DOI: 10.1007/s00592-024-02382-2
Braden Engelbogen, Laura Donaldson, Sybil A McAuley, Spiros Fourlanos
{"title":"Correction: SARS-CoV-2 booster vaccination does not worsen glycemia in people with type 1 diabetes using insulin pumps: an observational study.","authors":"Braden Engelbogen, Laura Donaldson, Sybil A McAuley, Spiros Fourlanos","doi":"10.1007/s00592-024-02382-2","DOIUrl":"https://doi.org/10.1007/s00592-024-02382-2","url":null,"abstract":"","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142611855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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