Pub Date : 2026-01-08eCollection Date: 2026-01-01DOI: 10.1155/jdr/5886930
Sichao Chen, Xiaohong An, Ankang Wu, Yubo Liu, Veeranjaneya Reddy Lebaka, Bhaskar Lvks, Mallikarjuna Korivi, Weibing Ye, Zhixin Li
Background: Lifestyle interventions, including Nordic walking, a whole-body exercise session, are beneficial for metabolic diseases, including diabetes. However, evidence from research studies or meta-analyses on the efficacy of Nordic walking in improving clinical outcomes in patients with diabetes/prediabetes remains inconclusive.
Purpose: This systematic review and meta-analysis investigated the efficiency of Nordic walking on anthropometrics, glycemic control, lipid profiles, blood pressure, and peak oxygen uptake (VO2peak) in adults with prediabetes/diabetes.
Methods: A systematic literature search was performed across PubMed, Web of Science, the Cochrane Library, Scopus, and Embase until June 2025. We included randomized controlled trials (RCTs) involving adults with prediabetes or diabetes that compared the Nordic walking effect with a control trial. Data on clinical outcomes, including anthropometrics, glycemic control, lipid profiles, blood pressure, and VO2peak, were extracted for meta-analysis and presented as mean difference (MD).
Results: A total of six RCTs, comprising 321 adults with prediabetes or diabetes (63% male), were included in the analysis. Meta-analysis results showed that compared with control, Nordic walking significantly decreased body weight (MD = -0.79 kg, p = 0.02), and marginally reduced waist circumference (MD = -0.82 cm, p = 0.07). Notably, Nordic walking decreased glycated hemoglobin (HbA1c) (MD = -0.37%, p = 0.0001) but showed high heterogeneity (I2 = 69%). Subgroup analysis revealed a greater reduction of HbA1c in adults with diabetes (MD = -0.49%, p < 0.00001) than that of adults with prediabetes (MD = -0.2%, p = 0.001). However, Nordic walking did not affect fasting blood glucose or homeostasis model assessment of insulin resistance (HOMA-IR). Additionally, Nordic walking significantly increased high-density lipoprotein (HDL) cholesterol (MD = 0.07 mmol/L, p = 0.005), while showing no beneficial effects on total cholesterol, triglycerides, and low-density lipoprotein. Nordic walking appears to improve VO2peak but does not affect systolic or diastolic blood pressure.
Conclusions: Nordic walking exerted beneficial effects on body weight, HbA1c, and HDL in adults with prediabetes or diabetes. Our findings support that Nordic walking can be a practical intervention in managing or treating diabetic complications.
背景:生活方式干预,包括北欧步行,一种全身运动,有益于代谢疾病,包括糖尿病。然而,关于北欧步行改善糖尿病/前驱糖尿病患者临床结果的疗效的研究或荟萃分析的证据仍然没有定论。目的:本系统综述和荟萃分析调查了北欧步行对糖尿病前期/糖尿病成人人体测量学、血糖控制、血脂、血压和峰值摄氧量(vo2峰值)的影响。方法:在PubMed、Web of Science、Cochrane Library、Scopus和Embase上进行系统的文献检索,直到2025年6月。我们纳入了随机对照试验(RCTs),涉及患有糖尿病前期或糖尿病的成年人,将北欧步行的效果与对照试验进行比较。临床结果数据,包括人体测量、血糖控制、脂质谱、血压和vo2峰值,被提取用于荟萃分析,并以平均差异(MD)表示。结果:共有6项随机对照试验纳入分析,包括321名患有糖尿病前期或糖尿病的成年人(63%为男性)。meta分析结果显示,与对照组相比,北欧步行显著降低了体重(MD = -0.79 kg, p = 0.02),轻微降低了腰围(MD = -0.82 cm, p = 0.07)。值得注意的是,北欧步行降低了糖化血红蛋白(HbA1c) (MD = -0.37%, p = 0.0001),但异质性较高(I 2 = 69%)。亚组分析显示,成人糖尿病患者(MD = -0.49%, p < 0.00001)的HbA1c降低幅度大于糖尿病前期成人(MD = -0.2%, p = 0.001)。然而,北欧步行并不影响空腹血糖或胰岛素抵抗的稳态模型评估(HOMA-IR)。此外,北欧步行显著增加了高密度脂蛋白(HDL)胆固醇(MD = 0.07 mmol/L, p = 0.005),而对总胆固醇、甘油三酯和低密度脂蛋白没有任何有益影响。北欧步行似乎可以提高vo2峰值,但不会影响收缩压或舒张压。结论:北欧步行对糖尿病前期或糖尿病患者的体重、HbA1c和HDL有有益的影响。我们的研究结果支持北欧步行可以作为控制或治疗糖尿病并发症的实际干预措施。
{"title":"Effect of Nordic Walking on Anthropometrics, Glycemia, and Lipid Profile in Adults With Prediabetes or Diabetes: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.","authors":"Sichao Chen, Xiaohong An, Ankang Wu, Yubo Liu, Veeranjaneya Reddy Lebaka, Bhaskar Lvks, Mallikarjuna Korivi, Weibing Ye, Zhixin Li","doi":"10.1155/jdr/5886930","DOIUrl":"10.1155/jdr/5886930","url":null,"abstract":"<p><strong>Background: </strong>Lifestyle interventions, including Nordic walking, a whole-body exercise session, are beneficial for metabolic diseases, including diabetes. However, evidence from research studies or meta-analyses on the efficacy of Nordic walking in improving clinical outcomes in patients with diabetes/prediabetes remains inconclusive.</p><p><strong>Purpose: </strong>This systematic review and meta-analysis investigated the efficiency of Nordic walking on anthropometrics, glycemic control, lipid profiles, blood pressure, and peak oxygen uptake (VO<sub>2</sub>peak) in adults with prediabetes/diabetes.</p><p><strong>Methods: </strong>A systematic literature search was performed across PubMed, Web of Science, the Cochrane Library, Scopus, and Embase until June 2025. We included randomized controlled trials (RCTs) involving adults with prediabetes or diabetes that compared the Nordic walking effect with a control trial. Data on clinical outcomes, including anthropometrics, glycemic control, lipid profiles, blood pressure, and VO<sub>2</sub>peak, were extracted for meta-analysis and presented as mean difference (MD).</p><p><strong>Results: </strong>A total of six RCTs, comprising 321 adults with prediabetes or diabetes (63% male), were included in the analysis. Meta-analysis results showed that compared with control, Nordic walking significantly decreased body weight (MD = -0.79 kg, <i>p</i> = 0.02), and marginally reduced waist circumference (MD = -0.82 cm, <i>p</i> = 0.07). Notably, Nordic walking decreased glycated hemoglobin (HbA1c) (MD = -0.37<i>%</i>, <i>p</i> = 0.0001) but showed high heterogeneity (<i>I</i> <sup>2</sup> = 69<i>%</i>). Subgroup analysis revealed a greater reduction of HbA1c in adults with diabetes (MD = -0.49<i>%</i>, <i>p</i> < 0.00001) than that of adults with prediabetes (MD = -0.2<i>%</i>, <i>p</i> = 0.001). However, Nordic walking did not affect fasting blood glucose or homeostasis model assessment of insulin resistance (HOMA-IR). Additionally, Nordic walking significantly increased high-density lipoprotein (HDL) cholesterol (MD = 0.07 mmol/L, <i>p</i> = 0.005), while showing no beneficial effects on total cholesterol, triglycerides, and low-density lipoprotein. Nordic walking appears to improve VO<sub>2</sub>peak but does not affect systolic or diastolic blood pressure.</p><p><strong>Conclusions: </strong>Nordic walking exerted beneficial effects on body weight, HbA1c, and HDL in adults with prediabetes or diabetes. Our findings support that Nordic walking can be a practical intervention in managing or treating diabetic complications.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2026 ","pages":"5886930"},"PeriodicalIF":3.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12782928/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145952150","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}
Aims: This retrospective study is aimed at evaluating the effect of SGLT2 inhibitors (SGLT2i) on the risk of sepsis among patients with Type 2 diabetes mellitus (T2DM).
Materials and methods: An active-comparator new user design was utilized based on Taiwan's National Health Insurance Research Database. Adult patients diagnosed with T2DM between 2017 and 2020 who initiated either SGLT2i or DPP-4 inhibitors (DPP-4i) were included. After 1:2 matching by age, sex, and Charlson Comorbidity Index, the study enrolled 34,672 SGLT2i users and 69,344 DPP-4i users. The primary outcome was sepsis, with secondary outcomes including septic shock, organ dysfunction, and mortality. Hazard ratios (HRs) were estimated using Cox proportional hazards regression.
Results: SGLT2i users had a significantly lower risk of sepsis than DPP-4i users (10.1% vs. 15.5%; adjusted HR [aHR]: 0.77; 95% CI: 0.74-0.81). The risk of septic shock and mortality in SGLT2i users was also reduced by 30% (aHR: 0.70; 95% CI: 0.57-0.87) and 40% (aHR: 0.60; 95% CI: 0.54-0.66), respectively, compared with that of DPP-4i users.
Conclusions: The findings suggest that SGLT2i is associated with a significantly lower risk of sepsis, septic shock, and mortality compared with that of DPP-4i in patients with T2DM.
{"title":"Association Between Sodium-Glucose Cotransporter-2 Inhibitors and Sepsis Risk in Patients With Type 2 Diabetes Mellitus.","authors":"Chun-Ying Wu, Chih-Cheng Lai, Chung-Han Ho, Yu-Cih Wu, Kuang-Ming Liao, Jhi-Joung Wang, Ding-Chau Wang, Fu-Wen Liang","doi":"10.1155/jdr/1437417","DOIUrl":"10.1155/jdr/1437417","url":null,"abstract":"<p><strong>Aims: </strong>This retrospective study is aimed at evaluating the effect of SGLT2 inhibitors (SGLT2i) on the risk of sepsis among patients with Type 2 diabetes mellitus (T2DM).</p><p><strong>Materials and methods: </strong>An active-comparator new user design was utilized based on Taiwan's National Health Insurance Research Database. Adult patients diagnosed with T2DM between 2017 and 2020 who initiated either SGLT2i or DPP-4 inhibitors (DPP-4i) were included. After 1:2 matching by age, sex, and Charlson Comorbidity Index, the study enrolled 34,672 SGLT2i users and 69,344 DPP-4i users. The primary outcome was sepsis, with secondary outcomes including septic shock, organ dysfunction, and mortality. Hazard ratios (HRs) were estimated using Cox proportional hazards regression.</p><p><strong>Results: </strong>SGLT2i users had a significantly lower risk of sepsis than DPP-4i users (10.1% vs. 15.5%; adjusted HR [aHR]: 0.77; 95% CI: 0.74-0.81). The risk of septic shock and mortality in SGLT2i users was also reduced by 30% (aHR: 0.70; 95% CI: 0.57-0.87) and 40% (aHR: 0.60; 95% CI: 0.54-0.66), respectively, compared with that of DPP-4i users.</p><p><strong>Conclusions: </strong>The findings suggest that SGLT2i is associated with a significantly lower risk of sepsis, septic shock, and mortality compared with that of DPP-4i in patients with T2DM.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2026 ","pages":"1437417"},"PeriodicalIF":3.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12782002/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145952130","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}
Pub Date : 2026-01-07eCollection Date: 2026-01-01DOI: 10.1155/jdr/7203748
Rushi N Mankad, Lauren Marek, Gabriella Acosta, Andrea P Cabrera, Finny Monickaraj, Clifford Qualls, Arup Das
Purpose: The purpose of this study is to identify associative factors of vision threatening complications of diabetic retinopathy (DR), including proliferative diabetic retinopathy (PDR) and diabetic macular edema (DME) in a New Mexican patient population with Type 2 diabetes featuring a high proportion of Hispanic and American Indian patients.
Methods: In a retrospective, case-control, cross-sectional study, we performed both univariate and multivariate logistic regression testing of systemic factors for association among patients with nonproliferative diabetic retinopathy (NPDR) without DME, NPDR with DME, and PDR. We also used receiver operating characteristic (ROC) curves to understand how reliable glycemic control is at predicting DR end-complications.
Results: Among our 584 patients, 172 were diagnosed with NPDR without DME, 293 with PDR, and 119 with NPDR with DME. A total of 25% of patients with NPDR without DME had poor glycemic control (HbA1c levels of ≥ 9.0%). Similarly, 10% of PDR and 7% of NPDR with DME patients had good glycemic control (HbA1c levels ≤ 7.0%), despite their advanced eye disease. For patients with PDR, we identified significant independent associations with microalbuminuria and macroalbuminuria, Hispanic ethnicity, duration of diabetes, and the use of insulin and beta-blocker medications. In NPDR with DME patients, significant associations were noted with microalbuminuria and macroalbuminuria, HbA1c, GFR, and beta-blocker medications. The hemoglobin A1c level was not significantly associated with PDR but was significantly associated with NPDR with DME. The ROC curve analysis indicated poor predictability for the HbA1c model concerning the presence of PDR (AUC = 0.640) and NPDR with DME (AUC = 0.640).
Conclusions: This study suggests that glycemic exposure alone is not a good enough predictor of DR progression. Other diabetic microvascular complications such as nephropathy, in addition to race/ethnicity with differing genetic associative factors, may also play a role in the multifactorial progression through DR phenotypes.
{"title":"Role of Systemic Factors in the Progression to Vision-Threatening Diabetic Retinopathy in a New Mexican Patient Population with Type 2 Diabetes: Glycemic Control Is Not Enough.","authors":"Rushi N Mankad, Lauren Marek, Gabriella Acosta, Andrea P Cabrera, Finny Monickaraj, Clifford Qualls, Arup Das","doi":"10.1155/jdr/7203748","DOIUrl":"10.1155/jdr/7203748","url":null,"abstract":"<p><strong>Purpose: </strong>The purpose of this study is to identify associative factors of vision threatening complications of diabetic retinopathy (DR), including proliferative diabetic retinopathy (PDR) and diabetic macular edema (DME) in a New Mexican patient population with Type 2 diabetes featuring a high proportion of Hispanic and American Indian patients.</p><p><strong>Methods: </strong>In a retrospective, case-control, cross-sectional study, we performed both univariate and multivariate logistic regression testing of systemic factors for association among patients with nonproliferative diabetic retinopathy (NPDR) without DME, NPDR with DME, and PDR. We also used receiver operating characteristic (ROC) curves to understand how reliable glycemic control is at predicting DR end-complications.</p><p><strong>Results: </strong>Among our 584 patients, 172 were diagnosed with NPDR without DME, 293 with PDR, and 119 with NPDR with DME. A total of 25% of patients with NPDR without DME had poor glycemic control (HbA1c levels of ≥ 9.0%). Similarly, 10% of PDR and 7% of NPDR with DME patients had good glycemic control (HbA1c levels ≤ 7.0%), despite their advanced eye disease. For patients with PDR, we identified significant independent associations with microalbuminuria and macroalbuminuria, Hispanic ethnicity, duration of diabetes, and the use of insulin and beta-blocker medications. In NPDR with DME patients, significant associations were noted with microalbuminuria and macroalbuminuria, HbA1c, GFR, and beta-blocker medications. The hemoglobin A1c level was not significantly associated with PDR but was significantly associated with NPDR with DME. The ROC curve analysis indicated poor predictability for the HbA1c model concerning the presence of PDR (AUC = 0.640) and NPDR with DME (AUC = 0.640).</p><p><strong>Conclusions: </strong>This study suggests that glycemic exposure alone is not a good enough predictor of DR progression. Other diabetic microvascular complications such as nephropathy, in addition to race/ethnicity with differing genetic associative factors, may also play a role in the multifactorial progression through DR phenotypes.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2026 ","pages":"7203748"},"PeriodicalIF":3.4,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775827/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145933362","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}
Background: The link between dietary choline/betaine and Type 2 diabetes (T2D) has been shown in several studies. However, the findings are controversial. This meta-analysis evaluated the connection between dietary choline/betaine and the incidence of T2D.
Methods: A thorough and organized search was conducted through PubMed, Scopus, and Web of Science up to September 2024. All reported effect sizes and their 95% CIs for risk of T2D were used to estimate log RRs with their standard errors (SEs). The overall combined effect size was obtained via a random effects model. The variability among the studies was examined using Cochrane's Q test and the I-squared statistic.
Results: A total of five studies, including 76,678 subjects, provided data on the relationship between dietary choline and T2D risk. Compared with the lowest category of dietary choline, the combined RR for the diabetes incidence was 1.15 (95% CI: 1.00, 1.33; p = 0.058; I2 = 63.1%) for the highest category of dietary choline. The pooled analysis of three studies, with 65,725 subjects, indicated no significant link between dietary betaine and T2D incidence. Compared with the lowest category of dietary betaine, the combined RR for the diabetes incidence was 0.99 (95% CI: 0.90, 1.10; p = 0.871; I2 = 58.1%). The certainty of the evidence was rated very low for choline intake and T2D incidence as well as betaine intake and T2D incidence, with a downgrade for risk of bias, inconsistency, imprecision, and indirectness.
Conclusion: The findings of this study do not advocate the role of dietary choline/betaine in T2D incidence. Due to the limited number of primary studies and high heterogeneities among them, more rigorously designed prospective studies are required to confirm our results.
背景:膳食胆碱/甜菜碱与2型糖尿病(T2D)之间的联系已在几项研究中得到证实。然而,这些发现是有争议的。本荟萃分析评估了膳食胆碱/甜菜碱与糖尿病发病率之间的关系。方法:到2024年9月,通过PubMed、Scopus和Web of Science进行全面、有组织的检索。所有报告的效应量及其T2D风险的95% ci用于估计其标准误差(SEs)的对数rr。综合效应量通过随机效应模型得到。使用Cochrane’s Q检验和i平方统计量检验研究之间的可变性。结果:共有5项研究,包括76,678名受试者,提供了饮食胆碱与T2D风险之间关系的数据。与最低胆碱组相比,最高胆碱组糖尿病发病率的综合RR为1.15 (95% CI: 1.00, 1.33; p = 0.058; i2 = 63.1%)。对65,725名受试者进行的三项研究的汇总分析表明,饮食中甜菜碱与T2D发病率之间没有显著联系。与最低类别的膳食甜菜碱相比,糖尿病发病率的联合RR为0.99 (95% CI: 0.90, 1.10; p = 0.871; I 2 = 58.1%)。在胆碱摄入量和T2D发生率以及甜菜碱摄入量和T2D发生率方面,证据的确定性被评为非常低,并因偏倚、不一致、不精确和间接风险而降级。结论:本研究结果不支持饮食胆碱/甜菜碱在T2D发病率中的作用。由于初步研究数量有限且异质性高,需要更严格设计的前瞻性研究来证实我们的结果。
{"title":"Dietary Choline and Betaine Are Not Associated With the Risk of Type 2 Diabetes. A Systematic Review and Meta-Analysis of Observational Studies.","authors":"Elham Sharifi-Zahabi, Sobhan Mohammadi, Fatemeh Hajizadeh-Sharafabad, Nooshin Nasiri, Fatemeh Sadeghi, Amir Saber","doi":"10.1155/jdr/9980163","DOIUrl":"10.1155/jdr/9980163","url":null,"abstract":"<p><strong>Background: </strong>The link between dietary choline/betaine and Type 2 diabetes (T2D) has been shown in several studies. However, the findings are controversial. This meta-analysis evaluated the connection between dietary choline/betaine and the incidence of T2D.</p><p><strong>Methods: </strong>A thorough and organized search was conducted through PubMed, Scopus, and Web of Science up to September 2024. All reported effect sizes and their 95% CIs for risk of T2D were used to estimate log RRs with their standard errors (SEs). The overall combined effect size was obtained via a random effects model. The variability among the studies was examined using Cochrane's <i>Q</i> test and the <i>I</i>-squared statistic.</p><p><strong>Results: </strong>A total of five studies, including 76,678 subjects, provided data on the relationship between dietary choline and T2D risk. Compared with the lowest category of dietary choline, the combined RR for the diabetes incidence was 1.15 (95% CI: 1.00, 1.33; <i>p</i> = 0.058; <i>I</i> <sup>2</sup> = 63.1<i>%</i>) for the highest category of dietary choline. The pooled analysis of three studies, with 65,725 subjects, indicated no significant link between dietary betaine and T2D incidence. Compared with the lowest category of dietary betaine, the combined RR for the diabetes incidence was 0.99 (95% CI: 0.90, 1.10; <i>p</i> = 0.871; <i>I</i> <sup>2</sup> = 58.1<i>%</i>). The certainty of the evidence was rated very low for choline intake and T2D incidence as well as betaine intake and T2D incidence, with a downgrade for risk of bias, inconsistency, imprecision, and indirectness.</p><p><strong>Conclusion: </strong>The findings of this study do not advocate the role of dietary choline/betaine in T2D incidence. Due to the limited number of primary studies and high heterogeneities among them, more rigorously designed prospective studies are required to confirm our results.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2026 ","pages":"9980163"},"PeriodicalIF":3.4,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767234/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911971","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}
Pub Date : 2025-12-30eCollection Date: 2025-01-01DOI: 10.1155/jdr/9539734
Sen Zhou, Haiqian An, Hui Wei, Rong Wu, Zhe Wang, Minglong Liu, Tianxi Liu, Kan Li
Background: Kidney damage in chronic kidney disease patients is affected by the degradation products of polyamines. However, the effect of polyamine metabolism-related genes (PM-RGs) in diabetic nephropathy (DN) is not clear. The objective of this study is to elucidate the potential correlation between PM-RGs and DN.
Methods: DN-related datasets and 59 PM-RGs were obtained from the public database. Then, Differentially Expressed Gene 1 (DEG 1) related to DN in GSE142153 and DEG 2 related to PM-RGs were crossed to obtain intersection genes. The gene with the same expression trend in DEG 3 obtained in GSE185011 and DEG 1 was overlapped with the intersection gene to obtain the candidate genes. Thereafter, two machine learning algorithms and ROC curves were adopted to select biomarkers. Moreover, enrichment analysis, immune infiltration analysis, and drug prediction were implemented to further study the biomarkers. Finally, the expressions of biomarkers were analyzed in clinical samples assessed by RT-qPCR and IHC.
Results: KAZALD1, GLCE, and RPRD1B were identified as biomarkers for DN, with their area under the curve values being greater than 0.8. They were involved in multiple biological pathways, such as valine, leucine, and isoleucine degradation, cytokine-cytokine receptor interaction, and peroxisome. Furthermore, immune cells were found to correlate with biomarkers. For instance, the expression of KAZALD1 and RPRD1B showed positive correlations with naive CD8 T cells and M1 macrophages among other immune cells while exhibiting negative correlations with CD8 T cells, B cells, T helper cells, and others. Additionally, based on three biomarkers, 11 drugs (benzopyrene, Bisphenol A, ethinyl estradiol, etc.) were predicted. KAZALD1 and RPRD1B were notably highly expressed in clinical DN samples in RT-qPCR and IHC.
Conclusion: The research pinpointed KAZALD1, GLCE, and RPRD1B as biomarkers for DN, offering a novel target reference for diagnosing and treating DN.
{"title":"Identification and Verification of Biomarkers Related to Polyamine Metabolism in Diabetic Nephropathy.","authors":"Sen Zhou, Haiqian An, Hui Wei, Rong Wu, Zhe Wang, Minglong Liu, Tianxi Liu, Kan Li","doi":"10.1155/jdr/9539734","DOIUrl":"10.1155/jdr/9539734","url":null,"abstract":"<p><strong>Background: </strong>Kidney damage in chronic kidney disease patients is affected by the degradation products of polyamines. However, the effect of polyamine metabolism-related genes (PM-RGs) in diabetic nephropathy (DN) is not clear. The objective of this study is to elucidate the potential correlation between PM-RGs and DN.</p><p><strong>Methods: </strong>DN-related datasets and 59 PM-RGs were obtained from the public database. Then, Differentially Expressed Gene 1 (DEG 1) related to DN in GSE142153 and DEG 2 related to PM-RGs were crossed to obtain intersection genes. The gene with the same expression trend in DEG 3 obtained in GSE185011 and DEG 1 was overlapped with the intersection gene to obtain the candidate genes. Thereafter, two machine learning algorithms and ROC curves were adopted to select biomarkers. Moreover, enrichment analysis, immune infiltration analysis, and drug prediction were implemented to further study the biomarkers. Finally, the expressions of biomarkers were analyzed in clinical samples assessed by RT-qPCR and IHC.</p><p><strong>Results: </strong>KAZALD1, GLCE, and RPRD1B were identified as biomarkers for DN, with their area under the curve values being greater than 0.8. They were involved in multiple biological pathways, such as valine, leucine, and isoleucine degradation, cytokine-cytokine receptor interaction, and peroxisome. Furthermore, immune cells were found to correlate with biomarkers. For instance, the expression of KAZALD1 and RPRD1B showed positive correlations with naive CD8 T cells and M1 macrophages among other immune cells while exhibiting negative correlations with CD8 T cells, B cells, T helper cells, and others. Additionally, based on three biomarkers, 11 drugs (benzopyrene, Bisphenol A, ethinyl estradiol, etc.) were predicted. KAZALD1 and RPRD1B were notably highly expressed in clinical DN samples in RT-qPCR and IHC.</p><p><strong>Conclusion: </strong>The research pinpointed KAZALD1, GLCE, and RPRD1B as biomarkers for DN, offering a novel target reference for diagnosing and treating DN.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"9539734"},"PeriodicalIF":3.4,"publicationDate":"2025-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767236/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911820","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}
Pub Date : 2025-12-30eCollection Date: 2025-01-01DOI: 10.1155/jdr/9383849
Fateme Sefid, Masoud Dehghan Tezerjani, Samira Asadollahi, Seyed Ali Madani, Tayebeh Pardal, Maryam Imani, Zahra Salmani, Masoud Rahmanian, Hossein Hozhabri, Seyed Mehdi Kalantar, Mohammad Yahya Vahidi Mehrjardi
Background: Maturity-onset diabetes of the young (MODY), a common type of monogenic diabetes caused by a pathogenic variant in a single gene, is characterized by starting at an early age, autosomal dominant inheritance, and decreased secretion of insulin. Despite its clinical importance, its accurate diagnosis is challenging, and it is often misdiagnosed as other types of diabetes. Therefore, understanding the genetic basis of MODY can improve diagnostic accuracy.
Methods: We initially performed genetic counseling for 2964 probands who visited the Yazd Diabetes Center, Shahid Sadoughi University of Medical Sciences, Yazd, Iran, between 2018 and 2022. Clinical assessments and pedigree analyses were conducted for the accurate clinical diagnosis and management of diabetes. Among these, 11 probands with unknown types of diabetes who met specific criteria, including an inheritance pattern across at least three generations, at least seven affected individuals, and probands being under age 55, were selected for whole-exome sequencing (WES). Finally, variants were verified by Sanger sequencing, pedigree analysis, and segregation analysis.
Results: WES analysis detected pathogenic variants in two families, which confirmed MODY. Family 202 had a novel missense variant (GCK: c.484G > C; p.Gly162Arg; NM_000162.5). In Family 105, an extremely rare pathogenic frameshift variant (HNF1A: c.1136_1137del; p.Pro379ArgfsTer39; NM_000545.8) was identified. The segregation analyses of these variants also revealed that the variants largely co-segregated with the diabetes phenotype in their respective families.
Conclusion: This study clearly demonstrates the effectiveness of WES for the accurate identification of MODY subtypes in Iranian families. Moreover, these findings emphasize the need for further genetic screening programs in Iran to enhance MODY diagnosis, personalized treatment, and family genetic counseling.
{"title":"Genetic Characterization of MODY in Iranian Families Using Multigenerational-Based Whole-Exome Sequencing Approach.","authors":"Fateme Sefid, Masoud Dehghan Tezerjani, Samira Asadollahi, Seyed Ali Madani, Tayebeh Pardal, Maryam Imani, Zahra Salmani, Masoud Rahmanian, Hossein Hozhabri, Seyed Mehdi Kalantar, Mohammad Yahya Vahidi Mehrjardi","doi":"10.1155/jdr/9383849","DOIUrl":"10.1155/jdr/9383849","url":null,"abstract":"<p><strong>Background: </strong>Maturity-onset diabetes of the young (MODY), a common type of monogenic diabetes caused by a pathogenic variant in a single gene, is characterized by starting at an early age, autosomal dominant inheritance, and decreased secretion of insulin. Despite its clinical importance, its accurate diagnosis is challenging, and it is often misdiagnosed as other types of diabetes. Therefore, understanding the genetic basis of MODY can improve diagnostic accuracy.</p><p><strong>Methods: </strong>We initially performed genetic counseling for 2964 probands who visited the Yazd Diabetes Center, Shahid Sadoughi University of Medical Sciences, Yazd, Iran, between 2018 and 2022. Clinical assessments and pedigree analyses were conducted for the accurate clinical diagnosis and management of diabetes. Among these, 11 probands with unknown types of diabetes who met specific criteria, including an inheritance pattern across at least three generations, at least seven affected individuals, and probands being under age 55, were selected for whole-exome sequencing (WES). Finally, variants were verified by Sanger sequencing, pedigree analysis, and segregation analysis.</p><p><strong>Results: </strong>WES analysis detected pathogenic variants in two families, which confirmed MODY. Family 202 had a novel missense variant (GCK: c.484G > C; p.Gly162Arg; NM_000162.5). In Family 105, an extremely rare pathogenic frameshift variant (HNF1A: c.1136_1137del; p.Pro379ArgfsTer39; NM_000545.8) was identified. The segregation analyses of these variants also revealed that the variants largely co-segregated with the diabetes phenotype in their respective families.</p><p><strong>Conclusion: </strong>This study clearly demonstrates the effectiveness of WES for the accurate identification of MODY subtypes in Iranian families. Moreover, these findings emphasize the need for further genetic screening programs in Iran to enhance MODY diagnosis, personalized treatment, and family genetic counseling.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"9383849"},"PeriodicalIF":3.4,"publicationDate":"2025-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767221/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911794","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}
Pub Date : 2025-12-29eCollection Date: 2025-01-01DOI: 10.1155/jdr/6671361
Lena Roth, Julian Stein, Peter E H Schwarz
Background: Digital health interventions, such as mobile diabetes apps, are aimed at supporting glycemic control. Real-world data (RWD) provide valuable insights into their long-term effectiveness beyond the controlled conditions of randomized trials.
Objective: This study evaluates the effectiveness of the mobile diabetes app ESYSTA in improving glycemic control using real-world evidence.
Methods: A retrospective analysis of 475 users was conducted to assess HbA1c changes after 6 months of usage and also long-term usage (12 and 15 months). A linear mixed model was used to adjust for confounding factors.
Results: After 6 months, ESYSTA users achieved a significant HbA1c reduction of -0.59 (-0.70; -0.48) percentage points compared to baseline, which was maintained for up to 15 months. Users with higher baseline HbA1c showed greater reductions. Seventy-five percent of users tracked their blood glucose values consistently during the whole observation period.
Conclusion: These real-world evidence findings demonstrate the effectiveness of a mobile diabetes app in improving glycemic control over an extended period. While statistical adjustments addressed potential biases, missing data remain a challenge. Further research, including controlled studies, is needed to confirm these real-world results and further explore the underlying mechanisms of sustained HbA1c improvement.
{"title":"Real-World Evidence on Mobile App-Supported Diabetes Management in Insulin-Treated Patients.","authors":"Lena Roth, Julian Stein, Peter E H Schwarz","doi":"10.1155/jdr/6671361","DOIUrl":"10.1155/jdr/6671361","url":null,"abstract":"<p><strong>Background: </strong>Digital health interventions, such as mobile diabetes apps, are aimed at supporting glycemic control. Real-world data (RWD) provide valuable insights into their long-term effectiveness beyond the controlled conditions of randomized trials.</p><p><strong>Objective: </strong>This study evaluates the effectiveness of the mobile diabetes app ESYSTA in improving glycemic control using real-world evidence.</p><p><strong>Methods: </strong>A retrospective analysis of 475 users was conducted to assess HbA1c changes after 6 months of usage and also long-term usage (12 and 15 months). A linear mixed model was used to adjust for confounding factors.</p><p><strong>Results: </strong>After 6 months, ESYSTA users achieved a significant HbA1c reduction of -0.59 (-0.70; -0.48) percentage points compared to baseline, which was maintained for up to 15 months. Users with higher baseline HbA1c showed greater reductions. Seventy-five percent of users tracked their blood glucose values consistently during the whole observation period.</p><p><strong>Conclusion: </strong>These real-world evidence findings demonstrate the effectiveness of a mobile diabetes app in improving glycemic control over an extended period. While statistical adjustments addressed potential biases, missing data remain a challenge. Further research, including controlled studies, is needed to confirm these real-world results and further explore the underlying mechanisms of sustained HbA1c improvement.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"6671361"},"PeriodicalIF":3.4,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767227/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911854","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}
Pub Date : 2025-12-29eCollection Date: 2025-01-01DOI: 10.1155/jdr/2449658
Beatrice Prampolini, Cansu Ceren Eryılmaz, M Loredana Marcovecchio
The morbidity and mortality associated with Type 1 diabetes are primarily linked to vascular complications. While overt clinical manifestations of microvascular complications and cardiovascular disease predominantly occur during adulthood, a noteworthy proportion of adolescents with Type 1 diabetes have one or more risk factors for the development of vascular complications. In addition, early subclinical stages of vascular complications can be detected already in youth with diabetes. Intensive diabetes management and targeted screening strategies can effectively delay or halt the progression of these complications. Preventative strategies should focus on three main principles: achieving optimal glycemic targets, preventing and targeting cardiometabolic risk factors, and implementing early screening programs. For managing complications, a comprehensive approach is essential, combining insulin therapy to optimize glycemic targets, motivational lifestyle interventions, and timely pharmacological treatments. This review summarizes the epidemiology and risk factors for vascular complications in youth with Type 1 diabetes and emphasizes the importance of early detection and prevention, and effective treatment strategies.
{"title":"Preventing and Managing Vascular Complications in Adolescents With Type 1 Diabetes.","authors":"Beatrice Prampolini, Cansu Ceren Eryılmaz, M Loredana Marcovecchio","doi":"10.1155/jdr/2449658","DOIUrl":"10.1155/jdr/2449658","url":null,"abstract":"<p><p>The morbidity and mortality associated with Type 1 diabetes are primarily linked to vascular complications. While overt clinical manifestations of microvascular complications and cardiovascular disease predominantly occur during adulthood, a noteworthy proportion of adolescents with Type 1 diabetes have one or more risk factors for the development of vascular complications. In addition, early subclinical stages of vascular complications can be detected already in youth with diabetes. Intensive diabetes management and targeted screening strategies can effectively delay or halt the progression of these complications. Preventative strategies should focus on three main principles: achieving optimal glycemic targets, preventing and targeting cardiometabolic risk factors, and implementing early screening programs. For managing complications, a comprehensive approach is essential, combining insulin therapy to optimize glycemic targets, motivational lifestyle interventions, and timely pharmacological treatments. This review summarizes the epidemiology and risk factors for vascular complications in youth with Type 1 diabetes and emphasizes the importance of early detection and prevention, and effective treatment strategies.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"2449658"},"PeriodicalIF":3.4,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767235/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911782","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}
Pub Date : 2025-12-29eCollection Date: 2025-01-01DOI: 10.1155/jdr/1357263
Florence Wandia, Joel Wanzala
Adherence to lifestyle modification recommendations plays a significant role in the management of diabetes mellitus, which commonly affects elderly groups. Low or nonadherence to dietary and physical activity recommendations is a major problem that retrogresses efforts invested in diabetes care and management. This subject is underexplored in Kenya, with no existing study conducted in Kericho County. The study is aimed at bridging the existing compliance gap through assessment of dietary and physical activity adherence among Type 2 diabetes patients aged 40+ years in Kericho County, Kenya. A hospital-based cross-sectional study involving 207 type 2 diabetes patients at Kericho County Referral Hospital using a pretested and structured interviewer-administered questionnaire was conducted. Validated and customized perceived dietary adherence questionnaire (PDAQ) and global physical activity questionnaire (GPAQ) were utilized. Data on sociodemographic and behavioral characteristics, and diet and exercise were collected from selected respondents through systematic random sampling technique. Collected data were analyzed using SPSS Version 26. Bivariate and multivariate logistic regression was performed to identify factors influencing adherence, with significance set at < 0.05. Results showed that 51.7% and 35.3% of the respondents were adherent to recommended dietary and physical activity, respectively. Being aged ≥ 70 years (AOR = 2.13, 95% CI: 1.01-4.87, p = 0.02), postprimary education (AOR = 1.71, 95% CI: 1.39-5.28, p = 0.02), absence of comorbidities (AOR = 1.68, 95% CI: 1.33-1.08, p = 0.01), and absence of complications (AOR = 1.57, 95% CI: 1.32-1.96, p = 0.03) had higher likelihood of adherence to dietary recommendations. Unmarried patients (AOR = 0.22, 95% CI: 0.07-0.68, p = 0.008) and lack of family support (AOR = 0.51, 95% CI: 0.31-0.91, p = 0.01) were significantly associated with lower adherence to dietary recommendations. Higher odds of physical activity adherence were associated with postprimary education (AOR = 1.75, 95% CI: 1.27-3.18, p = 0.03) and diabetes duration of > 10 years (AOR = 1.52, 95% CI: 1.03-2.13, p = 0.04), while lower among patients aged ≥ 70 years (AOR = 0.64, 95% CI: 0.29-0.87, p = 0.02) and lacked family support (AOR = 0.54, 95% CI: 0.37-0.85, p = 0.04). These findings underscore urgent need for targeted and context-specific tailored health education, promotion of family support and involvement, and designing of individualized lifestyle modification plan that integrated functional disparities for sustainable adherence and improved diabetes outcomes.
坚持改变生活方式的建议在糖尿病的管理中起着重要的作用,糖尿病通常影响老年人。低或不遵守饮食和身体活动建议是糖尿病护理和管理工作的一个主要问题。肯尼亚对这一主题的探索不足,目前在凯里科县没有开展研究。该研究旨在通过评估肯尼亚Kericho县40岁以上2型糖尿病患者的饮食和身体活动依从性来弥合现有的依从性差距。本研究以医院为基础,对Kericho县转诊医院的207名2型糖尿病患者进行了横断面研究,采用预测试和结构化的访谈者管理问卷。使用经过验证和定制的感知饮食依从性问卷(PDAQ)和全球身体活动问卷(GPAQ)。通过系统随机抽样技术,收集了调查对象的社会人口学和行为特征、饮食和运动数据。收集的数据使用SPSS Version 26进行分析。采用双变量和多变量logistic回归来确定影响依从性的因素,显著性设置为p = 0.02),小学后教育(AOR = 1.71, 95% CI: 1.39-5.28, p = 0.02),无合并症(AOR = 1.68, 95% CI: 1.33-1.08, p = 0.01),无并发症(AOR = 1.57, 95% CI: 1.32-1.96, p = 0.03)具有较高的依从性。未婚患者(AOR = 0.22, 95% CI: 0.07-0.68, p = 0.008)和缺乏家庭支持(AOR = 0.51, 95% CI: 0.31-0.91, p = 0.01)与较低的饮食建议依从性显著相关。坚持体育锻炼的几率较高与小学后教育(AOR = 1.75, 95% CI: 1.27-3.18, p = 0.03)和糖尿病病程(AOR = 1.52, 95% CI: 1.03-2.13, p = 0.04)相关,而年龄≥70岁(AOR = 0.64, 95% CI: 0.29-0.87, p = 0.02)和缺乏家庭支持的患者(AOR = 0.54, 95% CI: 0.37-0.85, p = 0.04)的几率较低。这些发现强调了迫切需要有针对性和具体情况的量身定制的健康教育,促进家庭支持和参与,并设计个性化的生活方式改变计划,整合功能差异,以实现可持续的坚持和改善糖尿病结局。
{"title":"Bridging the Compliance Gap: An Assessment of Dietary and Physical Activity Adherence Among Type 2 Diabetes Patients in Kericho County, Kenya.","authors":"Florence Wandia, Joel Wanzala","doi":"10.1155/jdr/1357263","DOIUrl":"10.1155/jdr/1357263","url":null,"abstract":"<p><p>Adherence to lifestyle modification recommendations plays a significant role in the management of diabetes mellitus, which commonly affects elderly groups. Low or nonadherence to dietary and physical activity recommendations is a major problem that retrogresses efforts invested in diabetes care and management. This subject is underexplored in Kenya, with no existing study conducted in Kericho County. The study is aimed at bridging the existing compliance gap through assessment of dietary and physical activity adherence among Type 2 diabetes patients aged 40+ years in Kericho County, Kenya. A hospital-based cross-sectional study involving 207 type 2 diabetes patients at Kericho County Referral Hospital using a pretested and structured interviewer-administered questionnaire was conducted. Validated and customized perceived dietary adherence questionnaire (PDAQ) and global physical activity questionnaire (GPAQ) were utilized. Data on sociodemographic and behavioral characteristics, and diet and exercise were collected from selected respondents through systematic random sampling technique. Collected data were analyzed using SPSS Version 26. Bivariate and multivariate logistic regression was performed to identify factors influencing adherence, with significance set at < 0.05. Results showed that 51.7% and 35.3% of the respondents were adherent to recommended dietary and physical activity, respectively. Being aged ≥ 70 years (AOR = 2.13, 95% CI: 1.01-4.87, <i>p</i> = 0.02), postprimary education (AOR = 1.71, 95% CI: 1.39-5.28, <i>p</i> = 0.02), absence of comorbidities (AOR = 1.68, 95% CI: 1.33-1.08, <i>p</i> = 0.01), and absence of complications (AOR = 1.57, 95% CI: 1.32-1.96, <i>p</i> = 0.03) had higher likelihood of adherence to dietary recommendations. Unmarried patients (AOR = 0.22, 95% CI: 0.07-0.68, <i>p</i> = 0.008) and lack of family support (AOR = 0.51, 95% CI: 0.31-0.91, <i>p</i> = 0.01) were significantly associated with lower adherence to dietary recommendations. Higher odds of physical activity adherence were associated with postprimary education (AOR = 1.75, 95% CI: 1.27-3.18, <i>p</i> = 0.03) and diabetes duration of > 10 years (AOR = 1.52, 95% CI: 1.03-2.13, <i>p</i> = 0.04), while lower among patients aged ≥ 70 years (AOR = 0.64, 95% CI: 0.29-0.87, <i>p</i> = 0.02) and lacked family support (AOR = 0.54, 95% CI: 0.37-0.85, <i>p</i> = 0.04). These findings underscore urgent need for targeted and context-specific tailored health education, promotion of family support and involvement, and designing of individualized lifestyle modification plan that integrated functional disparities for sustainable adherence and improved diabetes outcomes.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"1357263"},"PeriodicalIF":3.4,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767228/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911791","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}
Background: The serum creatinine-cystatin C ratio (SCR/CysC) and relative fat mass (RFM) are both important indicators reflecting muscle and fat content, respectively, and are closely related to metabolic diseases and cardiovascular diseases. However, the roles of SCR/CysC and RFM in cardiometabolic multimorbidity (CMM) remain unclear. This study is aimed at exploring the relationships between SCR/CysC, RFM, and CMM, providing a new perspective for the early identification and intervention of CMM.
Methods: This study included 9292 Chinese participants from the CHARLS database and 3822 American individuals from the NHANES database. Multivariate logistic regression analysis, restricted cubic spline (RCS) plots, and subgroup analyses were employed to explore the associations of SCR/CysC and RFM with CMM.
Results: Analyses based on two databases revealed that the level of SCR/CysC levels was significantly negatively correlated with the risk of CMM. Conversely, higher RFM levels were positively correlated with an increased risk of CMM. Specifically, compared to the lower quartile (Q1) of SCR/CysC, the highest quartile (Q4) was associated with a decreased risk of CMM (CHARLS: odds ratio (OR) = 0.89, 95% confidence interval (CI): 0.87-0.91, p < 0.001; NHANES: OR = 0.90, 95% CI: 0.86-0.94, p < 0.001). Compared to the lower quartile (Q1) of RFM, the highest quartile (Q4) was associated with an increased risk of CMM (CHARLS: OR = 1.18, 95% CI: 1.16-1.21, p < 0.001; NHANES: OR = 1.20, 95% CI: 1.15-1.25, p < 0.001). The RCS plot results further supported this relationship, demonstrating that after adjusting for multiple confounding factors, a decrease in SCR/CysC and an increase in RFM were both associated with a higher risk of CMM.
Conclusions: This study found that SCR/CysC levels were negatively correlated with CMM risk, whereas RFM levels showed a positive correlation. Thus, SCR/CysC and RFM may both serve as potential biomarkers for CMM screening.
背景:血清肌酐-胱抑素C比值(SCR/CysC)和相对脂肪量(RFM)分别是反映肌肉和脂肪含量的重要指标,与代谢性疾病和心血管疾病密切相关。然而,SCR/CysC和RFM在心脏代谢性多病(CMM)中的作用尚不清楚。本研究旨在探讨SCR/CysC、RFM和CMM之间的关系,为CMM的早期识别和干预提供新的视角。方法:本研究纳入来自CHARLS数据库的9292名中国受试者和来自NHANES数据库的3822名美国受试者。采用多变量logistic回归分析、限制性三次样条(RCS)图和亚组分析探讨SCR/CysC和RFM与CMM的关系。结果:基于两个数据库的分析显示,SCR/CysC水平与CMM风险呈显著负相关。相反,较高的RFM水平与CMM风险增加呈正相关。具体而言,与SCR/CysC的较低四分位数(Q1)相比,最高四分位数(Q4)与CMM的风险降低相关(CHARLS:优势比(OR) = 0.89, 95%可信区间(CI): 0.87-0.91, p < 0.001;NHANES: OR = 0.90, 95% CI: 0.86-0.94, p < 0.001)。与RFM的低四分位数(Q1)相比,最高四分位数(Q4)与CMM的风险增加相关(CHARLS: OR = 1.18, 95% CI: 1.16-1.21, p < 0.001; NHANES: OR = 1.20, 95% CI: 1.15-1.25, p < 0.001)。RCS图结果进一步支持了这一关系,表明在调整多个混杂因素后,SCR/CysC的降低和RFM的增加都与CMM的高风险相关。结论:本研究发现SCR/CysC水平与CMM风险呈负相关,而RFM水平与CMM风险呈正相关。因此,SCR/CysC和RFM都可以作为CMM筛选的潜在生物标志物。
{"title":"Association Between Relative Fat Mass and the Serum Creatinine/Cystatin C Ratio and Cardiometabolic Multimorbidity: Evidence From Two Large Population-Based Surveys.","authors":"Yanfen Hu, Lingxia Li, Ling Yan, Xiaoting Zhao, Qinfan Wang, Zhenjie Xu","doi":"10.1155/jdr/4075738","DOIUrl":"10.1155/jdr/4075738","url":null,"abstract":"<p><strong>Background: </strong>The serum creatinine-cystatin C ratio (SCR/CysC) and relative fat mass (RFM) are both important indicators reflecting muscle and fat content, respectively, and are closely related to metabolic diseases and cardiovascular diseases. However, the roles of SCR/CysC and RFM in cardiometabolic multimorbidity (CMM) remain unclear. This study is aimed at exploring the relationships between SCR/CysC, RFM, and CMM, providing a new perspective for the early identification and intervention of CMM.</p><p><strong>Methods: </strong>This study included 9292 Chinese participants from the CHARLS database and 3822 American individuals from the NHANES database. Multivariate logistic regression analysis, restricted cubic spline (RCS) plots, and subgroup analyses were employed to explore the associations of SCR/CysC and RFM with CMM.</p><p><strong>Results: </strong>Analyses based on two databases revealed that the level of SCR/CysC levels was significantly negatively correlated with the risk of CMM. Conversely, higher RFM levels were positively correlated with an increased risk of CMM. Specifically, compared to the lower quartile (Q1) of SCR/CysC, the highest quartile (Q4) was associated with a decreased risk of CMM (CHARLS: odds ratio (OR) = 0.89, 95% confidence interval (CI): 0.87-0.91, <i>p</i> < 0.001; NHANES: OR = 0.90, 95% CI: 0.86-0.94, <i>p</i> < 0.001). Compared to the lower quartile (Q1) of RFM, the highest quartile (Q4) was associated with an increased risk of CMM (CHARLS: OR = 1.18, 95% CI: 1.16-1.21, <i>p</i> < 0.001; NHANES: OR = 1.20, 95% CI: 1.15-1.25, <i>p</i> < 0.001). The RCS plot results further supported this relationship, demonstrating that after adjusting for multiple confounding factors, a decrease in SCR/CysC and an increase in RFM were both associated with a higher risk of CMM.</p><p><strong>Conclusions: </strong>This study found that SCR/CysC levels were negatively correlated with CMM risk, whereas RFM levels showed a positive correlation. Thus, SCR/CysC and RFM may both serve as potential biomarkers for CMM screening.</p>","PeriodicalId":15576,"journal":{"name":"Journal of Diabetes Research","volume":"2025 ","pages":"4075738"},"PeriodicalIF":3.4,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12767230/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911807","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}