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Splicing of fibronectin gene contribute to the aneurysmal dilatation of arteriovenous fistula. 纤维连接蛋白基因剪接与动静脉瘘动脉瘤样扩张有关。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2026-12-01 Epub Date: 2026-01-25 DOI: 10.1080/0886022X.2025.2611610
Hai Wang, Qihong Ni, Haozhe Qi, Xin Qian, Yinteng Chu, Yuli Wang, Yongjie Yao, Nan Shen, Weihao Deng, Xiangjiang Guo, Lan Zhang

Patients with end-stage renal disease often require arteriovenous fistula (AVF) creation for hemodialysis. However, nearly 40% of patients develop aneurysmal dilatation of AVF (AVFA) after surgery, which can lead to prolonged bleeding at puncture sites, increased infection risk, and even potential rupture. Despite its high incidence, research on AVFA remains remarkably limited. This study makes an innovative discovery by establishing a link between AVFA formation and alternative splicing of fibronectin (FN), a crucial extracellular matrix component. Specifically, we demonstrate that increased inclusion of the EDA exon in FN within vascular smooth muscle cells triggers phenotypic switching to a synthetic state and extracellular matrix remodeling through the ITGB1/FAK/Src/RUNX2 pathway. These changes ultimately reduce vascular mechanical strength and contribute to AVFA development. Furthermore, we identify the splicing factor SRSF5 as a key regulator of EDA inclusion and characterize its potential binding sites, providing potential therapeutic targets for AVFA prevention.

终末期肾病患者通常需要动静脉瘘(AVF)创建血液透析。然而,近40%的患者在手术后会出现AVF动脉瘤性扩张(AVFA),这可能导致穿刺部位出血时间延长,感染风险增加,甚至可能破裂。尽管其发病率很高,但对AVFA的研究仍然非常有限。这项研究通过建立AVFA形成与纤维连接蛋白(FN)的选择性剪接之间的联系,这是一项创新的发现,纤维连接蛋白是一种重要的细胞外基质成分。具体来说,我们证明了血管平滑肌细胞内FN中EDA外显子的增加通过ITGB1/FAK/Src/RUNX2途径触发表型转换到合成状态和细胞外基质重塑。这些变化最终会降低血管的机械强度,导致AVFA的发展。此外,我们发现剪接因子SRSF5是EDA包络的关键调节因子,并表征了其潜在的结合位点,为AVFA预防提供了潜在的治疗靶点。
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引用次数: 0
The peritoneum in perspective: extracellular vesicles and the future of peritoneal dialysis. 腹膜透视:细胞外囊泡与腹膜透析的未来。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2026-12-01 Epub Date: 2026-02-04 DOI: 10.1080/0886022X.2026.2622256
Natalia Stepanova

Peritoneal dialysis (PD) transforms the peritoneum into a dynamic therapeutic interface, with each exchange offering direct access to molecular and cellular signals from the peritoneal cavity. Among these, extracellular vesicles (EVs) have emerged as stable, information-rich messengers reflecting peritoneal health, inflammation, and fibrosis. The review explores the peritoneum as a living therapeutic interface, summarizing current evidence on EV biology, their molecular cargo, and potential roles in monitoring inflammation, fibrosis, and membrane function. It also discusses existing knowledge gaps, technological advances, and opportunities for translating EV research into clinical practice.

腹膜透析(PD)将腹膜转化为一个动态的治疗界面,每次交换都可以直接访问来自腹膜腔的分子和细胞信号。其中,细胞外囊泡(EVs)已成为反映腹膜健康、炎症和纤维化的稳定、信息丰富的信使。这篇综述探讨了腹膜作为一个活的治疗界面,总结了目前关于EV生物学的证据,它们的分子货物,以及在监测炎症、纤维化和膜功能方面的潜在作用。它还讨论了现有的知识差距、技术进步以及将电动汽车研究转化为临床实践的机会。
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引用次数: 0
Acute intermittent hemodialysis management: a single center experience. 急性间歇血液透析管理:单一中心经验。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2026-12-01 Epub Date: 2026-02-11 DOI: 10.1080/0886022X.2026.2624275
Yasemin Kıraç, Ayşegül Alpcan, Yaşar Kandur, Hatice Aktaş

This retrospective study evaluated prognostic factors affecting outcomes in patients with acute kidney injury (AKI) treated with acute intermittent hemodialysis (IHD). Medical records of 193 patients treated between 2014 and 2024 were reviewed. Patients were categorized as recovered, deceased, chronic kidney disease without dialysis (CKD-ND), or chronic kidney disease with dialysis (CKD-D). The main indications for dialysis were hypervolemia (64.8%) and uremia (24.9%). Overall mortality was 50.8%, while 23.8% recovered, 21.2% developed CKD, and 4.1% became dialysis-dependent. Significant differences among outcome groups were found in age and serum concentration of serum creatinine, urea, sodium, phosphorus, calcium, C-reactive protein (CRP), albumin. Multivariate logistic regression analysis identified lower creatinine and calcium levels, as well as higher sodium, urea, and CRP concentrations, as independent predictors of mortality. In conclusion, our findings highlight the prognostic importance of biochemical and inflammatory markers in AKI patients undergoing IHD. Early identification and correction of electrolyte and inflammatory disturbances may improve patient outcomes.

本回顾性研究评估了急性肾损伤(AKI)患者接受急性间歇血液透析(IHD)治疗后影响预后的因素。回顾了2014年至2024年期间接受治疗的193名患者的医疗记录。患者分为康复、死亡、慢性肾病无透析(CKD-ND)和慢性肾病伴透析(CKD-D)。透析的主要适应症为高血容量血症(64.8%)和尿毒症(24.9%)。总死亡率为50.8%,23.8%恢复,21.2%发展为CKD, 4.1%成为透析依赖。结果组间年龄及血清肌酐、尿素、钠、磷、钙、c反应蛋白(CRP)、白蛋白浓度差异有统计学意义。多因素logistic回归分析发现,较低的肌酐和钙水平,以及较高的钠、尿素和CRP浓度是死亡率的独立预测因子。总之,我们的研究结果强调了生化和炎症标志物对急性肾损伤患者IHD预后的重要性。早期识别和纠正电解质和炎症紊乱可能改善患者的预后。
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引用次数: 0
Nonlinear relationship between stress hyperglycemic ratio and prognosis in patients with cardiac surgery-related kidney injury: a retrospective cohort study. 心脏手术相关性肾损伤患者应激性高血糖率与预后的非线性关系:一项回顾性队列研究。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2026-12-01 Epub Date: 2026-01-28 DOI: 10.1080/0886022X.2026.2613479
Xiaopo Gao, Cheng Li, Yurou Wang, Jinlong Luo, Chengye Zhan

The prognostic role of the stress-induced hyperglycemia ratio (SHR) in patients with acute kidney injury related to cardiac surgery has not been fully explored. This study aims to examine the association between the SHR index and mortality in patients with cardiac surgery-associated acute kidney injury (CS-AKI). Data for this research were collected from the MIMIC database. This study investigated the relationship between SHR and prognosis of CS-AKI patients by survival analysis, restricted cubic lines, and subgroup analysis. In the final analysis, 3,249 patients were categorized into four groups based on the quartiles of the SHR. Multivariable Cox proportional hazards regression analysis demonstrated that patients in the highest quartile (Q4) had a significantly increased risk of mortality compared to those in the lower three quartiles (Q1-Q3) (p < 0.005). Receiver operating characteristic (ROC) curve analysis indicated a U-shaped relationship between SHR and patient mortality, with both low and high SHR values associated with increased risk. Incorporation of SHR into existing prognostic models (SHR+SAPS II, SHR+APACHE III, and SHR+SOFA) led to improved discriminative performance, as reflected by increased area under the curve (AUC) values. Additionally, the inclusion of SHR significantly enhanced model performance as demonstrated by net reclassification improvement (NRI) and integrated discrimination improvement (IDI) metrics (p < 0.046). The findings of this study indicate a U-shaped association between the SHR and prognosis in patients with CS-AKI. However, only elevated SHR values were independently associated with an increased risk of mortality after adjustment for confounding variables.

应激性高血糖比(SHR)在心脏手术相关急性肾损伤患者预后中的作用尚未得到充分探讨。本研究旨在探讨心脏手术相关急性肾损伤(CS-AKI)患者SHR指数与死亡率之间的关系。本研究的数据来自MIMIC数据库。本研究通过生存分析、受限立方线分析和亚组分析探讨了CS-AKI患者SHR与预后的关系。在最后的分析中,根据SHR的四分位数将3249例患者分为四组。多变量Cox比例风险回归分析显示,与低四分位数(Q1-Q3)的患者相比,最高四分位数(Q4)的患者死亡风险显著增加(p < 0.05)
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引用次数: 0
SGLT2 inhibitors preserve serum chloride in non-diabetic CKD: a propensity-matched and LASSO regression analysis. SGLT2抑制剂可保护非糖尿病性CKD患者的血清氯化物:倾向匹配和LASSO回归分析
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2026-12-01 Epub Date: 2026-02-09 DOI: 10.1080/0886022X.2026.2624169
Masaru Matsui, Takaaki Kosugi, Shunsuke Kitamura, Masatoshi Nishimoto, Akiko Itano, Marumi Yamamoto, Haruka Yabuta, Aiko Oda, Masato Kawakami, Hideo Tsushima, Keisuke Okamoto, Masahiro Eriguchi, Ken-Ichi Samejima, Kazuhiko Tsuruya

Sodium-glucose cotransporter 2 inhibitors (SGLT2is) are novel renoprotective agents for patients with chronic kidney disease (CKD) and have diverse effects, including on the regulation of electrolyte balance. However, their effects on serum chloride concentrations remain unclear. We conducted a retrospective single-center study of 343 CKD patients without diabetes or proteinuria who were not taking diuretics, including 202 SGLT2i users and 141 non-users, and applied propensity score (PS) matching and LASSO regression analysis. The outcomes were the change in chloride concentration with adjustment for covariates, before and after PS matching. Factors associated with these changes were identified using multivariable analysis and LASSO regression. An adjusted linear mixed effects model showed that the annual changes in chloride concentration for the non-SGLT2i and SGLT2i users were -0.39 (95% CI: -0.61 to 0.17) mEq/L/year and 0.49 (95% CI: -0.02 to 1.00) mEq/L/year, respectively [difference 0.88 (95% CI: 0.58 to 1.17) mEq/L/year] (p < 0.001). After PS matching, there was also a significant difference between users and non-users of SGLT2is in the mean change in chloride concentration [difference 0.44 (95% CI: 0.03 to 0.84) mEq/L/year] (p = 0.036). Subgroup analyses confirmed these findings. Furthermore, the use of SGLT2is had the strongest influence on the 2-year change in serum chloride concentration. To our knowledge, this is the first propensity-matched study to demonstrate a sustained chloride-preserving effect of SGLT2 inhibitors in non-diabetic CKD. In conclusion, this study identifies a previously underrecognized tubular electrolyte effect of SGLT2 inhibitors-preservation of serum chloride-which may partly explain their consistent cardioprotective effects across diverse CKD populations.

钠-葡萄糖共转运蛋白2抑制剂(SGLT2is)是一种用于慢性肾脏疾病(CKD)患者的新型肾保护药物,具有多种作用,包括调节电解质平衡。然而,它们对血清氯化物浓度的影响尚不清楚。我们对343例未服用利尿剂的无糖尿病或蛋白尿的CKD患者进行了回顾性单中心研究,包括202例SGLT2i使用者和141例非使用者,并应用倾向评分(PS)匹配和LASSO回归分析。结果是氯离子浓度在PS匹配前后经协变量调整后的变化。使用多变量分析和LASSO回归确定与这些变化相关的因素。经调整的线性混合效应模型显示,非SGLT2i和SGLT2i使用者氯化物浓度的年变化分别为-0.39 (95% CI: -0.61 ~ 0.17) mEq/L/年和0.49 (95% CI: -0.02 ~ 1.00) mEq/L/年[差异0.88 (95% CI: 0.58 ~ 1.17) mEq/L/年](p = 0.036)。亚组分析证实了这些发现。此外,SGLT2is的使用对2年血清氯化物浓度的变化影响最大。据我们所知,这是第一个倾向匹配的研究,证明SGLT2抑制剂在非糖尿病性CKD中具有持续的氯化物保存作用。总之,本研究确定了先前未被充分认识的SGLT2抑制剂的管状电解质作用-保存血清氯化物-这可能部分解释了它们在不同CKD人群中一致的心脏保护作用。
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引用次数: 0
Mitochondria - an old-new link in the progression of renal disease. 线粒体-肾脏疾病进展的新旧联系。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-12-13 Epub Date: 2026-01-05 DOI: 10.1080/0886022X.2025.2602986
Monika Gooz
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引用次数: 0
The role of the estimated glomerular filtration rate and body roundness index in the risk assessment of uric acid-lowering therapy-resistant gout in U.S. adults: evidence from the National Health and Nutrition Examination Survey (2007-2018). 估计肾小球滤过率和体圆度指数在美国成年人降尿酸治疗抵抗性痛风风险评估中的作用:来自国家健康和营养检查调查(2007-2018)的证据。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-12-01 Epub Date: 2025-02-05 DOI: 10.1080/0886022X.2024.2441398
Mengyuan Zhu, Xingqiang Wang, Zining Peng, Weitian Yan, Qian Deng, Meihui Li, Nian Liu, Ling Zhang

Objective: To explore the risk factors for uric acid-lowering therapy-resistant gout (UALT-RG) and its relationships with the estimated glomerular filtration rate (eGFR), body roundness index (BRI), and visceral adiposity index (VAI) via 2007-2018 National Health and Nutrition Examination Survey (NHANES) data.

Methods: We calculated the BRI using waist circumference and standing height; the VAI using triglycerides (TGs), high-density lipoprotein cholesterol (HDL-C), and body mass index (BMI); and the eGFR from serum creatinine levels. We also collected gout data. We explored the relationships of the eGFR, BRI, and VAI with UALT-RG risk via univariable and multivariable weighted logistic regression, trend analysis, and restricted cubic splines.

Results: Among the 1,811 patients with gout, ∼9.08% had UALT-RG; these patients were more likely to have obesity, comorbid diabetes (36% [27-47%] vs. 25% [22-28%]) or impaired kidney function (eGFR < 60 mL/min/1.73 m2, 34.5% [27-43%] vs. 22.5% [20-26%]); be former smokers; and take colchicine (10% [5.6-19%] vs. 4.3% [2.8-6.7%]). Logistic regression and trend analysis suggested that an elevated BRI and decreased eGFR were independent risk factors and potential screening indicators for UALT-RG. Restricted cubic spline analysis revealed a negative linear trend between the eGFR and UALT-RG risk (p-overall < 0.0001) and a significant positive correlation between the BRI and UALT-RG risk (p-overall < 0.0001).

Conclusion: An increased BRI and decreased eGFR may be independent risk factors and assessment indicators for UALT-RG in U.S. adults. It is necessary to monitor serum urate levels more closely and conduct early multidisciplinary comanagement when gout is comorbid with visceral obesity and chronic kidney disease stages 3-5.

目的:通过2007-2018年全国健康与营养调查(NHANES)数据,探讨降尿酸治疗抵抗性痛风(UALT-RG)的危险因素及其与肾小球滤过率(eGFR)、体圆度指数(BRI)和内脏脂肪指数(VAI)的关系。方法:采用腰围、站高计算BRI;VAI使用甘油三酯(tg)、高密度脂蛋白胆固醇(HDL-C)和体重指数(BMI);以及血清肌酐水平的eGFR我们还收集了痛风数据。我们通过单变量和多变量加权逻辑回归、趋势分析和受限三次样条分析探讨了eGFR、BRI和VAI与alt - rg风险的关系。结果:在1811例痛风患者中,约9.08%的患者有UALT-RG;这些患者更容易出现肥胖、合并症糖尿病(36%[27-47%]对25%[22-28%])或肾功能受损(eGFR < 60 mL/min/1.73 m2, 34.5%[27-43%]对22.5% [20-26%]);以前是吸烟者;和秋水仙碱(10%(5.6 - -19%)和4.3%(2.8 - -6.7%))。Logistic回归和趋势分析提示,BRI升高和eGFR降低是独立的危险因素和潜在的UALT-RG筛查指标。限制性三次样条分析显示eGFR与UALT-RG风险之间呈负线性趋势(p-overall < 0.0001), BRI与UALT-RG风险之间呈显著正相关(p-overall < 0.0001)。结论:BRI升高和eGFR降低可能是美国成人alt - rg的独立危险因素和评估指标。当痛风合并内脏性肥胖和慢性肾脏疾病3-5期时,有必要更密切地监测血清尿酸水平并进行早期多学科治疗。
{"title":"The role of the estimated glomerular filtration rate and body roundness index in the risk assessment of uric acid-lowering therapy-resistant gout in U.S. adults: evidence from the National Health and Nutrition Examination Survey (2007-2018).","authors":"Mengyuan Zhu, Xingqiang Wang, Zining Peng, Weitian Yan, Qian Deng, Meihui Li, Nian Liu, Ling Zhang","doi":"10.1080/0886022X.2024.2441398","DOIUrl":"10.1080/0886022X.2024.2441398","url":null,"abstract":"<p><strong>Objective: </strong>To explore the risk factors for uric acid-lowering therapy-resistant gout (UALT-RG) and its relationships with the estimated glomerular filtration rate (eGFR), body roundness index (BRI), and visceral adiposity index (VAI) <i>via</i> 2007-2018 National Health and Nutrition Examination Survey (NHANES) data.</p><p><strong>Methods: </strong>We calculated the BRI using waist circumference and standing height; the VAI using triglycerides (TGs), high-density lipoprotein cholesterol (HDL-C), and body mass index (BMI); and the eGFR from serum creatinine levels. We also collected gout data. We explored the relationships of the eGFR, BRI, and VAI with UALT-RG risk <i>via</i> univariable and multivariable weighted logistic regression, trend analysis, and restricted cubic splines.</p><p><strong>Results: </strong>Among the 1,811 patients with gout, ∼9.08% had UALT-RG; these patients were more likely to have obesity, comorbid diabetes (36% [27-47%] <i>vs.</i> 25% [22-28%]) or impaired kidney function (eGFR < 60 mL/min/1.73 m<sup>2</sup>, 34.5% [27-43%] <i>vs.</i> 22.5% [20-26%]); be former smokers; and take colchicine (10% [5.6-19%] <i>vs.</i> 4.3% [2.8-6.7%]). Logistic regression and trend analysis suggested that an elevated BRI and decreased eGFR were independent risk factors and potential screening indicators for UALT-RG. Restricted cubic spline analysis revealed a negative linear trend between the eGFR and UALT-RG risk (<i>p</i>-overall < 0.0001) and a significant positive correlation between the BRI and UALT-RG risk (<i>p</i>-overall < 0.0001).</p><p><strong>Conclusion: </strong>An increased BRI and decreased eGFR may be independent risk factors and assessment indicators for UALT-RG in U.S. adults. It is necessary to monitor serum urate levels more closely and conduct early multidisciplinary comanagement when gout is comorbid with visceral obesity and chronic kidney disease stages 3-5.</p>","PeriodicalId":20839,"journal":{"name":"Renal Failure","volume":"47 1","pages":"2441398"},"PeriodicalIF":3.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11803761/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143256443","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
Brachial plexus block versus local anesthesia for percutaneous transluminal angioplasty of dysfunctional arteriovenous fistula: 12-month results of a propensity score weighted study. 臂丛阻滞与局部麻醉对功能障碍动静脉瘘的经皮腔内血管成形术:倾向评分加权研究的12个月结果。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-12-01 Epub Date: 2025-03-17 DOI: 10.1080/0886022X.2025.2477834
Xiaojing Wang, Yuli Wang, Yiping Zhao, Yinan Li, Xiangjiang Guo, Lan Zhang, Jiaquan Chen, Qihong Ni

Objective: The study aimed to compare ultrasound-guided brachial plexus block (BPB) with local anesthesia (LA) on efficacy, safety and 12-month patency rate for percutaneous transluminal angioplasty (PTA) treatment of dysfunctional arteriovenous fistula (AVF).

Methods: Consecutive patients with dysfunctional AVF who underwent PTA from January 2021 to December 2022 were included. Overlap weighting was performed to adjust for significant differences between the two groups. The primary efficacy outcomes included visual analogue scale (VAS) score and 12-month target-lesion primary patency rate. The secondary efficacy outcomes included target-lesion primary-assisted patency rate, secondary patency rate, access-circuit thrombosis rate, access-circuit reintervention rate, and number of reinterventions within 12 months. Univariate analysis and multivariate analysis by log-binomial regression were used to identify the independent factors associated with intraoperative pain.

Results: 218 patients were included in the study: 82 patients underwent PTA under BPB and 136 patients underwent PTA under LA. After overlap weighting, the baseline, lesion characteristics and intraoperative details had no significant difference between the two groups. Patients under BPB had significantly lower VAS scores than those under LA (2.4 ± 1.4 vs 5.1 ± 1.9, p < 0.001). The 12-month target-lesion primary patency rate was significantly higher in the BPB group than that in the LA group (58.3% vs 40.0%, p = 0.037). The 12-month target-lesion primary-assisted patency rate and access-circuit secondary patency rate were significantly higher in the BPB group than those in the LA group (p = 0.023 and p = 0.028). The access-circuit thrombosis rate was significantly lower in the BPB group (10.0%) than that in the LA group (28.3%) (p = 0.011). BPB was the only independent factor associated with mild pain (p < 0.001, OR: 0.037, 95%CI: 0.011-0.119).

Conclusions: BPB could decrease the intraoperative pain and improve the 12-month primary patency rates compared with LA for patients underwent PTA treatment of dysfunctional AVF.

目的:比较超声引导下臂丛神经阻滞(BPB)与局部麻醉(LA)在经皮腔内血管成形术(PTA)治疗功能失调性动静脉瘘(AVF)的疗效、安全性和12个月通畅率。方法:纳入2021年1月至2022年12月连续接受PTA治疗的功能失调AVF患者。进行重叠加权以调整两组之间的显著差异。主要疗效指标包括视觉模拟评分(VAS)评分和12个月靶病变原发通畅率。次要疗效指标包括目标病变原发辅助通畅率、二次通畅率、通路血栓形成率、通路再干预率和12个月内再干预次数。采用单因素分析和对数二项回归的多因素分析来确定与术中疼痛相关的独立因素。结果:218例患者纳入研究,其中82例患者在BPB下行PTA, 136例患者在LA下行PTA。重叠加权后,两组的基线、病变特征及术中细节无显著差异。BPB组VAS评分明显低于LA组(2.4±1.4 vs 5.1±1.9,p p = 0.037)。BPB组12个月目标病灶一期辅助通畅率和通路二次通畅率均显著高于LA组(p = 0.023和p = 0.028)。BPB组通路血栓形成率(10.0%)明显低于LA组(28.3%)(p = 0.011)。结论:与LA相比,经PTA治疗功能不全AVF的患者,BPB可减轻术中疼痛,提高12个月初通畅率。
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引用次数: 0
Machine learning algorithms for diabetic kidney disease risk predictive model of Chinese patients with type 2 diabetes mellitus. 中国2型糖尿病患者糖尿病肾病风险预测模型的机器学习算法
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-12-01 Epub Date: 2025-04-07 DOI: 10.1080/0886022X.2025.2486558
Lu-Xi Zou, Xue Wang, Zhi-Li Hou, Ling Sun, Jiang-Tao Lu

Background: Diabetic kidney disease (DKD) is a common and serious complication of diabetic mellitus (DM). More sensitive methods for early DKD prediction are urgently needed. This study aimed to set up DKD risk prediction models based on machine learning algorithms (MLAs) in patients with type 2 DM (T2DM).

Methods: The electronic health records of 12,190 T2DM patients with 3-year follow-ups were extracted, and the dataset was divided into a training and testing dataset in a 4:1 ratio. The risk variables for DKD development were ranked and selected to establish forecasting models. The performance of models was further evaluated by the indexes of sensitivity, specificity, positive predictive value, negative predictive value, accuracy, as well as F1 score, using the testing dataset. The value of accuracy was used to select the optimal model.

Results: Using the importance ranking in the random forest package, the variables of age, urinary albumin-to-creatinine ratio, serum cystatin C, estimated glomerular filtration rate, and neutrophil percentage were selected as the predictors for DKD onset. Among the seven forecasting models constructed by MLAs, the accuracy of the Light Gradient Boosting Machine (LightGBM) model was the highest, indicated that the LightGBM algorithms might perform the best for predicting 3-year risk of DKD onset.

Conclusions: Our study could provide powerful tools for early DKD risk prediction, which might help optimize intervention strategies and improve the renal prognosis in T2DM patients.

背景:糖尿病肾病(DKD)是糖尿病(DM)常见且严重的并发症。迫切需要更灵敏的DKD早期预测方法。本研究旨在建立基于机器学习算法(MLAs)的2型糖尿病(T2DM)患者DKD风险预测模型。方法:提取12190例随访3年的T2DM患者的电子健康记录,将数据集按4:1的比例分为训练和测试数据集。对影响DKD发展的风险变量进行排序和筛选,建立预测模型。利用测试数据集,通过灵敏度、特异性、阳性预测值、阴性预测值、准确性以及F1评分等指标进一步评价模型的性能。利用精度值选择最优模型。结果:采用随机森林包中的重要性排序,选择年龄、尿白蛋白与肌酐比值、血清胱抑素C、估计肾小球滤过率和中性粒细胞百分比等变量作为DKD发病的预测因素。在MLAs构建的7个预测模型中,Light Gradient Boosting Machine (LightGBM)模型的准确率最高,表明LightGBM算法对DKD发病3年风险的预测效果最好。结论:本研究可为早期DKD风险预测提供有力工具,有助于优化干预策略,改善T2DM患者肾脏预后。
{"title":"Machine learning algorithms for diabetic kidney disease risk predictive model of Chinese patients with type 2 diabetes mellitus.","authors":"Lu-Xi Zou, Xue Wang, Zhi-Li Hou, Ling Sun, Jiang-Tao Lu","doi":"10.1080/0886022X.2025.2486558","DOIUrl":"10.1080/0886022X.2025.2486558","url":null,"abstract":"<p><strong>Background: </strong>Diabetic kidney disease (DKD) is a common and serious complication of diabetic mellitus (DM). More sensitive methods for early DKD prediction are urgently needed. This study aimed to set up DKD risk prediction models based on machine learning algorithms (MLAs) in patients with type 2 DM (T2DM).</p><p><strong>Methods: </strong>The electronic health records of 12,190 T2DM patients with 3-year follow-ups were extracted, and the dataset was divided into a training and testing dataset in a 4:1 ratio. The risk variables for DKD development were ranked and selected to establish forecasting models. The performance of models was further evaluated by the indexes of sensitivity, specificity, positive predictive value, negative predictive value, accuracy, as well as F1 score, using the testing dataset. The value of accuracy was used to select the optimal model.</p><p><strong>Results: </strong>Using the importance ranking in the random forest package, the variables of age, urinary albumin-to-creatinine ratio, serum cystatin C, estimated glomerular filtration rate, and neutrophil percentage were selected as the predictors for DKD onset. Among the seven forecasting models constructed by MLAs, the accuracy of the Light Gradient Boosting Machine (LightGBM) model was the highest, indicated that the LightGBM algorithms might perform the best for predicting 3-year risk of DKD onset.</p><p><strong>Conclusions: </strong>Our study could provide powerful tools for early DKD risk prediction, which might help optimize intervention strategies and improve the renal prognosis in T2DM patients.</p>","PeriodicalId":20839,"journal":{"name":"Renal Failure","volume":"47 1","pages":"2486558"},"PeriodicalIF":3.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11983574/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143804165","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
Smoking as a causative factor in chronic kidney disease: a two-sample Mendelian randomization study. 吸烟是慢性肾脏疾病的致病因素:一项双样本孟德尔随机化研究。
IF 3 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-12-01 Epub Date: 2025-01-21 DOI: 10.1080/0886022X.2025.2453014
Yue Yang, Zheng Zhang, Hai-Tao Lu, Qian-Qian Xu, Li Zhuo, Wen-Ge Li

Smoking is widely acknowledged for its harmful effects on multiple organs. However, its specific causal relationship with chronic kidney disease (CKD) remains uncertain. This study applied bivariate causal analysis and two-sample Mendelian randomization (MR) methods to examine the association between various smoking behaviors - initiation, cessation, age at initiation, cigarettes smoked per day, and lifetime smoking - and CKD, using genome-wide data. The inverse variance weighted (IVW) method was the primary analytical tool, supported by sensitivity analyses, pleiotropy assessments, and mediation analyses. External validation was conducted using independent datasets. The results revealed positive associations between CKD and smoking initiation (Pivw = 1.8 × 10-2, OR = 1.192), earlier age at initiation (Pivw = 2.3 × 10-3, OR = 1.481), cigarettes smoked per day (Pivw = 8.8 × 10-3, OR = 1.216), and lifetime smoking (Pivw = 2.3 × 10-7, OR = 2.445). In contrast, smoking cessation demonstrated a protective effect against CKD (Pivw = 4.0 × 10-12, OR = 0.791). External validation results aligned with the primary findings, and the absence of significant heterogeneity confirmed the robustness of the MR analysis. Additionally, the effect of smoking on CKD was mediated by factors such as body mass index, cardiovascular disease, hypertension, and type 2 diabetes. These findings identify smoking as a contributing factor to CKD and suggest that reducing smoking prevalence could significantly lower the incidence of CKD in the population.

吸烟对多个器官的有害影响是公认的。然而,其与慢性肾脏疾病(CKD)的具体因果关系仍不确定。本研究采用双变量因果分析和双样本孟德尔随机化(MR)方法,使用全基因组数据研究各种吸烟行为(开始吸烟、停止吸烟、开始吸烟年龄、每天吸烟和终生吸烟)与CKD之间的关系。反方差加权(IVW)方法是主要的分析工具,辅以敏感性分析、多效性评估和中介分析。使用独立的数据集进行外部验证。结果显示,CKD与开始吸烟(Pivw = 1.8 × 10-2, OR = 1.192)、开始吸烟年龄较早(Pivw = 2.3 × 10-3, OR = 1.481)、每天吸烟(Pivw = 8.8 × 10-3, OR = 1.216)和终生吸烟(Pivw = 2.3 × 10-7, OR = 2.445)呈正相关。相反,戒烟显示出对CKD的保护作用(Pivw = 4.0 × 10-12, OR = 0.791)。外部验证结果与主要研究结果一致,不存在显著异质性,证实了MR分析的稳健性。此外,吸烟对慢性肾病的影响是由体重指数、心血管疾病、高血压和2型糖尿病等因素介导的。这些发现确定吸烟是CKD的一个促成因素,并表明减少吸烟率可以显著降低人群中CKD的发病率。
{"title":"Smoking as a causative factor in chronic kidney disease: a two-sample Mendelian randomization study.","authors":"Yue Yang, Zheng Zhang, Hai-Tao Lu, Qian-Qian Xu, Li Zhuo, Wen-Ge Li","doi":"10.1080/0886022X.2025.2453014","DOIUrl":"10.1080/0886022X.2025.2453014","url":null,"abstract":"<p><p>Smoking is widely acknowledged for its harmful effects on multiple organs. However, its specific causal relationship with chronic kidney disease (CKD) remains uncertain. This study applied bivariate causal analysis and two-sample Mendelian randomization (MR) methods to examine the association between various smoking behaviors - initiation, cessation, age at initiation, cigarettes smoked per day, and lifetime smoking - and CKD, using genome-wide data. The inverse variance weighted (IVW) method was the primary analytical tool, supported by sensitivity analyses, pleiotropy assessments, and mediation analyses. External validation was conducted using independent datasets. The results revealed positive associations between CKD and smoking initiation (Pivw = 1.8 × 10<sup>-2</sup>, OR = 1.192), earlier age at initiation (Pivw = 2.3 × 10<sup>-3</sup>, OR = 1.481), cigarettes smoked per day (Pivw = 8.8 × 10<sup>-3</sup>, OR = 1.216), and lifetime smoking (Pivw = 2.3 × 10<sup>-7</sup>, OR = 2.445). In contrast, smoking cessation demonstrated a protective effect against CKD (Pivw = 4.0 × 10<sup>-12</sup>, OR = 0.791). External validation results aligned with the primary findings, and the absence of significant heterogeneity confirmed the robustness of the MR analysis. Additionally, the effect of smoking on CKD was mediated by factors such as body mass index, cardiovascular disease, hypertension, and type 2 diabetes. These findings identify smoking as a contributing factor to CKD and suggest that reducing smoking prevalence could significantly lower the incidence of CKD in the population.</p>","PeriodicalId":20839,"journal":{"name":"Renal Failure","volume":"47 1","pages":"2453014"},"PeriodicalIF":3.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11753011/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143010488","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
期刊
Renal Failure
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