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Argyric kidney induced by colloidal silver. 胶体银致失银肾。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-13 DOI: 10.23876/j.krcp.25.115
Po-Yen Kuo, Kai-Fan Tsai, Yu-Shu Chien, Shun-Chen Huang, Chia-Ni Lin, Heng-Yi Huang, Tzung-Hai Yen
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引用次数: 0
Early single session of hyperbaric oxygen therapy mitigates renal apoptosis in lipopolysaccharides-induced endotoxemia in rats. 早期单次高压氧治疗可减轻脂多糖诱发的大鼠内毒素血症导致的肾脏凋亡。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2024-07-11 DOI: 10.23876/j.krcp.23.294
Hyoung Youn Lee, In Jin Kim, Hong Sang Choi, Yong Hun Jung, Kyung Woon Jeung, Najmiddin Mamadjonov, Seong Kwon Ma, Soo Wan Kim, Eun Hui Bae

Background: Sepsis-associated acute kidney injury (SA-AKI) is a prominent sepsis complication, often resulting in adverse clinical outcomes. Hyperbaric oxygen therapy (HBOT), known for its anti-inflammatory characteristics, antioxidant effects, and ability to deliver high oxygen tension to hypo-perfused tissues, offers potential benefits for SA-AKI. This study investigated whether HBOT improved renal injury in sepsis and elucidated its underlying mechanisms.

Methods: A lipopolysaccharide (LPS)-induced endotoxemia model was established using 8-week-old C57BL/6 mice. Thirty minutes post-LPS administration, a group of mice underwent HBOT at a 2.5 atmospheric pressure absolute with 100% oxygen for 60 minutes. After 24 hours, all mice were euthanized for measurements.

Results: Our results demonstrated that HBOT effectively mitigated renal tubular cell apoptosis. Additionally, HBOT significantly reduced phosphorylated p53 proteins and cytochrome C levels, suggesting that HBOT may attenuate renal apoptosis by impeding p53 activation and cytochrome C release. Notably, HBOT preserved manganese-dependent levels of superoxide dismutase, an antioxidant enzyme, compared to the LPS group. Furthermore, transforming growth factor beta (TGF-β)/Smad4 and alpha smooth muscle actin expressions were significantly reduced in the LPS + HBOT group.

Conclusion: An early single session of HBOT exhibited renoprotective effects in LPS-induced endotoxemia mice models by suppressing p53 activation and cytochrome C levels to mitigate apoptosis. The observed TGF-β decrease, downstream Smad expression reduction, and antioxidant capacity preservation following HBOT may contribute to these effects.

背景:脓毒症相关急性肾损伤(SA-AKI)是一种常见的脓毒症并发症,通常会导致不良的临床结果。高压氧疗法(HBOT)以其抗炎特性、抗氧化作用以及向灌注不足的组织提供高氧张力的能力而著称,它为脓毒症相关性急性肾损伤提供了潜在的益处。本研究探讨了 HBOT 是否能改善脓毒症患者的肾损伤,并阐明了其潜在机制:方法:使用 8 周大的 C57BL/6 小鼠建立了脂多糖(LPS)诱导的内毒素血症模型。给小鼠注射 LPS 后 30 分钟,一组小鼠在 2.5 个大气压的绝对压力下,用 100% 氧气进行 60 分钟的 HBOT 治疗。24 小时后,对所有小鼠实施安乐死以进行测量:结果:我们的研究结果表明,HBOT 能有效缓解肾小管细胞凋亡。此外,HBOT 还能显著降低磷酸化 p53 蛋白和细胞色素 C 的水平,这表明 HBOT 可通过抑制 p53 的活化和细胞色素 C 的释放来减轻肾细胞凋亡。值得注意的是,与 LPS 组相比,HBOT 保持了超氧化物歧化酶(一种抗氧化酶)的锰依赖性水平。此外,在 LPS + HBOT 组中,转化生长因子 beta(TGF-β)/Smad4 和α平滑肌肌动蛋白的表达明显减少:结论:在 LPS 诱导的内毒素血症小鼠模型中,早期单次 HBOT 可抑制 p53 的激活和细胞色素 C 的水平,从而缓解细胞凋亡,因此具有肾脏保护作用。观察到的 TGF-β 下降、下游 Smad 表达减少以及 HBOT 后的抗氧化能力保护可能是产生这些效果的原因。
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引用次数: 0
Unmet clinical need in patients with acute kidney injury and acute kidney disease: insights from a Korean multicenter cohort. 急性肾损伤和急性肾病患者未满足的临床需求:来自韩国多中心队列的见解
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2025-08-28 DOI: 10.23876/j.krcp.25.116
Jung Nam An, Donghwan Yun, Seung Seok Han, Sung Gyun Kim
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引用次数: 0
Protein-energy wasting in chronic kidney disease: mechanisms responsible for loss of muscle mass and function. 慢性肾脏疾病中的蛋白质能量浪费:导致肌肉质量和功能损失的机制
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2025-02-21 DOI: 10.23876/j.krcp.24.214
S Russ Price, Xiaonan H Wang

The worldwide prevalence of chronic kidney disease (CKD) is high and growing, making CKD a leading cause of mortality. Skeletal muscle wasting, sometimes called sarcopenia or protein-energy wasting, is a frequent, serious consequence of CKD that reduces muscle strength and function, diminishes the quality of life of patients, and raises their risk of comorbidities and death. Muscle atrophy results from a disturbance in muscle protein balance that results from some combination of an increased rate of protein degradation, a decreased rate of protein synthesis, and dysfunctional muscle regeneration. Development of therapeutic strategies to ameliorate muscle loss, or maintain muscle mass, is challenging because of the multifactorial nature of the signals that alter protein homeostasis. This review discusses the cellular signals and mechanisms that negatively alter protein turnover in skeletal muscle during CKD.

慢性肾脏疾病(CKD)的全球患病率很高,而且还在不断增长,使CKD成为导致死亡的主要原因。骨骼肌萎缩,有时被称为肌肉减少症或蛋白质能量消耗,是CKD常见的严重后果,它会降低肌肉力量和功能,降低患者的生活质量,并增加其合并症和死亡的风险。肌肉萎缩是由于蛋白质降解率增加、蛋白质合成率下降和肌肉再生功能失调等因素共同导致的肌肉蛋白质平衡失调。改善肌肉损失或维持肌肉质量的治疗策略的发展具有挑战性,因为改变蛋白质稳态的信号具有多因素的性质。本文综述了CKD期间骨骼肌中消极改变蛋白转换的细胞信号和机制。
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引用次数: 0
Comprehensive analysis of the clinical and pathological features and prognoses of children with immunoglobulin A vasculitis nephritis with immunoglobulin M deposits in glomeruli. 免疫球蛋白A血管炎肾炎伴免疫球蛋白M肾小球沉积的临床病理特点及预后综合分析
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2025-07-04 DOI: 10.23876/j.krcp.23.171
Pao Yu, Pei Zhang, Bi Zhou, Zheng Ge, Zhiqiang Zhang, Chunlin Gao, Zhengkun Xia

Background: The clinical significance of immunoglobulin M (IgM) deposition in the glomeruli of children with immunoglobulin A vasculitis (IgAV) nephritis remains unclear. This study aimed to analyze the clinical and pathological characteristics and prognoses of this population.

Methods: Patients were divided into three groups according to histopathological IgM deposition intensity: grade A (204 cases); grade B (101 cases); and grade C + D (54 cases). The clinicopathological characteristics and follow-up information of the three groups of patients were collected and compared.

Results: This study included 359 children with IgAV nephritis and found that 44.9% of them had IgM deposition in the kidney glomerulus. Children with IgM deposition and IgAV nephritis have relatively severe clinicopathological features. A total of 39 children (10.9%) had entered the end-stage kidney disease stage. Kaplan-Meier analysis showed that cumulative renal survival was significantly lower in children with higher glomerular IgM deposition (log-rank test chi-square = 55.341, p < 0.001). Multivariable Cox regression analysis found that IgM deposition (grade C + D: hazard ratio [HR], 2.04; 95% confidence interval [CI], 1.67-3.93; p = 0.04; grade B: HR, 2.59; 95% CI, 1.08-4.23; p = 0.03) and S1 (HR, 1.76; 95% CI, 0.42-2.98; p = 0.03) were independent risk factors for poor prognoses in children with IgAV nephritis. The receiver operating characteristic curve indicated that IgM deposition presented significant predictive capability.

Conclusion: There are differences in the clinicopathological features of IgAV nephritis with different degrees of mesangial IgM deposition. IgM deposition and S1 are independent risk factors for poor prognoses of IgAV nephritis in children.

背景:免疫球蛋白A血管炎(IgAV)肾炎患儿肾小球中免疫球蛋白M (IgM)沉积的临床意义尚不清楚。本研究旨在分析该人群的临床、病理特征及预后。方法:根据组织病理学IgM沉积强度将患者分为3组:A级(204例);B级(101例);C + D级54例。收集并比较三组患者的临床病理特征及随访资料。结果:本研究纳入359例IgAV肾炎患儿,发现44.9%的患儿肾小球有IgM沉积。IgM沉积和IgAV肾炎患儿具有较为严重的临床病理特征。共有39名儿童(10.9%)进入终末期肾病阶段。Kaplan-Meier分析显示,肾小球IgM沉积较高的儿童的累积肾脏生存显著降低(log-rank检验卡方= 55.341,p < 0.001)。多变量Cox回归分析发现,IgM沉积(C + D级:风险比[HR], 2.04;95%置信区间[CI], 1.67-3.93;P = 0.04;B级:HR 2.59;95% ci, 1.08-4.23;p = 0.03)和S1 (HR, 1.76;95% ci, 0.42-2.98;p = 0.03)是IgAV肾炎患儿预后不良的独立危险因素。受体工作特性曲线表明,IgM沉积具有显著的预测能力。结论:不同程度系膜IgM沉积的IgAV肾炎的临床病理特征存在差异。IgM沉积和S1是儿童IgAV肾炎预后不良的独立危险因素。
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引用次数: 0
Investigation of current clinical practices and perceptions of patients and caregivers regarding Alport syndrome in South Korea. 调查韩国目前的临床实践以及患者和护理人员对 Alport 综合征的看法。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2024-08-24 DOI: 10.23876/j.krcp.23.260
Dabin Kim, Yo Han Ahn, Eunjeong Kang, Hajeong Lee, Min Hyun Cho, Hee Gyung Kang, Ji Hyun Kim

Background: Alport syndrome (AS) is a highly prevalent inherited kidney disease. Early diagnosis and intervention are crucial for improved kidney outcomes. This study evaluated awareness among Korean clinicians about AS and assessed the understanding of AS patients and caregivers.

Methods: An online survey targeting registered members of the Korean Society of Nephrology, the Korean Society of Pediatric Nephrology, AS patients, and their caregivers was conducted from January to April 2023.

Results: Out of 103 respondents, most had treated fewer than 10 AS patients. For certain kidney diseases, such as chronic kidney disease of unknown origin and focal segmental glomerulosclerosis, half or fewer considered AS as a potential diagnosis. Only half preferred immediate confirmation tests for suspected AS. Genetic testing was available at half of the medical centers, and fewer than half of the adult nephrologists considered genetic testing to be essential. While all the surveyed nephrologists would prescribe renin-angiotensin system blockade, the majority hesitated to initiate treatment. Vigilant genetic testing for donor candidates was not a common practice. While 80% of patients and 50% of caregivers understood the nature and prognosis of AS, they regretted the delayed diagnoses, insufficient explanations, and the absence of support groups.

Conclusion: Not rarely, AS patients may have been unrecognized as AS. Despite the noteworthy advancement of AS, the recent guidelines have not been widely adopted in clinical practice in Korea. Considering the challenges in Korea, there is an urgent need for locally tailored clinical practice recommendations and a dedicated registry to optimize patient outcomes.

背景:阿尔波特综合征(AS)是一种高发的遗传性肾病。早期诊断和干预对改善肾脏预后至关重要。本研究评估了韩国临床医生对AS的认识,并评估了AS患者和护理人员对AS的理解:方法:2023 年 1 月至 4 月,针对韩国肾脏病学会、韩国儿科肾脏病学会的注册会员、强直性脊柱炎患者及其护理人员开展了一项在线调查:在103名受访者中,大多数人治疗过不到10名强直性脊柱炎患者。对于某些肾脏疾病,如原因不明的慢性肾脏病和局灶节段性肾小球硬化症,半数或更少的人认为强直性脊柱炎是一种潜在的诊断。对于疑似强直性脊柱炎,只有一半的人倾向于立即进行确诊检查。半数医疗中心提供基因检测,但只有不到一半的成人肾病专家认为基因检测是必要的。虽然所有接受调查的肾病专家都会开肾素-血管紧张素系统阻断剂,但大多数人对是否启动治疗犹豫不决。对捐献者候选人进行严格的基因检测并不常见。虽然80%的患者和50%的护理人员了解强直性脊柱炎的性质和预后,但他们对诊断延迟、解释不足和缺乏支持团体表示遗憾:结论:强直性脊柱炎患者未被发现为强直性脊柱炎的情况并非罕见。尽管强直性脊柱炎的研究取得了显著进展,但最近的指南在韩国的临床实践中并未被广泛采用。考虑到韩国面临的挑战,亟需制定适合当地情况的临床实践建议和专门的登记册,以优化患者的治疗效果。
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引用次数: 0
Statistical consideration in nephrology research. 肾病学研究中的统计学考虑。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-10 DOI: 10.23876/j.krcp.25.046
Ke Xu, Hakmook Kang

Nephrology research plays an important role in advancing our understanding of kidney disease and improving patient outcomes. However, the complexity of nephrology data and the application of advanced statistical methods present significant challenges. This review highlights key statistical considerations in nephrology research, focusing on common errors such as violations of statistical assumptions, multicollinearity, missing data, overfitting, and the integration of machine learning tools. It emphasizes the importance of applying appropriate statistical approaches to ensure the reliability of study findings. Additionally, the review underscores the need for transparency and reproducibility in nephrology research, particularly the importance of open access to data, code, and study protocols. By utilizing tools like R, RStudio, Git, and GitHub, researchers can integrate their code, results, and data into a transparent workflow, enhancing the reproducibility of their research. This review also presents a practical checklist for promoting reproducible research practices, which can help improve the quality, transparency, and reliability of nephrology studies. This review aims to contribute to the advancement of nephrology research and, ultimately, to support the long-term goal of improving patient care and outcomes.

肾脏学研究在提高我们对肾脏疾病的认识和改善患者预后方面发挥着重要作用。然而,肾脏病数据的复杂性和先进统计方法的应用提出了重大挑战。这篇综述强调了肾脏病研究中的关键统计考虑因素,重点是常见的错误,如违反统计假设、多重共线性、缺失数据、过拟合和机器学习工具的集成。它强调应用适当的统计方法以确保研究结果的可靠性的重要性。此外,该综述强调了肾病学研究的透明度和可重复性的必要性,特别是开放获取数据、代码和研究方案的重要性。通过使用R、RStudio、Git和GitHub等工具,研究人员可以将他们的代码、结果和数据集成到一个透明的工作流程中,从而提高他们研究的可重复性。这篇综述还提出了一个实用的清单,以促进可重复的研究实践,这可以帮助提高肾脏学研究的质量,透明度和可靠性。本综述旨在促进肾脏病研究的进步,并最终支持改善患者护理和预后的长期目标。
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引用次数: 0
Performance evaluation of Chronic Kidney Disease Epidemiology Collaboration equations for estimated glomerular filtration rate compared to inulin clearance in Koreans. 慢性肾脏病流行病学协作组用于估算韩国人肾小球滤过率的方程与菊粉清除率比较的性能评估。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2024-02-07 DOI: 10.23876/j.krcp.23.124
Jeong Min Cho, Ran-Hui Cha, Dong Ki Kim, Ho Jun Chin

Background: A race-free glomerular filtration rate (GFR) estimation equation has recently been developed. However, the performance of the new Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) equations needs to be evaluated in Asian populations.

Methods: We performed a cross-sectional study at a single center in South Korea. The measured GFR (mGFR) was determined based on systemic inulin clearance. The GFR was estimated using the five CKD-EPI equations: 2009 CKD-EPIcr, 2012 CKD-EPIcr-cys, 2012 CKD-EPIcys, 2021 CKD-EPIcr, and 2021 CKD-EPIcr-cys. The performances of five estimated GFR (eGFR) equations were assessed by bias, precision, and accuracy (percentage of estimates within 30% of mGFR).

Results: The median mGFR and interquartile range (IQR) was 53.5 (32.4-80.0) mL/min/1.73 m2. The mGFR better correlated with 2009 CKD-EPIcr (ρ = 0.628) and 2021 CKD-EPIcr-cys (ρ = 0.806) than with 2021 CKD-EPIcr (ρ = 0.623) and 2012 CKD-EPIcr-cys (ρ = 0.801). The median bias of 2009 CKD-EPIcr and 2012 CKD-EPIcr-cys were lower than those of 2021 CKD-EPI equations (2009 CKD-EPIcr, 2.24 [IQR, -8.83 to 17.39] vs. 2021 CKD-EPIcr, 5.40 [IQR, -6.04 to 20.40]; 2012 CKD-EPIcr-cys, 6.74 [IQR, -2.81 to 20.80] vs. 2021 CKD-EPIcr-cys, 10.54 [IQR, 0.30-24.37]; all in mL/min/1.73 m2). The percentage of eGFR values within 30% of mGFR was higher in 2009 CKD-EPIcr and 2012 CKD-EPIcr-cys equations than 2021 CKD-EPI equations. The CKD prevalence in 2009 CKD-EPIcr, 2021 CKD-EPIcr, 2012 CKD-EPIcr-cys, and 2021 CKD-EPIcr-cys was 54.8%, 51.0%, 47.7%, and 44.8%, respectively.

Conclusion: Our study demonstrated better performance of the original CKD-EPIcr and CKD-EPIcr-cys equations than the 2021 new CKD-EPI equations. We do not recommend the adoption of the new CKD-EPI equations in Korea.

背景:最近开发出了一种不分种族的肾小球滤过率(GFR)估算方程。然而,新的慢性肾脏病流行病学协作组(CKD-EPI)方程的性能需要在亚洲人群中进行评估:我们在韩国的一个中心进行了一项横断面研究。测量的 GFR(mGFR)是根据全身菊粉清除率确定的。GFR 采用 CKD-EPI 的五个方程进行估算:2009 CKD-EPIcr、2012 CKD-EPIcr-cys、2012 CKD-EPIcys、2021 CKD-EPIcr 和 2021 CKD-EPIcr-cys。通过偏差、精确度和准确度(估算值在 mGFR 的 30% 以内的百分比)评估了五个估算的 GFR(eGFR)方程的性能:结果:mGFR 中位数和四分位数间距(IQR)为 53.5 (32.4-80.0) mL/min/1.73 m2。mGFR 与 2009 CKD-EPIcr (ρ = 0.628) 和 2021 CKD-EPIcr-cys (ρ = 0.806) 的相关性优于与 2021 CKD-EPIcr (ρ = 0.623) 和 2012 CKD-EPIcr-cys (ρ = 0.801) 的相关性。2009 CKD-EPIcr 和 2012 CKD-EPIcr-cys 的中位偏差低于 2021 CKD-EPI 方程(2009 CKD-EPIcr, 2.24 [IQR, -8.83 to 17.39] vs. 2021 CKD-EPIcr-cys, 2.24 [IQR, -8.83 to 17.39])。2021 CKD-EPIcr 为 5.40 [IQR, -6.04 to 20.40];2012 CKD-EPIcr-cys 为 6.74 [IQR, -2.81 to 20.80] vs. 2021 CKD-EPIcr-cys 为 10.54 [IQR, 0.30-24.37]; 均以 mL/min/1.73 m2 为单位)。在 2009 CKD-EPIcr 和 2012 CKD-EPIcr-cys 方程中,eGFR 值在 mGFR 30% 以内的比例高于 2021 CKD-EPI 方程。2009年CKD-EPIcr、2021年CKD-EPIcr、2012年CKD-EPIcr-cys和2021年CKD-EPIcr-cys的CKD患病率分别为54.8%、51.0%、47.7%和44.8%:我们的研究表明,原始 CKD-EPIcr 和 CKD-EPIcr-cys 计算公式的性能优于 2021 年的新 CKD-EPI 计算公式。我们不建议韩国采用新的 CKD-EPI 等式。
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引用次数: 0
GAIT-CKD (Gait Analysis using Artificial Intelligence for digital Therapeutics of patients with Chronic Kidney Disease): design and methods. GAIT-CKD(利用人工智能进行步态分析,为慢性肾病患者提供数字化治疗):设计与方法。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2024-08-22 DOI: 10.23876/j.krcp.23.273
Youngjin Song, In Cheol Jeong, Semin Ryu, Sunghan Lee, Jeonghwan Koh, Seokjue Jeong, Seongmin Park, Munsang Kim, Wonjun Lee, Okhyeon Rye, Yeojin Kim, Sanggyu Lee, Mooeob Ahn, Hyunsuk Kim

Background: Digital therapeutics are emerging as treatments for diseases and disabilities. In chronic kidney disease (CKD), gait is a potential biomarker for health status and intervention effectiveness. This study aims to analyze gait characteristics in CKD patients, providing baseline data for digital therapeutics development.

Methods: At baseline and after an 8-week intervention, we performed bioimpedance analysis measurements, the Timed Up and Go, Tinetti, and grip strength tests, and gait analysis in 217 healthy individuals and 276 patients with CKD. Demographic and clinical information was collected, including underlying diseases and medications, laboratory tests, and quality of life satisfaction surveys. Gait analysis was performed using skeleton data, which involved acquiring three-dimensional skeleton data of a walker using a single Kinect sensor. The performance of an artificial intelligence-based classification model in distinguishing between healthy individuals and those with CKD was then investigated. Simultaneously, inertia measurement unit analysis was conducted using measurements taken from the wrist and waist.

Results: Most subjects received a health intervention via an app, and their gait was assessed for improvements after an 8-week period. Incidents such as falls, fractures, hospitalizations, and deaths will be investigated in years 1 and 3.

Conclusion: This study confirmed that the gaits of healthy individuals and CKD patients were different, and the effect of the 8-week app-based health intervention will be analyzed. The study will yield important baseline data for creating digital therapeutics for CKD patients' diet/exercise in the future.

背景:数字疗法正在成为治疗疾病和残疾的新方法。在慢性肾脏病(CKD)中,步态是健康状况和干预效果的潜在生物标志物。本研究旨在分析 CKD 患者的步态特征,为数字疗法的开发提供基线数据:在基线和为期 8 周的干预后,我们对 217 名健康人和 276 名慢性肾脏病患者进行了生物阻抗分析测量、定时上下楼、Tinetti 和握力测试以及步态分析。此外,还收集了人口统计学和临床信息,包括基础疾病和药物、实验室检查和生活质量满意度调查。步态分析使用骨骼数据进行,包括使用单个 Kinect 传感器获取步行者的三维骨骼数据。然后研究了基于人工智能的分类模型在区分健康人和慢性肾脏病患者方面的性能。同时,还利用手腕和腰部的测量数据进行了惯性测量单元分析:大多数受试者通过一款应用程序接受了健康干预,并在 8 周后对他们的步态改善情况进行了评估。第 1 年和第 3 年将对跌倒、骨折、住院和死亡等事件进行调查:这项研究证实,健康人和慢性肾脏病患者的步态是不同的,并将对为期 8 周的基于应用程序的健康干预的效果进行分析。这项研究将为今后创建针对慢性肾脏病患者饮食/运动的数字疗法提供重要的基线数据。
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引用次数: 0
Conventional machine learning-based prediction models did not outperform the International IgA Nephropathy Prediction Tool. 基于机器学习的传统预测模型并不优于国际 IgA 肾病预测工具。
IF 3.8 3区 医学 Q1 UROLOGY & NEPHROLOGY Pub Date : 2025-09-01 Epub Date: 2024-09-12 DOI: 10.23876/j.krcp.23.212
Sehoon Park, Yisak Kim, Chung Hee Baek, Hyunjeong Cho, Ji In Park, Eun Sil Koh, Jung Pyo Lee, Sun-Hee Park, Hyung Woo Kim, Seung Hyeok Han, Ho Jun Chin, Dong Ki Kim, Kyung Chul Moon, Young-Gon Kim, Hajeong Lee

Background: Immunoglobulin A nephropathy (IgAN) is a major cause of end-stage kidney disease (ESKD). The International IgA Nephropathy Prediction Tool (IIgAN-PT) predicts IgAN prognosis, but improvement in the prediction performance using machine learning (ML)-based methods is needed.

Methods: We analyzed 4,425 biopsy-confirmed patients with IgAN and ≥6 months of follow-up from nine tertiary university hospitals in Korea. The study population was divided into development and validation cohorts. Using the collected 87 clinicodemographic and pathological variables, ML-based prediction models for ESKD or estimated glomerular filtration rate decline (50% reduction or <15 mL/min/1.73 m2 ) were constructed: 1) the conventional CatBoost model, 2) the optimized CatBoost model with Cox proportional hazards, 3) the deep Cox proportional hazards model, and 4) the deep Cox mixture model. The area under the curve (AUC) and calibration plots were used to investigate the discriminative and calibration performance of the models, which were then compared with those of the IIgAN-PT full model.

Results: The full model showed excellent performance (AUC [95% confidence interval] for 5-year outcome, 0.896 [0.853-0.940]), with acceptable calibration results. The ML-based models showed good performance in predicting adverse kidney outcomes and revealed acceptable discrimination performance in the external validation (AUC [95% confidence interval] for the 5-year outcome: 1) 0.829 [0.791-0.866]; 2) 0.847 [0.804-0.890]; 3) 0.823 [0.784-0.862]; and 4) 0.832 [0.794-0.870]), although the models showed underestimation in calibration analysis of the external validation cohort. With the validation data, the overall performance of the IIgAN-PT was non-inferior to that of the ML-based model.

Conclusions: Our ML-based models showed good performance in predicting adverse kidney outcomes in patients with IgAN but they did not outperform the IIgAN-PT.

背景:免疫球蛋白 A 肾病(IgAN免疫球蛋白A肾病(IgAN)是终末期肾病(ESKD)的主要病因。国际 IgA 肾病预测工具(IIgAN-PT)可预测 IgAN 的预后,但需要使用基于机器学习(ML)的方法提高预测性能:我们分析了韩国 9 家三级大学医院的 4425 名经活检确诊且随访时间≥6 个月的 IgAN 患者。研究对象分为开发队列和验证队列。利用收集到的 87 个临床人口学和病理学变量,构建了基于 ML 的 ESKD 或估计肾小球滤过率预测模型:1)传统 CatBoost 模型;2)带 Cox 比例危险度的优化 CatBoost 模型;3)深度 Cox 比例危险度模型;4)深度 Cox 混合模型。曲线下面积(AUC)和校准图用于研究这些模型的判别和校准性能,然后与 IIgAN-PT 完整模型的判别和校准性能进行比较:完整模型显示出卓越的性能(5年结果的AUC[95%置信区间]为0.896[0.8530.940]),校准结果可接受。虽然基于 ML 的模型低估了外部验证队列的风险,但它们在预测肾脏不良结局方面表现良好,并在外部验证中显示出可接受的鉴别性能(5 年结局的 AUC [95% 置信区间]:1) 0.829 [0.791-0.866];2) 0.847 [0.804-0.890];3) 0.823 [0.784-0.862];4) 0.832 [0.794-0.870])。根据验证数据,IIgAN-PT 的总体性能不劣于基于 ML 的模型。结论我们基于 ML 的模型在预测 IgAN 患者肾脏不良预后方面表现良好,但并不优于 IIgAN-PT。
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引用次数: 0
期刊
Kidney Research and Clinical Practice
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