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Knockdown of nicotinamide N-methyltransferase ameliorates renal fibrosis caused by ischemia-reperfusion injury and remodels sphingosine metabolism. 敲除烟酰胺 N-甲基转移酶可改善缺血再灌注损伤导致的肾脏纤维化,并重塑鞘磷脂代谢。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-22 DOI: 10.1007/s10157-024-02545-z
Wanfeng Xu, Ling Hou

Background: CKD currently affects 8.2% to 9.1% of the global population and the CKD mortality rate has increased during recent decades, making it necessary to identify new therapeutic targets. This study investigated the role of nicotinamide N-methyltransferase (NNMT) in renal fibrosis following ischemia-reperfusion injury (IRI), a key factor in chronic kidney disease (CKD) progression.

Methods: We established a mouse model with a knockdown of NNMT to investigate the impact of this enzyme on renal fibrosis after unilateral IRI. We then utilized histology, immunohistochemistry, and metabolomic analyses to investigate fibrosis markers and sphingolipid metabolism in NNMT-deficient mice. We also utilized an Nnmt lentivirus interference vector or an Nnmt overexpression plasmid to transfect mouse kidney proximal tubule cells, stimulated these cells with TGF-β1, and then measured the pro-fibrotic response and the expression of the methylated and unmethylated forms of Sphk1.

Results: The results demonstrated that reducing NNMT expression mitigated fibrosis, inflammation, and lipid deposition, potentially through the modulation of sphingolipid metabolism. Histology, immunohistochemistry, and metabolomic analyses provided evidence of decreased fibrosis and enhanced sphingolipid metabolism in NNMT-deficient mice. NNMT mediated the TGF-β1-induced pro-fibrotic response, knockdown of Nnmt decreased the level of unmethylated Sphk1 and increased the level of methylated Sphk1 in renal tubular epithelial cells.

Conclusions: Our findings suggest that NNMT functions in sphingolipid metabolism and has potential as a therapeutic target for CKD. Further research is needed to elucidate the mechanisms linking NNMT to sphingolipid metabolism and renal fibrosis.

背景:目前,8.2%至9.1%的全球人口患有慢性肾脏病,近几十年来,慢性肾脏病的死亡率不断上升,因此有必要确定新的治疗靶点。本研究调查了烟酰胺 N-甲基转移酶(NNMT)在缺血再灌注损伤(IRI)后肾脏纤维化中的作用,IRI是慢性肾脏病(CKD)进展的一个关键因素:我们建立了一个敲除 NNMT 的小鼠模型,以研究该酶对单侧 IRI 后肾脏纤维化的影响。然后,我们利用组织学、免疫组织化学和代谢组学分析来研究 NNMT 缺陷小鼠的纤维化标志物和鞘脂代谢。我们还利用 Nnmt 慢病毒干扰载体或 Nnmt 过表达质粒转染小鼠肾近曲小管细胞,用 TGF-β1 刺激这些细胞,然后测量促纤维化反应以及 Sphk1 甲基化和未甲基化形式的表达:结果表明,减少NNMT的表达可减轻纤维化、炎症和脂质沉积,这可能是通过调节鞘脂代谢实现的。组织学、免疫组化和代谢组学分析证明,NNMT缺陷小鼠的纤维化减轻,鞘脂代谢增强。NNMT介导了TGF-β1诱导的促纤维化反应,敲除Nnmt可降低肾小管上皮细胞中未甲基化Sphk1的水平,提高甲基化Sphk1的水平:我们的研究结果表明,NNMT在鞘脂代谢中发挥作用,有可能成为治疗慢性肾功能衰竭的靶点。要阐明 NNMT 与鞘脂代谢和肾脏纤维化之间的关联机制,还需要进一步的研究。
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引用次数: 0
Recipients of public assistance with advanced chronic kidney disease: insights into receiving a presentation of kidney replacement therapy options and polypharmacy from Japanese investigators with innovative network about kidney disease study. 接受公共援助的晚期慢性肾病患者:接受日本肾病研究创新网络调查人员关于肾脏替代疗法选择和多药治疗介绍的启示。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-22 DOI: 10.1007/s10157-024-02549-9
Yoshihiro Nakamura, Sho Sasaki, Takahiro Imaizumi, Hiroki Nishiwaki, Minoru Murakami, Masahiko Yazawa, Yoshihiko Raita, Hiroo Kawarazaki, Hideaki Shimizu, Yosuke Saka, Naoho Takizawa, Yoshiro Fujita

Background: The characteristics of patients with advanced chronic kidney disease (CKD) who are recipients of public assistance in Japan, and the adequacy of their medical care have not been reported previously.

Methods: The records of patients with CKD stage G5 who visited nine facilities in Japan from April to June 2013 were retrospectively reviewed to compare the characteristics and care of recipients of public assistance with those of non-recipients. Receiving a presentation of kidney replacement therapy (KRT) options and polypharmacy were used as indicators of suboptimal medical care.

Results: Of the 592 patients included in this analysis (mean age, 69.6 years; male, 59.3%), 56 (9.5%) were recipients of public assistance and 536 (90.5%) were non-recipients of public assistance. The prevalence of diabetes mellitus, unmarried status, and living alone were higher in recipients of public assistance. In multivariable logistic regression analysis, compared with non-recipients of public assistance, recipients of public assistance were less likely to receive a presentation of KRT options (adjusted odds ratio [aOR], 0.31; 95% confidence interval [CI], 0.17-0.56), and were more likely to receive ≥ 10 (aOR, 1.92; 95% CI, 1.05-3.51), and ≥ 15 (aOR, 2.78; 95% CI, 1.23-6.26) types of medication.

Conclusions: Patients with advanced CKD receiving public assistance were less likely to receive a presentation of KRT options and more likely to receive ≥ 10 and ≥ 15 types of medication, suggesting that recipients of public assistance are more likely to receive suboptimal medical care.

背景:日本接受公共援助的晚期慢性肾脏病(CKD)患者的特征及其医疗护理的充分性此前尚未见报道:方法:回顾性审查了 2013 年 4 月至 6 月期间在日本 9 家医疗机构就诊的 CKD G5 期患者的记录,以比较公共援助受助者与非受助者的特征和护理情况。结果显示,接受肾脏替代疗法(KRT)方案介绍和多药治疗是次优医疗护理的指标:在参与分析的 592 名患者(平均年龄 69.6 岁,男性占 59.3%)中,56 人(9.5%)接受过公共援助,536 人(90.5%)未接受过公共援助。接受公共援助者中糖尿病、未婚和独居的发病率较高。在多变量逻辑回归分析中,与非公共援助受助者相比,公共援助受助者接受 KRT 选项介绍的可能性较低(调整后的几率比 [aOR],0.31;95% 置信区间 [CI],0.17-0.56),接受药物治疗的可能性≥ 10(aOR,1.92;95% CI,1.05-3.51)和≥ 15(aOR,2.78;95% CI,1.23-6.26):结论:接受公共援助的晚期 CKD 患者获得 KRT 选择介绍的可能性较小,获得≥ 10 种和≥ 15 种药物治疗的可能性较大,这表明接受公共援助的患者更有可能获得次优医疗护理。
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引用次数: 0
Tubulointerstitial nephritis associated with proton pump inhibitors: are we sufficiently aware of the problem? 与质子泵抑制剂相关的肾小管间质性肾炎:我们是否充分认识到了这个问题?
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-07 DOI: 10.1007/s10157-024-02542-2
Naoko Nakaosa, Nobuo Tsuboi, Keita Hirano, Masato Ikeda, Takashi Yokoo
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引用次数: 0
Comparison of serum alkaline phosphatase levels between two measurement methods in chronic hemodialysis patients in Japan: involvement of ABO blood group system and relationship with mortality risk. 日本慢性血液透析患者血清碱性磷酸酶水平两种测量方法的比较:ABO血型系统的参与及与死亡风险的关系。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-07 DOI: 10.1007/s10157-024-02540-4
Nobuo Nagano, Ayaka Tagahara, Takahito Shimada, Masaaki Miya, Noriko Tamei, Shigeaki Muto, Takaaki Tsutsui, Daiki Saito, Shusaku Itami, Tetsuya Ogawa, Kyoko Ito

Background: Elevated serum alkaline phosphatase (ALP) levels are a risk factor for all-cause mortality in hemodialysis patients. Traditionally in Japan, ALP measurements were conducted using the JSCC method, which yields higher ALP measurement values than the IFCC method, mainly due to its increased sensitivity to intestinal ALP.

Methods: Serum total ALP levels before and after switching the assay method from JSCC to IFCC were compared among different blood types in 521 hemodialysis patients (Study 1). The association between ALP levels measured by the JSCC method and 7-year mortality was analyzed, including blood types and liver function parameters as covariates, in 510 hemodialysis patients (Study 2).

Results: ALP levels measured by the JSCC method were approximately three times higher than those measured by the IFCC method, with significant elevation in patients with blood types B and O compared to those with blood types A and AB. Similarly, ALP levels measured by the IFCC method were significantly higher in patients with blood types B and O compared to those with blood types A and AB (Study 1). The highest tertile of ALP levels showed a significantly increased risk of all-cause mortality, even after adjusting for patient background. However, this significance disappeared when serum liver function-related or inflammatory markers were included as covariates (Study 2).

Conclusion: ALP levels measured by the JSCC method are associated with life prognosis, but caution should be exercised due to their elevation in patients with blood types B and O and in those with hepatic dysfunction or inflammation.

背景:血清碱性磷酸酶(ALP)水平升高是血液透析患者全因死亡率的一个危险因素。日本传统上使用 JSCC 方法测量 ALP,该方法得出的 ALP 测量值高于 IFCC 方法,主要是因为其对肠道 ALP 的敏感性更高:方法:比较了 521 名血液透析患者血清总 ALP 水平从 JSCC 法改为 IFCC 法前后的差异(研究 1)。在将血型和肝功能参数作为协变量的情况下,分析了 510 名血液透析患者用 JSCC 方法测定的 ALP 水平与 7 年死亡率之间的关系(研究 2):结果:JSCC法测定的ALP水平比IFCC法测定的ALP水平高出约三倍,B型和O型血患者的ALP水平比A型和AB型血患者显著升高。同样,与 A 型血和 AB 型血相比,用 IFCC 方法测量的 B 型血和 O 型血患者的 ALP 水平也明显较高(研究 1)。即使在调整了患者背景后,ALP水平的最高三分位数仍显示全因死亡风险显著增加。然而,如果将血清肝功能相关指标或炎症指标作为协变量,这种显著性就会消失(研究 2):结论:JSCC法测定的ALP水平与预后相关,但由于B型和O型血患者以及肝功能异常或炎症患者的ALP水平升高,因此应谨慎对待。
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引用次数: 0
The association between renal medullary and cortical fibrosis, stiffness, and concentrating capacity: an observational, single-center cross-sectional study. 肾髓质和皮质纤维化、硬度和浓缩能力之间的关系:一项观察性单中心横断面研究。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-05 DOI: 10.1007/s10157-024-02538-y
Hisato Shima, Toshio Doi, Yukari Yoshikawa, Takuya Okamoto, Manabu Tashiro, Tomoko Inoue, Kazuyoshi Okada, Jun Minakuchi

Background: Fibrosis is a common final pathway leading to end-stage renal failure. As the renal medulla and cortex contain different nephron segments, we analyzed the factors associated with the progression of renal medullary and cortical fibrosis.

Methods: A total of 120 patients who underwent renal biopsy at Kawashima Hospital between May 2019 and October 2022 were enrolled in this retrospective study. Renal medullary and cortical fibrosis and stiffness were evaluated using Masson's trichrome staining and shear wave elastography, respectively. Maximum urine osmolality in the Fishberg concentration test was also examined.

Results: Medullary fibrosis was positively correlated with cortical fibrosis (p < 0.0001) and log-converted urinary β2-microglobulin (MG) (log urinary β2-MG) (p = 0.022) and negatively correlated with estimated glomerular filtration rate (eGFR) (p = 0.0002). Cortical fibrosis also correlated with log urinary β2-MG, eGFR, and maximum urine osmolality. Multivariate analysis revealed that cortical fibrosis levels (odds ratio [OR]: 1.063) and medullary stiffness (OR: 1.089) were significantly associated with medullar fibrosis (≧45%). The severe fibrosis group with both medullary fibrosis (≧45%) and cortical fibrosis (≧25%) had lower eGFR and maximum urine osmolality values and higher urinary β2-MG levels than the other groups.

Conclusions: Patients with disorders involving both renal medullary and cortical fibrosis had decreased maximum urine osmolality but had no abnormalities in the urinary concentrating capacities with either condition. Renal medullary and cortical fibrosis were positively correlated with urinary β2-MG, but not with urinary N-acetyl-beta-D-glucosaminidase.

背景:纤维化是导致终末期肾衰竭的常见最终途径。由于肾髓质和皮质包含不同的肾小球节段,我们分析了与肾髓质和皮质纤维化进展相关的因素:这项回顾性研究共纳入了2019年5月至2022年10月期间在川岛医院接受肾活检的120名患者。分别使用马森三色染色法和剪切波弹性成像法评估肾髓质和皮质纤维化和硬度。此外,还检测了菲什伯格浓度试验中的最大尿渗透压:结果:髓质纤维化与皮质纤维化呈正相关(p 结论:髓质纤维化与皮质纤维化呈正相关:同时患有肾髓质和皮质纤维化的患者的最大尿渗透压降低,但两种情况下的尿浓缩能力均无异常。肾髓质和皮质纤维化与尿β2-MG呈正相关,但与尿N-乙酰-beta-D-葡萄糖苷酶无关。
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引用次数: 0
A mechanistic reflection on the relationship between maternal and neonatal serum creatinine values at delivery. 产妇和新生儿分娩时血清肌酐值之间关系的机理思考。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-01 Epub Date: 2024-02-07 DOI: 10.1007/s10157-024-02459-w
Karel Allegaert
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引用次数: 0
Kidney damage relates to agonal bacteremia: a single-center retrospective study. 与激动性菌血症有关的肾损伤:一项单中心回顾性研究。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-01 Epub Date: 2024-03-20 DOI: 10.1007/s10157-024-02485-8
Yumiko Mikami, Meiko Ogawa, Yuuki Hayasaka, Asuka Yamakami, Kanako Hattori, Chizumi Fukazawa, Takafumi Ito, Naoki Kanomata, Hiroyuki Terawaki

Background: Agonal bacteremia, diagnosed with postmortem positive blood culture results, is considered a possible contributing factor to death. We hypothesized that some premortem organ damage, such as kidney damage, can enhance agonal bacteremia.

Methods: We performed a postmortem blood and alveolar fluid culture study in 30 cadavers and evaluated the relationship between blood culture results and clinical parameters, including organ damage (brain, heart, lung, kidney, liver and gastrointestinal tract).

Results: A total of 23 cases (76.7%) were positive for blood culture; the number of cultured species was one in 12 cases, two in 7 cases, and three in 4 cases. The ratio of agonal bacteremia was significantly higher in patients with heart damage (100%, n = 13) and those with kidney damage (end-stage kidney damage, acute kidney injury, obstructive kidney failure, or metastatic kidney tumours) (100%, n = 13). The mean number of cultured species was 0.67 ± 0.98 in heart or kidney damage, 1.40 ± 0.55 in heart damage only, 1.40 ± 0.55 in kidney damage only, and 2.00 ± 0.93 in heart and kidney damage. As the number of damaged organs increased (0 organs, no heart/kidney damage; 1 organ, heart or kidney damage; and 2 organs, heart and kidney damage), the mean number of cultured species increased significantly (p for trend = 0.001964).

Conclusion: Premortem kidney damage relates to agonal bacteremia.

背景:死后血液培养结果呈阳性而确诊的激动性菌血症被认为是导致死亡的一个可能因素。我们假设,一些死前器官损伤(如肾脏损伤)会加重激动性菌血症:我们对 30 具尸体进行了死后血液和肺泡液培养研究,并评估了血液培养结果与临床参数(包括器官损伤(脑、心、肺、肾、肝和胃肠道))之间的关系:共有 23 例(76.7%)血液培养呈阳性;培养出的菌种数量为 1 种占 12 例,2 种占 7 例,3 种占 4 例。心脏损伤患者(100%,13 人)和肾脏损伤患者(终末期肾脏损伤、急性肾损伤、梗阻性肾衰竭或转移性肾肿瘤)(100%,13 人)的激动菌血症比例明显更高。心脏或肾脏受损者培养物种的平均数量为 0.67 ± 0.98,仅心脏受损者为 1.40 ± 0.55,仅肾脏受损者为 1.40 ± 0.55,心脏和肾脏受损者为 2.00 ± 0.93。随着受损器官数量的增加(0 个器官,无心脏/肾脏损伤;1 个器官,心脏或肾脏损伤;2 个器官,心脏和肾脏损伤),培养物种的平均数量也显著增加(趋势 p = 0.001964):结论:死前肾损伤与激动性菌血症有关。
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引用次数: 0
Multicenter randomized controlled trial of intensive uric acid lowering therapy for CKD patients with hyperuricemia: TARGET-UA. 针对高尿酸血症 CKD 患者的强化降尿酸治疗多中心随机对照试验:TARGET-UA.
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-01 Epub Date: 2024-03-26 DOI: 10.1007/s10157-024-02483-w
Tetsuya Yamamoto, Masato Kasahara, Kenji Ueshima, Shiro Uemura, Naoki Kashihara, Kenjiro Kimura, Tsuneo Konta, Tetsuo Shoji, Akira Mima, Masashi Mukoyama, Yoshihiko Saito

Background: We investigate whether Intensive uric acid (UA)-lowering therapy (ULT) provides increased renal protection compared with standard therapy in chronic kidney disease (CKD) patients.

Methods: This was a multicenter randomized controlled trial. Only CKD patients with hyperuricemia were included in this study. The participants were randomly assigned to either the Intensive therapy group (target serum UA level ≥ 4.0 mg/dL and < 5.0 mg/dL) or the standard therapy group (serum UA level ≥ 6.0 mg/dL and < 7.0 mg/dL). ULT was performed using topiroxostat, a non-purine-type selective xanthine oxidase inhibitor. The primary endpoint was change in the logarithmic value of urine albumin to the creatinine ratio (ACR) between baseline and week 52 of the treatment.

Results: Three hundred fifty-two patients were included in the full analysis set. In the Standard therapy group, mean serum UA was 8.23 mg/dL at baseline and 6.13 mg/dL at 52 weeks. In the Intensive therapy group, mean serum UA was 8.15 mg/dL at baseline and 5.25 mg/dL at 52 weeks. There was no significant difference in changes in log ACR at 52 weeks between the Intensive therapy and the Standard therapy groups.

Conclusion: This study did not reveal the benefit of Intensive ULT to improve albuminuria levels. (UMIN000026741 and jRCTs051180146).

背景:我们研究了与标准疗法相比,强化降尿酸疗法(ULT)是否能增强慢性肾脏病(CKD)患者的肾脏保护:这是一项多中心随机对照试验。方法:这是一项多中心随机对照试验,只有患有高尿酸血症的 CKD 患者才被纳入研究范围。参与者被随机分配到强化治疗组(目标血清尿酸水平≥ 4.0 毫克/分升)和结果组(目标血清尿酸水平≥ 4.0 毫克/分升):共有 352 名患者被纳入完整的分析组。在标准疗法组中,基线时的平均血清尿酸为 8.23 毫克/分升,52 周时为 6.13 毫克/分升。在强化治疗组中,基线时的平均血清尿酸为 8.15 毫克/分升,52 周时为 5.25 毫克/分升。强化治疗组和标准治疗组在 52 周时的 ACR 对数变化无明显差异:本研究并未显示强化超短波疗法对改善白蛋白尿水平有益处。(UMIN000026741和jRCTs051180146)。
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引用次数: 0
Impact of dietary habits on renal function in Saku, a rural Japanese town: a cohort study. 日本农村城镇佐久的饮食习惯对肾功能的影响:一项队列研究。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-01 Epub Date: 2024-03-12 DOI: 10.1007/s10157-024-02479-6
Keika Adachi, Marie Yasuda, Makiko Ida, Takeshi Kanda, Akemi Morita, Shu Wakino, Shaw Watanabe, Hiroshi Itoh

Background: High protein intake leads to a decline in renal function in the advanced stages of chronic kidney disease (CKD). An effective diet for maintaining renal function in healthy individuals or patients in the early stages of CKD has not been established. This cohort study was conducted in Saku, Nagano Prefecture, Japan, to investigate the impact of dietary habits on renal function.

Methods: In this cross-sectional cohort study, we used the Saku Control Obesity Program (UMIN000016892), including 4,446 participants who submitted a brief-type self-administered diet history questionnaire and underwent routine physical examination. The amount of food intake was divided into quartiles. After adjusting for age and sex, multivariate logistic regression analysis was used to calculate the odds ratio (OR) for the risk of developing CKD (estimated glomerular filtration rate [eGFR] < 60 mL/min/1.73 m2).

Results: In total, 3,899 participants were analyzed. The overall prevalence of patients with eGFR < 60 mL/min/1.73 m2 was 11% (n = 434, male; 7.1%, female; 4.1%). The groups with a high intake of chicken (approximately 63.4 g/day, adjusted OR: 0.632, P = 0.003), natto (fermented bean; approximately 21.7 g/day, adjusted OR: 0.679, P = 0.01), and plant protein (approximately 0.8 g/ideal body weight/day, adjusted OR: 0.695, P = 0.042) showed a low risk of developing CKD compared to the group with the lowest intake.

Conclusions: Our cross-sectional study showed that the intake of chicken meat, natto, and plant protein was associated with high eGFR levels. This information can be of value for preventing CKD incidence in healthy Japanese individuals.

背景:在慢性肾脏病(CKD)晚期,高蛋白摄入会导致肾功能下降。对于健康人或 CKD 早期患者来说,维持肾功能的有效饮食尚未确定。这项队列研究在日本长野县佐久市进行,旨在调查饮食习惯对肾功能的影响:在这项横断面队列研究中,我们使用了佐久控制肥胖计划(UMIN000016892),包括 4446 名提交简短型自填饮食史问卷并接受常规体检的参与者。食物摄入量被分为四等分。在对年龄和性别进行调整后,采用多变量逻辑回归分析来计算罹患慢性肾脏病(估计肾小球滤过率[eGFR]2)风险的几率比(OR):结果:共分析了 3,899 名参与者。eGFR 2 患者的总患病率为 11%(男性:434 人;女性:4.1%;7.1%)。鸡肉(约 63.4 克/天,调整后 OR:0.632,P = 0.003)、纳豆(发酵豆;约 21.7 克/天,调整后 OR:0.679,P = 0.01)和植物蛋白(约 0.8 克/理想体重/天,调整后 OR:0.695,P = 0.042)摄入量高的组别与摄入量最低的组别相比,患 CKD 的风险较低:我们的横断面研究表明,鸡肉、纳豆和植物蛋白的摄入量与高肾小球滤过率水平有关。这些信息对预防日本健康人患上慢性肾脏病很有价值。
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引用次数: 0
Machine learning in risk prediction of continuous renal replacement therapy after coronary artery bypass grafting surgery in patients. 机器学习在冠状动脉旁路移植手术后持续肾脏替代疗法风险预测中的应用。
IF 2.2 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2024-08-01 Epub Date: 2024-03-27 DOI: 10.1007/s10157-024-02472-z
Qian Zhang, Peng Zheng, Zhou Hong, Luo Li, Nannan Liu, Zhiping Bian, Xiangjian Chen, Hengfang Wu, Sheng Zhao

Objectives: This study aimed to develop machine learning models for risk prediction of continuous renal replacement therapy (CRRT) following coronary artery bypass grafting (CABG) surgery in intensive care unit (ICU) patients.

Methods: We extracted CABG patients from the electronic medical record system of the hospital. The endpoint of this study was the requirement for CRRT after CABG surgery. The Boruta method was used for feature selection. Seven machine learning algorithms were developed to train models and validated using 10 fold cross-validation (CV). Model discrimination and calibration were estimated using the area under the receiver operating characteristic curve (AUC) and calibration plot, respectively. We used the SHapley Additive exPlanations (SHAP) method to illustrate the effects of the features attributed to the model and analyze the effects of individual features on the output of the mode.

Results: In this study, 72 (37.89%) patients underwent CRRT, with a higher mortality compared to those patients without CRRT. The Gaussian Naïve Bayes (GNB) model with the highest AUC were considered as the final predictive model and performed best in predicting postoperative CRRT. The analysis of importance revealed that cardiac troponin T, creatine kinase isoenzyme, albumin, low-density lipoprotein cholesterol, NYHA, serum creatinine, and age were the top seven features of the GNB model. The SHAP force analysis illustrated how created model visualized individualized prediction of CRRT.

Conclusions: Machine learning models were developed to predict CRRT. This contributes to the identification of risk variables for CRRT following CABG surgery in ICU patients and enables the optimization of perioperative managements for patients.

研究目的本研究旨在开发用于重症监护病房(ICU)患者冠状动脉搭桥术(CABG)术后持续肾脏替代治疗(CRRT)风险预测的机器学习模型:我们从医院的电子病历系统中提取了 CABG 患者。方法:我们从医院的电子病历系统中提取了 CABG 患者,研究终点是 CABG 手术后对 CRRT 的需求。特征选择采用 Boruta 方法。我们开发了七种机器学习算法来训练模型,并使用 10 倍交叉验证(CV)进行验证。分别使用接收者操作特征曲线下面积(AUC)和校准图来估计模型的区分度和校准度。我们使用 SHapley Additive exPlanations(SHAP)方法来说明归属于模型的特征的效果,并分析单个特征对模型输出的影响:本研究中有 72 例(37.89%)患者接受了 CRRT 治疗,与未接受 CRRT 治疗的患者相比,死亡率较高。AUC 最高的高斯奈夫贝叶斯(GNB)模型被视为最终预测模型,在预测术后 CRRT 方面表现最佳。重要性分析表明,心肌肌钙蛋白 T、肌酸激酶同工酶、白蛋白、低密度脂蛋白胆固醇、NYHA、血清肌酐和年龄是 GNB 模型的七大特征。SHAP力分析说明了所创建的模型如何对CRRT进行可视化的个体化预测:结论:开发出了预测 CRRT 的机器学习模型。这有助于识别 ICU 患者接受 CABG 手术后发生 CRRT 的风险变量,从而优化患者的围手术期管理。
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引用次数: 0
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Clinical and Experimental Nephrology
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