IgA Nephropathy

IgA 肾病
  • 文章类型: Journal Article
    IgA肾病(IgAN),一种全球普遍的肾小球肾炎,表现出复杂的发病机制。组织蛋白酶,溶酶体内的半胱氨酸蛋白酶,涉及各种生理和病理过程,包括肾脏疾病。先前的观察性研究表明,组织蛋白酶和IgAN之间存在潜在的联系,然而确切的因果关系尚不清楚.
    我们使用公开可用的遗传数据进行了全面的双向和多变量孟德尔随机化(MR)研究,以系统地探索组织蛋白酶和IgAN之间的因果关系。此外,采用免疫组织化学(IHC)染色和酶联免疫吸附试验(ELISA)评估IgAN患者肾组织和血清中组织蛋白酶的表达水平。我们通过基因集变异分析(GSVA)研究了潜在的机制,基因集富集分析(GSEA),和免疫细胞浸润分析。还进行了分子对接和虚拟筛选以通过药物重新定位来鉴定潜在的候选药物。
    单变量MR分析显示组织蛋白酶S(CTSS)水平升高与IgAN风险升高之间存在显著关联。这通过使用逆方差加权(IVW)方法估计的1.041(95%CI=1.009-1.073,P=0.012)的比值比(OR)得到证明。在多变量MR分析中,即使在调整了其他组织蛋白酶之后,CTSS水平升高继续显示与IgAN风险增加密切相关(IVWP=0.020,OR=1.037,95%CI=1.006~1.069).然而,反向MR分析未确定IgAN与各种组织蛋白酶之间的因果关系.IHC和ELISA结果显示,与对照组相比,IgAN患者的肾组织和血清中CTSS显著过表达,与其他一些原发性肾脏疾病如膜性肾病相比,这种高表达是IgAN特有的,微小病变和局灶节段肾小球硬化。免疫细胞浸润的调查,GSEA,和GSVA强调了CTSS表达在IgAN中观察到的免疫失调中的作用。分子对接和虚拟筛选精确定位甲磺酸Camostat,c-Kit-IN-1和Mocetinostat是靶向CTSS的首选药物。
    CTSS水平升高与IgAN风险增加相关,该酶在IgAN患者血清和肾组织中明显过表达。CTSS可能作为诊断生物标志物,为诊断和治疗IgAN提供了新的途径。
    UNASSIGNED: IgA nephropathy (IgAN), a prevalent form of glomerulonephritis globally, exhibits complex pathogenesis. Cathepsins, cysteine proteases within lysosomes, are implicated in various physiological and pathological processes, including renal conditions. Prior observational studies have suggested a potential link between cathepsins and IgAN, yet the precise causal relationship remains unclear.
    UNASSIGNED: We conducted a comprehensive bidirectional and multivariable Mendelian randomization (MR) study using publicly available genetic data to explore the causal association between cathepsins and IgAN systematically. Additionally, immunohistochemical (IHC) staining and enzyme-linked immunosorbent assay (ELISA) were employed to evaluate cathepsin expression levels in renal tissues and serum of IgAN patients. We investigated the underlying mechanisms via gene set variation analysis (GSVA), gene set enrichment analysis (GSEA), and immune cell infiltration analysis. Molecular docking and virtual screening were also performed to identify potential drug candidates through drug repositioning.
    UNASSIGNED: Univariate MR analyses demonstrated a significant link between increased cathepsin S (CTSS) levels and a heightened risk of IgAN. This was evidenced by an odds ratio (OR) of 1.041 (95% CI=1.009-1.073, P=0.012) as estimated using the inverse variance weighting (IVW) method. In multivariable MR analysis, even after adjusting for other cathepsins, elevated CTSS levels continued to show a strong correlation with an increased risk of IgAN (IVW P=0.020, OR=1.037, 95% CI=1.006-1.069). However, reverse MR analyses did not establish a causal relationship between IgAN and various cathepsins. IHC and ELISA findings revealed significant overexpression of CTSS in both renal tissues and serum of IgAN patients compared to controls, and this high expression was unique to IgAN compared with several other primary kidney diseases such as membranous nephropathy, minimal change disease and focal segmental glomerulosclerosis. Investigations into immune cell infiltration, GSEA, and GSVA highlighted the role of CTSS expression in the immune dysregulation observed in IgAN. Molecular docking and virtual screening pinpointed Camostat mesylate, c-Kit-IN-1, and Mocetinostat as the top drug candidates for targeting CTSS.
    UNASSIGNED: Elevated CTSS levels are associated with an increased risk of IgAN, and this enzyme is notably overexpressed in IgAN patients\' serum and renal tissues. CTSS could potentially act as a diagnostic biomarker, providing new avenues for diagnosing and treating IgAN.
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  • 文章类型: Journal Article
    背景:扁桃体切除术联合类固醇脉冲(TSP)治疗IgA肾病(IgAN)的效果鲜为人知。因此,我们检查了TSP治疗对IgAN肾脏结局的影响,日本全国队列研究。
    方法:在2002年至2004年之间,将632例诊断为蛋白尿≥0.5g/天的IgAN患者分为三组,轻度(0.50-0.99g/天;n=264),中度(1.00-1.99克/天,n=216),或严重(≥2.00g/天;n=153)。比较3组患者TSP治疗后肾功能下降和尿缓解情况,皮质类固醇(ST)治疗,或保守治疗,平均随访6.2±3.3年。在ST和保守治疗组中,分别有10.6%和5.9%的患者接受了扁桃体切除术。
    结果:最终观察时,TSP治疗组的尿缓解率明显高于ST或保守治疗组(轻度蛋白尿:64%,43%,和41%;中度蛋白尿:51%,45%,和28%;严重的蛋白尿:48%,30%,22%,分别)。相比之下,TSP治疗组血清肌酐增加50%的比率较低,比ST或保守治疗(轻度蛋白尿:2.1%,10.1%和16.7%;中度蛋白尿:4.8%,8.8%和27.7%;重度蛋白尿:12.0%,28.9%和43.1%,分别)。在多变量分析中,与保守治疗相比,在中度和重度蛋白尿组中,TSP治疗显着阻止了血清肌酐水平增加50%(风险比,分别为0.12和0.22)。
    结论:TSP显著增加轻度至中度尿蛋白水平的IgAN患者的蛋白尿消失和尿缓解率。它还可以减少中度至重度尿蛋白水平患者的肾功能下降。
    BACKGROUND: The effects of tonsillectomy combined with steroid pulse (TSP) therapy for IgA nephropathy (IgAN) are little known. Therefore, we examined the effects of TSP therapy on the kidney outcomes of IgAN in a large, nationwide cohort study in Japan.
    METHODS: Between 2002 and 2004, 632 IgAN patients with ≥ 0.5 g/day proteinuria at diagnosis were divided into three groups with mild (0.50-0.99 g/day; n = 264), moderate (1.00-1.99 g/day, n = 216), or severe (≥ 2.00 g/day; n = 153). Decline in kidney function and urinary remission were compared among the three groups after TSP therapy, corticosteroid (ST) therapy, or conservative therapy during a mean follow-up of 6.2 ± 3.3 years. 10.6% and 5.9% of patients in the ST and conservative therapy group underwent tonsillectomy.
    RESULTS: The rate of urinary remission at the final observation was significantly higher in the TSP therapy group than in the ST or conservative therapy groups (mild proteinuria: 64%, 43%, and 41%; moderate proteinuria: 51%, 45%, and 28%; severe proteinuria: 48%, 30%, and 22%, respectively). In contrast, the rate of a 50% increase in serum creatinine was lower in groups TSP therapy, than ST or conservative therapy (mild proteinuria: 2.1%, 10.1% and 16.7%; moderate proteinuria: 4.8%, 8.8% and 27.7%; severe proteinuria: 12.0%, 28.9% and 43.1%, respectively). In multivariate analysis, TSP therapy significantly prevented a 50% increase in serum creatinine levels compared with conservative therapy in groups with moderate and severe proteinuria (hazard ratio, 0.12 and 0.22, respectively).
    CONCLUSIONS: TSP significantly increased the rate of proteinuria disappearance and urinary remission in IgAN patients with mild-to-moderate urinary protein levels. It may also reduce the decline in kidney function in patients with moderate-to-severe urinary protein levels.
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  • 文章类型: Journal Article
    IgA肾病(IgAN)是最常见的原发性肾小球肾炎之一。和血清幽门螺杆菌(H.pylori)IgAN患者的抗体水平升高,但幽门螺杆菌感染在IgAN发病机制中的作用尚不清楚。在这项研究中,我们使用双向双样本孟德尔随机化(MR)分析,调查了IgAN与幽门螺杆菌感染之间是否存在因果关系和反向因果关系.本研究使用逆方差加权(IVW)进行估计,MR-Egger法和加权中位数法,其中IVW法具有最强的统计功效。选择7种常见的血清幽门螺杆菌抗体作为MR分析阳性的暴露因素。结果表明,没有证据表明幽门螺杆菌感染与IgAN之间存在因果关系。反向MR分析显示,也没有证据表明IgAN的发生导致幽门螺杆菌感染的风险增加。
    IgA nephropathy (IgAN) is one of the most common primary glomerulonephritis, and serum Helicobacter pylori (H. pylori) antibody levels are increased in patients with IgA N, but the role of H. pylori infection in the pathogenesis of IgAN is unclear. In this study, we investigated whether there is a causal relationship and reverse causality between IgAN and H. pylori infection by using a bidirectional two-sample Mendelian randomization (MR) analysis. This study was estimated using inverse variance weighted (IVW), MR-Egger and weighted median methods, with the IVW method having the strongest statistical efficacy. Seven common serum H. pylori antibodies were selected as exposure factors for positive MR analysis. The results showed that there was no evidence of a causal relationship between H. pylori infection and IgAN. Reverse MR analysis showed that there was also no evidence that the occurrence of IgAN leads to an increased risk of H. pylori infection.
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  • 文章类型: Journal Article
    目的:关于慢性扁桃体炎与IgA肾病(IgAN)发病之间的关系知之甚少。在本研究中,我们研究了慢性扁桃体炎与随后发生IgAN的风险之间的潜在关系.
    方法:观察性队列研究。
    方法:&参与者:2005年1月至2022年5月在日本全国流行病学数据库中确定的4,311,393名没有IgAN病史的人,JMDC声明数据库,代表60多家保险公司的健康索赔。
    方法:基于诊断代码的慢性扁桃体炎。
    结果:IgAN发生。
    方法:采用对潜在混杂因素进行调整的特定原因Cox比例风险分析来估计风险比(HR)。
    结果:在12,842个人中发现了Comorbid慢性扁桃体炎,占队列的0.3%。该队列的中位年龄为44岁(四分位距:36-53),男性占57.9%,随访1,089天(四分位距:532-1,797),在此期间发生了2653例IgAN。累积发病率曲线显示,与没有这种情况的人相比,慢性扁桃体炎患者的IgAN累积发病率更高。多变量病因分析进一步表明,慢性扁桃体炎患者发生IgAN的风险升高,HR为2.72(95%置信区间:1.79-4.14)。
    结论:潜在的残余混杂因素,缺乏对民族差别的考虑。
    结论:使用大规模流行病学数据集,这些发现提示,在日本普通人群中,慢性扁桃体炎与IgAN发展风险升高之间存在相关性.
    OBJECTIVE: Little is known regarding the association between chronic tonsillitis and the onset of IgA nephropathy (IgAN). In the present study, we examined the potential relationship between chronic tonsillitis and a subsequent risk of developing IgAN.
    METHODS: Observational cohort study.
    METHODS: & Participants: 4,311,393 individuals without a history of IgAN identified between January 2005 to May 2022 within a Japanese nationwide epidemiological database, the JMDC Claims Database, representing health claims to over 60 insurers.
    METHODS: Comorbid chronic tonsillitis based on diagnosis codes.
    RESULTS: IgAN occurrence.
    METHODS: Cause-specific Cox proportional hazards analysis adjusting for potential confounding factors were employed to estimate hazard ratios (HRs).
    RESULTS: Comorbid chronic tonsillitis was identified in 12,842 individuals, constituting 0.3% of the cohort. The cohort had a median age of 44 years (interquartile range: 36-53), and males accounted for 57.9%, with a follow-up of 1,089 days (interquartile range: 532-1,797), during which 2,653 cases of IgAN developed. Cumulative incidence curve showed a higher cumulative incidence of IgAN in individuals with chronic tonsillitis compared to their counterparts without this condition. Multivariable cause-specific analysis further demonstrated that individuals with chronic tonsillitis had an elevated risk of developing IgAN, with a HR of 2.72 (95% confidence interval: 1.79-4.14).
    CONCLUSIONS: Potential residual confounders, and lack of consideration for ethnic distinctions.
    CONCLUSIONS: Using a largescale epidemiological dataset, these findings suggest a relationship between chronic tonsillitis and an elevated risk of IgAN development in the general Japanese population.
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  • 文章类型: Journal Article
    背景:扁桃体切除术联合类固醇脉冲疗法(TSP)和扁桃体切除术单一疗法(T)改善了免疫球蛋白A肾病(IgAN)患者的预后。然而,对于这些患者的最佳治疗尚未达成共识。本研究旨在比较TSP和T的疗效。
    方法:回顾性分析接受TSP或T的IgAN患者的数据。排除标准是血清肌酐水平>1.5mg/dL。比较两组患者的临床缓解率和肾脏生存率。
    结果:根据治疗方法将患者分为:TSP组(n=82)和T组(n=41)。患者特征没有观察到显著差异,除了观察期(TSP:60个月,T:113个月)。对数秩检验显示,TSP组的临床缓解率明显高于T组(p<0.05)。在两个亚组的尿蛋白排泄(>/=或<1g/天)中也观察到TSP的优越性。根据Cox比例风险模型,治疗方法和每日尿蛋白提取是影响临床缓解的独立因素。TSP组和T组的10年肾脏生存率分别为100%和92.5%,分别。对数秩检验显示,TSP组的肾脏存活率高于T组(p=0.09)。
    结论:TSP组临床缓解率明显高于T组,不管尿蛋白水平。TSP往往比T.具有更好的肾脏存活率。
    BACKGROUND: Tonsillectomy with steroid pulse therapy (TSP) and tonsillectomy monotherapy (T) have improved the prognosis of patients with immunoglobulin A nephropathy (IgAN). However, a consensus has not been reached on the best treatment for these patients. This study aimed to compare the efficacies of TSP and T.
    METHODS: Data of patients with IgAN who received TSP or T were retrospectively analyzed. The exclusion criterion was a serum creatinine level > 1.5 mg/dL. The clinical remission and renal survival rates were compared.
    RESULTS: Patients were divided into groups based on the treatment method: the TSP (n = 82) and T groups (n = 41). No significant differences were observed in patient characteristics, except for the observation period (TSP: 60 months, T: 113 months). The log-rank test revealed that the clinical remission rate was significantly higher in the TSP group than in the T group (p < 0.05). The superiority of TSP was also observed in the urinary protein excretion (> / = or < 1 g/day) of the two subgroups. According to the Cox proportional-hazards model, the treatment method and daily urinary protein extraction were independent factors affecting clinical remission. The 10-year renal survival rates in the TSP and T groups were 100% and 92.5%, respectively. The log-rank test revealed a tendency for a higher renal survival rate in the TSP group than in the T group (p = 0.09).
    CONCLUSIONS: The clinical remission rate was significantly higher with TSP than with T, regardless of urinary protein levels. TSP tended to have a better renal survival rate than T.
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  • 文章类型: Journal Article
    观察性研究报告了关于慢性肾脏疾病(CKD)与年龄相关性黄斑变性(AMD)之间关系的不一致结果。这项研究的主要目的是调查估计的肾小球滤过率(eGFR)之间的因果关系,CKD,其共同原因,和AMD在欧洲血统的参与者中。
    与eGFR相关的遗传变异,CKD及其常见原因,包括糖尿病肾病(DN),免疫球蛋白A肾病(IgAN),和膜性肾病(MN)均来自先前发表的全基因组关联研究(GWAS)和FinnGen数据库。早期AMD的统计摘要,AMD,干性AMD,和湿性AMD从GWAS和FinnGen数据库获得。逆方差加权(IVW)方法是主要的MR分析。用Cochran'sQ进行敏感性分析,MR-Egger截获,和遗漏分析。此外,RadialMR用于识别和去除异常值。
    IVW结果表明,CKD,eGFR与任何类型的AMD均无相关性(p>0.05)。DN(OR:1.042,95%CI:1.002-1.083,p=0.037)和MN(OR:1.023,95%CI:1.007-1.040,p=0.005)与AMD的风险增加相关。DN(OR:1.111,95%CI:1.07-1.154,p=4.87×10-8),IgAN(OR:1.373,95%CI:1.097-1.719,p=0.006),和MN(OR:1.036,95%CI:1.008-1.064,p=0.012)与AMD风险增加相关。DN(OR:1.090,95%CI:1.042-1.140,p=1.57×10-4)和IgAN(OR:1.480,95%CI:1.178-1.858,p=7.55×10-4)与干性AMD的风险增加有关。湿性AMD的风险与DN(OR:1.107,95%CI:1.043-1.174,p=7.56×10-4)和MN(OR:1.071,95%CI:1.040-1.103,p=5.48×10-6)相关。
    这项MR研究没有发现CKD和AMD之间因果关系的证据。DN,伊根,和MN可能增加AMD的风险。这一发现强调了DN患者眼部检查的重要性。MN,还有Igan.需要更多的研究来支持我们当前研究的发现。
    UNASSIGNED: Observational studies have reported inconsistent results on the relationship between chronic kidney disease (CKD) and age-related macular degeneration (AMD). The primary objective of this study was to investigate the causal relationships between estimated glomerular filtration rate (eGFR), CKD, its common causes, and AMD among participants of European descent.
    UNASSIGNED: Genetic variants associated with eGFR, CKD and its common causes, encompassing diabetic nephropathy (DN), immunoglobulin A nephropathy (IgAN), and membranous nephropathy (MN) were obtained from previously published genome-wide association studies (GWAS) and FinnGen database. Summary statistics for early AMD, AMD, dry AMD, and wet AMD were acquired from the GWAS and FinnGen database. Inverse-variance-weighted (IVW) method was the main MR analysis. Sensitivity analyses were performed with Cochran\'s Q, MR-Egger intercept, and leave-one-out analysis. In addition, RadialMR was utilized to identify and remove outliers.
    UNASSIGNED: IVW results showed that CKD, eGFR were not associated with any type of AMD (p > 0.05). DN (OR: 1.042, 95% CI: 1.002-1.083, p = 0.037) and MN (OR: 1.023, 95% CI: 1.007-1.040, p = 0.005) were associated with an increased risk of earl AMD. DN (OR: 1.111, 95% CI: 1.07-1.154, p = 4.87 × 10-8), IgAN (OR: 1.373, 95% CI: 1.097-1.719, p = 0.006), and MN (OR: 1.036, 95% CI: 1.008-1.064, p = 0.012) were associated with an increased risk of AMD. DN (OR: 1.090, 95% CI: 1.042-1.140, p = 1.57 × 10-4) and IgAN (OR: 1.480, 95% CI: 1.178-1.858, p = 7.55 × 10-4) were associated with an increased risk of dry AMD. The risk of wet AMD was associated with DN (OR: 1.107, 95% CI: 1.043-1.174, p = 7.56 × 10-4) and MN (OR: 1.071, 95% CI: 1.040-1.103, p = 5.48 × 10-6).
    UNASSIGNED: This MR study found no evidence of causal relationship between CKD and AMD. DN, IgAN, and MN may increase risk of AMD. This findings underscore the importance of ocular examinations in patients with DN, MN, and IgAN. More studies are needed to support the findings of our current study.
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  • 文章类型: Journal Article
    新兴研究表明,钠-葡萄糖协同转运蛋白2(SGLT2)抑制剂可能在原发性肾小球疾病的治疗中起关键作用。本研究旨在探讨SGLT2抑制剂与IgA肾病(IgAN)和膜性肾病(MN)的潜在药理靶点。
    使用公开的全基因组关联研究(GWAS)数据集进行单变量孟德尔随机化(MR)分析。共定位分析用于鉴定靶基因与IgAN和MN之间的潜在连接。然后,比较毒性基因组学数据库(CTD)用于预测与这些靶基因和SGLT2抑制剂(canagliflozin,dapagliflozin,和empagliflozin)。随后,表型扫描分析用于探索预测的疾病和靶基因之间的因果关系。最后,我们使用京都基因和基因组百科全书(KEGG)分析了涉及药理靶基因的免疫信号通路.
    MR分析结果显示,八个药物靶点与IgAN的发生有因果关系,而14个药物靶标与MN相关。在Igan的情况下,LCN2和AGER作为与达格列净和IgAN的发生有关的共同定位基因出现。LCN2被确定为危险因素,而AGER则表现出保护作用。KEGG分析显示,LCN2参与白细胞介素(IL)-17免疫信号通路,而AGER与中性粒细胞胞外陷阱(NETs)信号免疫途径有关。在另外两种SGLT2抑制剂(canagliflozin和empagliflozin)和IgAN的发生之间未观察到靶基因的阳性共定位结果,三种SGLT2抑制剂与MN的发生之间也没有关系。
    我们的研究提供了支持特定SGLT2抑制剂与IgAN之间因果关系的证据。此外,我们发现达格列净可能通过基因LCN2和AGER作用于IgAN。
    UNASSIGNED: Emerging research suggests that sodium-glucose cotransporter 2 (SGLT2) inhibitors may play a pivotal role in the treatment of primary glomerular diseases. This study was aimed to investigate potential pharmacological targets connecting SGLT2 inhibitors with IgA nephropathy (IgAN) and membranous nephropathy (MN).
    UNASSIGNED: A univariate Mendelian randomization (MR) analysis was conducted using publicly available genome-wide association studies (GWAS) datasets. Co-localization analysis was used to identify potential connections between target genes and IgAN and MN. Then, Comparative Toxicogenomics Database (CTD) was employed to predict diseases associated with these target genes and SGLT2 inhibitors (canagliflozin, dapagliflozin, and empagliflozin). Subsequently, phenotypic scan analyses were applied to explore the causal relationships between the predicted diseases and target genes. Finally, we analyzed the immune signaling pathways involving pharmacological target genes using the Kyoto encyclopedia of genes and genomes (KEGG).
    UNASSIGNED: The results of MR analysis revealed that eight drug targets were causally linked to the occurrence of IgAN, while 14 drug targets were linked to MN. In the case of IgAN, LCN2 and AGER emerged as co-localized genes related to the pharmacological agent of dapagliflozin and the occurrence of IgAN. LCN2 was identified as a risk factor, while AGER was exhibited a protective role. KEGG analysis revealed that LCN2 is involved in the interleukin (IL)-17 immune signaling pathway, while AGER is associated with the neutrophil extracellular traps (NETs) signaling immune pathway. No positive co-localization results of the target genes were observed between two other SGLT2 inhibitors (canagliflozin and empagliflozin) and the occurrence of IgAN, nor between the three SGLT2 inhibitors and the occurrence of MN.
    UNASSIGNED: Our study provided evidence supporting a causal relationship between specific SGLT2 inhibitors and IgAN. Furthermore, we found that dapagliflozin may act on IgAN through the genes LCN2 and AGER.
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  • 文章类型: Journal Article
    IgA肾病进展为肾衰竭,使早期检测变得重要。然而,明确的诊断取决于侵入性肾活检。本研究旨在利用机器学习建立IgA肾病的非侵入性预测模型。我们收集了人口统计学特征的回顾性数据,验血,和接受肾脏活检的患者的尿液检查。数据集分为推导和验证队列,与时间验证。我们采用了五种机器学习模型——极限梯度提升(XGBoost),LightGBM,随机森林,人工神经网络,一维卷积神经网络(1D-CNN)和逻辑回归,通过接收器工作特征曲线下的面积(AUROC)评估性能,并通过SHapley加法扩张方法探索变量重要性。这项研究包括1268名参与者,353例(28%)诊断为IgA肾病。在派生队列中,LightGBM达到最高AUROC为0.913(95%CI0.906-0.919),显著高于逻辑回归,人工神经网络,还有1D-CNN,与XGBoost和随机森林没有显著差异。在验证队列中,XGBoost表现出最高的AUROC为0.894(95%CI0.850-0.935),保持其强大的性能。确定的关键预测因素是年龄,血清白蛋白,IgA/C3和尿红细胞,与现有的临床见解保持一致。机器学习可以成为IgA肾病的有价值的非侵入性工具。
    IgA nephropathy progresses to kidney failure, making early detection important. However, definitive diagnosis depends on invasive kidney biopsy. This study aimed to develop non-invasive prediction models for IgA nephropathy using machine learning. We collected retrospective data on demographic characteristics, blood tests, and urine tests of the patients who underwent kidney biopsy. The dataset was divided into derivation and validation cohorts, with temporal validation. We employed five machine learning models-eXtreme Gradient Boosting (XGBoost), LightGBM, Random Forest, Artificial Neural Networks, and 1 Dimentional-Convolutional Neural Network (1D-CNN)-and logistic regression, evaluating performance via the area under the receiver operating characteristic curve (AUROC) and explored variable importance through SHapley Additive exPlanations method. The study included 1268 participants, with 353 (28%) diagnosed with IgA nephropathy. In the derivation cohort, LightGBM achieved the highest AUROC of 0.913 (95% CI 0.906-0.919), significantly higher than logistic regression, Artificial Neural Network, and 1D-CNN, not significantly different from XGBoost and Random Forest. In the validation cohort, XGBoost demonstrated the highest AUROC of 0.894 (95% CI 0.850-0.935), maintaining its robust performance. Key predictors identified were age, serum albumin, IgA/C3, and urine red blood cells, aligning with existing clinical insights. Machine learning can be a valuable non-invasive tool for IgA nephropathy.
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  • 文章类型: Journal Article
    在日本,使用类固醇脉冲疗法(SPT)的扁桃体切除术已被确定为免疫球蛋白A肾病(IgAN)的有效治疗方法。然而,支持扁桃体切除术的潜在机制仍不清楚.这项研究评估了77例IgAN患者的腭扁桃体,包括在扁桃体切除术前后接受SPT的14和63人,分别。分析了21例慢性扁桃体炎患者的扁桃体作为对照。在IgAN患者中证实了特定的扁桃体病变,与活动性或慢性肾小球病变和SPT相关。扁桃体中的T结节和淋巴上皮共生评分的退化与肾小球中活跃的新月和节段性硬化的发生率相关,分别。该研究揭示了扁桃体-肾小球轴在早期活动和晚期慢性期中的重要作用。此外,SPT前组显示T结节评分无变化,与活跃的新月形成相关,但表现出相当大的淋巴卵泡收缩,产生异常的IgA1。该研究强调了先天和细胞免疫在IgAN中的参与,并主张扁桃体切除术作为IgAN的必要治疗方法,基于一个逐步的过程。
    Tonsillectomy with steroid pulse therapy (SPT) has been established as an effective treatment for immunoglobulin A nephropathy (IgAN) in Japan. However, the underlying mechanisms supporting tonsillectomy remain unclear. This study assessed palatine tonsils from 77 patients with IgAN, including 14 and 63 who received SPT before and after tonsillectomy, respectively. Tonsils from 21 patients with chronic tonsillitis were analyzed as controls. Specific tonsillar lesions were confirmed in patients with IgAN, correlating with active or chronic renal glomerular lesions and SPT. T-nodule and involution of lymphoepithelial symbiosis scores in tonsils correlated with the incidence of active crescents and segmental sclerosis in the glomeruli, respectively. The study revealed an essential role of the tonsil-glomerular axis in early active and late chronic phases. Moreover, the SPT-preceding group demonstrated no changes in the T-nodule score, which correlated with active crescent formation, but exhibited a considerable shrinkage of lymphatic follicles that produced aberrant IgA1. The study underscores the involvement of innate and cellular immunity in IgAN and advocates for tonsillectomy as a necessary treatment alongside SPT for IgAN, based on a stepwise process.
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  • 文章类型: Journal Article
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