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Advances on Novel Biomarkers of Alloimmunity in Kidney Transplantation. 肾移植中异体免疫新标志物的研究进展。
IF 2.3 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-04-23 DOI: 10.1159/000545425
Claudia Carrera, Delphine Kervella, Elena Crespo, Florianne Hafkamp, Oriol Bestard

Despite major advancements in transplant rejection physiopathology and the refinement of immunosuppressive therapies over the past decades, improvements in graft and patient survival remains limited. A potential explanation is the insufficient implementation of biomarkers for individualized alloimmune risk stratification in clinical transplantation. Enormous efforts have focused in the last decades on developing sensitive and specific biomarkers to enable more personalized, non-invasive rejection diagnostics and informed treatment decisions in the transplant process. These biomarkers have distinct purposes; pre-transplantation, biomarkers aim to improve current donor-recipient immunological matching and rule out preformed anti-donor immune memory, whereas post-transplantation, their main aim focuses on identifying anti-donor alloimmune activation and on-going subclinical rejection in a non-invasive manner. This review summarizes the most advanced biomarkers and immune assays in the field, categorizing them by their diagnostic, prognostic, and predictive capabilities, and discusses their current validation status and integration into clinical trial designs aimed at improving transplant outcomes. Among them, we here highlight those assessing alloimmune susceptibility or activation, such as donor/recipient HLA molecular matching, donor (HLA/non-HLA)-specific antibodies (DSA), donor-reactive memory T and B cells, peripheral gene expression profiling (GEP) as well as some specific circulating immune cell phenotypes; and furthermore, we discuss those biomarkers diagnosing on-going subclinical graft injury, including donor-derived cell-free DNA (dd-cfDNA), and urinary chemokines or transcriptional biomarkers. Most importantly, these biomarkers are often complementary: some reflect ongoing alloimmune responses and may guide immunosuppression decisions, while others may provide early warnings of allograft injury prior to clinical manifestation. While some have progressed to advanced validation stages with strong diagnostic and prognostic value, others remain in early development. Rigorous interventional clinical trials are warranted to establish their clinical utility and define their role in transplant precision medicine to ultimately improve current clinical outcomes.

在过去的十年中,移植生理病理的理解和免疫抑制策略的改进取得了重要进展。然而,这并没有转化为移植和患者存活率的显着改善,这至少部分是由于缺乏在患者个体水平上实施同种异体免疫风险分层的生物标志物。为了使排斥反应的非侵入性诊断和治疗决策个性化,已经开发出敏感和特异性的生物标志物,以便在不同的移植时间点和临床环境中实施,这些生物标志物处于不同的发展阶段:在移植前,用于细化基线供体/受体免疫风险,用于移植后亚临床排斥反应的早期和非侵入性检测;并对免疫抑制管理进行长期评估,以优化或减少免疫抑制负担。生物标志物可以分层用于追踪同种异体免疫反应,而其他生物标志物则用于早期和非侵入性诊断同种异体移植排斥反应的出现。监测同种异体免疫反应的更先进的生物标志物包括供体/受体HLA分子匹配、供体特异性抗体(DSA)、供体反应记忆T细胞和供体(HLA)特异性B细胞以及一些循环细胞免疫,而其他非侵入性评估同种异体移植损伤的生物标志物是循环供体来源的游离细胞DNA (dd-cfDNA)和一些特定基因表达(GEP)特征和尿趋化因子。最重要的是,这些生物标志物可能是完全互补的,其中一些可以描述给定移植患者的同种免疫状态,从而指导治疗决策,其他的可以在检测到任何临床症状之前用于警告早期同种异体移植损伤和损伤。虽然其中一些生物标志物在其验证过程中取得了显著进展,并显示出可靠的数据,证明其诊断、预测甚至预测不同移植结果的能力,但其他生物标志物仍处于初步验证阶段。因此,介入临床试验是非常必要的,以证明其价值和临床使用背景。本综述旨在研究该领域最有前途和最先进的生物标志物和免疫检测方法,并根据其诊断、预后和预测能力对其进行分类。这些生物标志物的当前验证状态及其在临床试验中的作用,旨在通过精准医学提高患者的治疗效果,也进行了深入的讨论。
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引用次数: 0
Dapagliflozin Treatment Attenuates the Interaction between the Renal Sodium Chloride Co-Transporter and Ezrin in Hypertensive Diabetic db/db Mice. 达格列净治疗可减弱高血压糖尿病小鼠肾脏氯化钠共转运体与Ezrin的相互作用
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-03-21 DOI: 10.1159/000543336
Mohammed F Gholam, Abdel A Alli

Introduction: Ezrin is a protein that links the actin cytoskeleton to membrane proteins. The sodium chloride cotransporter (NCC) plays a key role in regulating total body electrolyte homeostasis and systemic blood pressure. Dapagliflozin, an SGLT2 inhibitor, is used to manage type 2 diabetes mellitus. We hypothesize dapagliflozin reduces sodium reabsorption and blood pressure by inhibiting the interaction between NCC and ezrin in the distal convoluted tubules of salt-loaded hypertensive mice.

Methods: Male diabetic db/db mice were salt loaded to induce hypertension and then given dapagliflozin or vehicle by oral gavage. The mice were subject to metabolic cage experiments and blood pressure was assessed using the tail-cuff method to study the impact of dapagliflozin compared to the vehicle. Protein expression of NCC and ezrin was evaluated using immunohistochemistry and Western blotting.

Results: Treatment with dapagliflozin lowered systolic blood pressure, raised urine sodium excretion, and lowered urinary potassium excretion. A decrease in phospho-NCC and ezrin proteins was observed in db/db mice treated with dapagliflozin. There was less co-localization of ezrin and phosphorylated NCC in dapagliflozin treated mice.

Conclusion: Collectively, we demonstrate that dapagliflozin reduces sodium retention and blood pressure via decreasing the density of renal NCC at the luminal membrane and the interaction between NCC and the actin cytoskeleton.

Ezrin是一种连接肌动蛋白骨架和膜蛋白的蛋白质。氯化钠共转运体(NCC)在调节全身电解质稳态和全身血压中起关键作用。达格列净是一种SGLT2抑制剂,用于治疗2型糖尿病。我们假设达格列净通过抑制盐负荷高血压小鼠远曲小管中NCC和ezrin之间的相互作用来降低钠重吸收和血压。方法:以雄性糖尿病db/db小鼠盐负荷诱导高血压后,口服达格列净或代药。小鼠进行代谢笼实验,采用尾袖法测定血压,研究达格列净与载药相比的影响。免疫组织化学和Western blotting检测NCC和ezrin蛋白表达。结果:达格列净治疗降低收缩压,增加尿钠排泄量,降低尿钾排泄量。在dapag列净处理的db/db小鼠中,观察到磷酸化- ncc和ezrin蛋白的减少。在达格列净处理的小鼠中,ezrin和磷酸化的NCC的共定位较少。结论:总的来说,我们证明了达格列净通过降低肾管腔膜NCC的密度以及NCC与肌动蛋白细胞骨架之间的相互作用来降低钠潴留和血压。
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引用次数: 0
Subclinical Inflammation and Renal Allograft Dysfunction: Myth or Reality? 亚临床炎症和肾移植功能障碍:神话还是现实?
IF 2.3 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-02-17 DOI: 10.1159/000544762
Carlos Couceiro, Maria Visent, Josep M Cruzado

Background: Since the implementation of the Banff classification, the diagnosis and treatment of transplant rejection have been standardised. However, the rigid categorisation of transplant pathology has limited our perspective on allograft inflammation, particularly disregarding those inflammatory infiltrates who do not reach the category of rejection.

Summary: The term subclinical inflammation was introduced to designate the inflammation found in protocol biopsies, without significant renal function deterioration. Following the introduction of modern immunosuppression with tacrolimus and mycophenolate, subclinical rejection rate decreased, and less attention was paid to this entity. However, in the last decades, several studies have evaluated the impact of lower levels of inflammation and demonstrated its negative consequences on long-term outcomes. Although, in some patients, this subclinical inflammation is not permanent and can spontaneously disappear. The uncomplete definition of subclinical inflammation, which only considers renal function stability, and the evaluation of the biopsy as a definitive diagnosis, and not as a picture of an evolving process, are the main reasons why managing this inflammation represents a challenge, especially when there is no pathogenic mechanism identified.

Key messages: In this review, we revise the "natural" history of inflammation in the kidney allograft and its possible origins based on cellular composition and transcriptomic expression changes in kidney biopsies. In addition, we propose an updated definition and an approach to manage it.

自Banff分类实施以来,移植排斥反应的诊断和治疗已经标准化。然而,移植病理的严格分类限制了我们对同种异体移植物炎症的看法,特别是忽视了那些未达到排斥反应类别的炎症浸润。术语亚临床炎症被引入来指定在方案活检中发现的炎症,没有明显的肾功能恶化。随着他克莫司和霉酚酸盐的现代免疫抑制的引入,亚临床排斥率下降,对这一实体的关注较少。然而,在过去的几十年里,一些研究已经评估了较低水平炎症的影响,并证明了其对长期结果的负面影响。然而,在一些患者中,这种亚临床炎症不是永久性的,可以自发消失。亚临床炎症的定义不完整,仅考虑肾功能稳定性,活检作为明确诊断的评估,而不是作为演变过程的图片,这是管理这种炎症是一项挑战的主要原因,特别是在没有确定致病机制的情况下。在这篇综述中,我们根据肾活检中细胞组成和转录组表达的变化,修订了同种异体肾移植炎症的“自然”历史及其可能的起源。此外,我们提出了一个更新的定义和管理它的方法。
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引用次数: 0
Recurrence of Glomerular Diseases after Kidney Transplantation: What Do We Know New? 肾移植后肾小球疾病的复发:我们有什么新发现?
IF 2.3 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-08 DOI: 10.1159/000543268
Emilio Rodrigo, Lara Belmar, José Luis Pérez-Canga

Background: The recurrence of primary glomerulonephritis (GN) following kidney transplantation poses a significant threat to graft survival. To enhance kidney transplant outcomes, we must lessen the burden of recurrence. In recent years, there has been progress in understanding the incidence, risk factors for recurrence, pathophysiology, biomarkers, and therapeutics, making it worthwhile to conduct an update on primary GN that may recur following kidney transplantation.

Summary: We conducted a narrative review of the literature on the novel discoveries of primary GN that can recur following kidney transplantation. To summarize, developing a broad consensus on recurrence diagnosis would greatly advance our understanding, and its development would be a valuable collaborative effort. The key risk factors for recurrence have been better understood, particularly in individuals with complement-related or monoclonal gammopathy-related recurrent membranoproliferative GN. Furthermore, we can identify better recurrent IgA nephropathy patients who are more likely to experience graft loss. New biomarkers for membranous nephropathy (anti-PLA2R-Ab) and focal and segmental glomerulosclerosis (anti-nephrin-Ab) can assist in identifying and monitoring patients at risk of recurrence. Regarding therapy, the focal and segmental glomerulosclerosis consensus will enhance recurrence treatment. Some complement inhibitors and anti-CD38 monoclonal antibodies are already promising in treating and healing recurrent C3 glomerulopathy and focal and segmental glomerulosclerosis, respectively. Finally, new drugs developed specifically to treat IgA nephropathy in the native kidney will also change the outcome of IgA nephropathy recurrence.

Key messages: Although there has been progress in understanding the recurrence of primary GN following kidney transplantation, a worldwide effort should be undertaken to gather research that will allow for improved diagnosis, monitoring, and management of these patients.

背景:原发性肾小球肾炎(GN)在肾移植术后的复发对移植物的生存造成了重大威胁。为了提高肾移植的效果,我们必须减轻复发的负担。近年来,在了解发生率、复发危险因素、病理生理学、生物标志物和治疗方法方面取得了进展,这使得对肾移植后可能复发的原发性肾小球肾炎进行更新是值得的。摘要:我们对肾移植后可复发的原发性肾炎的新发现进行了文献综述。总之,在复发诊断方面达成广泛共识将极大地促进我们的理解,其发展将是一项有价值的合作努力。复发的关键危险因素已经得到了更好的了解,特别是在补体相关或单克隆伽麻病相关的复发性膜增生性肾小球肾炎患者中。此外,我们可以更好地识别复发性IgA肾病患者,他们更有可能经历移植物丢失。膜性肾病(anti-PLA2R-Ab)和局灶性和节段性肾小球硬化(anti-nephrin-Ab)的新生物标志物可以帮助识别和监测有复发风险的患者。在治疗方面,局灶性和节段性肾小球硬化的共识将加强复发治疗。一些补体抑制剂和抗cd38单克隆抗体已经分别在治疗和治愈复发性C3肾小球病变和局灶性和节段性肾小球硬化方面有希望。最后,专门用于治疗原生肾脏IgA肾病的新药也将改变IgA肾病复发的结局。关键信息:尽管在了解肾移植后原发性肾小球肾炎复发方面已经取得了进展,但应该在全球范围内努力收集研究,以改进对这些患者的诊断、监测和管理。
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引用次数: 0
Exploring the Critical Role of Tight Junction Proteins in Kidney Disease Pathogenesis. 探索紧密连接蛋白在肾病发病机制中的关键作用
IF 2.3 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-12 DOI: 10.1159/000542498
David Jayne, Corentin Herbert, Vincent Anquetil, Geoffrey Teixeira

Background: Kidney disease poses a significant global health challenge, marked by a rapid decline in renal function due to a variety of causative factors. A crucial element in the pathophysiology of kidney disease is the dysregulation of epithelial cells, which are vital components of renal tissue architecture. The integrity and functionality of these cells are largely dependent on tight junctions (TJ) proteins, complex molecular structures that link adjacent epithelial cells. These TJ not only confer cellular polarity and maintain essential barrier functions but also regulate epithelial permeability.

Summary: TJ proteins are pivotal in their traditional role at cell junctions and in their non-junctional capacities. Recent research has shifted the perception of these proteins from mere structural elements to dynamic mediators of kidney disease, playing significant roles in various renal pathologies. This review explores the multifaceted roles of TJ proteins, focusing on their functions both within and external to the renal epithelial junctions. It highlights how these proteins contribute to mechanisms underlying kidney disease, emphasizing their impact on disease progression and outcomes.

Key messages: TJ proteins have emerged as significant players in the field of nephrology, not only for their structural role but also for their regulatory functions in disease pathology. Their dual roles in maintaining epithelial integrity and mediating pathological processes make them promising therapeutic targets for kidney disease. Understanding the intricate contributions of TJ proteins in kidney pathology offers potential for novel therapeutic strategies, aiming to modulate these proteins to halt or reverse the progression of kidney disease.

背景:肾脏疾病是全球健康面临的重大挑战,其特点是由于各种致病因素导致肾功能急剧下降。肾病病理生理学中的一个关键因素是上皮细胞失调,而上皮细胞是肾组织结构的重要组成部分。这些细胞的完整性和功能在很大程度上取决于紧密连接(TJ)蛋白,这是一种连接相邻上皮细胞的复杂分子结构。摘要:TJ 蛋白在细胞连接处的传统作用和非功能性能力方面都至关重要。最近的研究已将这些蛋白从单纯的结构元素转变为肾脏疾病的动态介质,在各种肾脏病变中发挥着重要作用。本综述探讨了 TJ 蛋白的多方面作用,重点是它们在肾上皮连接内外的功能。文章重点介绍了这些蛋白如何促进肾脏疾病的发生机制,强调了它们对疾病进展和预后的影响:TJ 蛋白已成为肾脏病学领域的重要角色,不仅因为它们的结构作用,还因为它们在疾病病理中的调节功能。它们在维持上皮完整性和介导病理过程方面的双重作用使其成为肾脏疾病的治疗靶点。了解 TJ 蛋白在肾脏病理学中错综复杂的作用为新型治疗策略提供了潜力,旨在通过调节这些蛋白来阻止或逆转肾脏疾病的进展。
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引用次数: 0
Comments regarding "Adoption of CKD-EPI (2021) for Glomerular Filtration Rate Estimation: Implications for UK Practice". 关于“采用CKD-EPI(2021)估算GFR -对英国实践的影响”的评论。
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2025-03-11 DOI: 10.1159/000545104
Paul T Williams
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引用次数: 0
Correlation between Plasma Aldosterone Concentrations and Simple Renal Cyst in Hypertensive Patients. 高血压患者血浆醛固酮浓度与单纯性肾囊肿的相关性研究。
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2025-03-21 DOI: 10.1159/000545105
Huimin Ma, Xintian Cai, Shuaiwei Song, Qing Zhu, Junli Hu, Di Shen, Wenbo Yang, Yingying Zhang, Rui Ma, Pan Zhou, Delian Zhang, Qin Luo, Jing Hong, Nanfang Li, Nanfang Li

Background: Previous studies have linked primary aldosteronism to simple renal cysts (SRCs), but the relationship between plasma aldosterone concentration (PAC) and SRC remains unclear. This study aimed to investigate the association between PAC and SRC in hypertensive patients.

Methods: A total of 30,135 hypertensive patients who visited our hospital from January 2014 to December 2023 were included. Logistic regression analyses were conducted to explore the relationship between PAC and SRC, while restricted cubic splines (RCS) assessed the dose-response relationship. SRC were further categorized by size (≥2 cm) and number ≥2). Subgroup analyses were performed to evaluate PAC effects across different conditions.

Results: Multivariate logistic regression showed a positive association between PAC levels (per 5-ng/dL increase) and SRC (OR: 1.20, 95% CI: 1.17-1.23) after adjusting for confounders. Compared to the lowest PAC quartile (Q1), the Q2, Q3, and Q4 groups had progressively higher risks of SRC, with ORs of 1.03 (95% CI: 0.95-1.12), 1.25 (95% CI: 1.15-1.35), and 1.65 (95% CI: 1.52-1.78), respectively. Combining Q3 and Q4 (PAC ≥14.92) yielded an OR of 1.41 compared to Q1 and Q2 (<14.92). Similar trends were observed for SRC size ≥2 cm and number ≥2. RCS analysis confirmed a linear dose-response relationship between PAC and SRC risk. Subgroup and sensitivity analyses consistently supported these findings.

Conclusions: Elevated PAC levels have been linked to an increased risk of SRC in hypertensive patients. Regulating PAC levels may help mitigate SRC formation; however, further prospective studies are required to confirm this causal relationship.

背景:先前的研究已将原发性醛固酮增多症与单纯性肾囊肿(SRC)联系起来,但血浆醛固酮浓度(PAC)与SRC之间的关系尚不清楚。本研究旨在探讨高血压患者PAC与SRC之间的关系。方法:选取2014年1月至2023年12月在我院就诊的高血压患者30135例。Logistic回归分析探讨PAC与SRC之间的关系,限制三次样条(RCS)评估剂量-反应关系。SRC进一步按大小(≥2 cm)和数量(≥2个)进行分类。亚组分析评估PAC在不同条件下的效果。结果:调整混杂因素后,多因素logistic回归显示PACPAC水平(每增加5-ng/dL)与SRC呈正相关(OR: 1.20, 95% CI: 1.17 ~ 1.23)。与PAC最低四分位数(Q1)相比,Q2、Q3和Q4组发生SRC的风险逐渐升高,or分别为1.03 (95% CI: 0.95 ~ 1.12)、1.25 (95% CI: 1.15 ~ 1.35)和1.65 (95% CI: 1.52 ~ 1.78)。结合Q3和Q4 (PAC≥14.92),与Q1和Q2(< 14.92)相比,OR为1.41。SRC大小≥2 cm和数量≥2个也有类似的趋势。RCS分析证实了PAC和SRC风险之间的线性剂量-反应关系。亚组分析和敏感性分析一致支持这些发现。结论:高血压患者PAC水平升高与SRC风险增加有关。调节PAC水平可能有助于减轻SRC的形成;然而,需要进一步的前瞻性研究来证实这种因果关系。
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引用次数: 0
When Proteins Go Berserk: The Unfolded Protein Response and ER Stress. 当蛋白质发狂:未折叠的蛋白质反应和内质网应激。
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2025-03-04 DOI: 10.1159/000544971
Moran Dvela-Levitt, Doria Meiseles, Narkis Arbeli, Moran Dvela-Levitt

Background: The cellular proteostasis machinery is essential for maintaining protein homeostasis by employing quality control systems that identify, sequester, and eliminate damaged or misfolded proteins. However, the accumulation of misfolded proteins can overwhelm these protective mechanisms, disrupting proteostasis. This phenomenon is a hallmark of numerous pathologies, including a variety of genetic disorders. In the secretory pathway, the buildup of misfolded proteins triggers endoplasmic reticulum (ER) stress, which activates the unfolded protein response (UPR). The UPR serves as an adaptive mechanism, aiming to alleviate stress and restore cellular homeostasis. However, if ER stress is prolonged or severe, the UPR may fail to restore balance and apoptosis is induced.

Summary: This review introduces the intricate signaling pathways activated by the three UPR transmembrane sensors: protein-kinase R-like endoplasmic reticulum kinase (PERK), inositol requiring enzyme 1 (IRE1), and activating transcription factor 6 (ATF6). We briefly present the roles of the distinct transcriptional programs activated by each sensor in modulating the cellular response to protein stress and in determining cell fate. We discuss how genetic variants and environmental factors contribute to the heterogeneity observed in protein misfolding diseases. Finally, we critically evaluate select therapeutic strategies, specifically protein stabilization, trafficking modulation, and UPR sensor targeting approaches.

Key messages: This review introduces the potential consequences of protein misfolding, which may not only impair protein function but can also lead to toxic protein accumulation and stress induction. Using Fabry disease as a compelling example, we suggest that future therapeutic intervention may require nuanced, combination approaches that address both loss and gain of protein function.

细胞蛋白质平衡机制是维持蛋白质稳态所必需的,它采用质量控制系统来识别、隔离和消除受损或错误折叠的蛋白质。然而,错误折叠蛋白质的积累可以压倒这些保护机制,破坏蛋白质平衡。这种现象是许多疾病的标志,包括各种遗传疾病。在分泌途径中,错误折叠蛋白的积累触发内质网(ER)应激,从而激活未折叠蛋白反应(UPR)。UPR作为一种适应性机制,旨在缓解应激和恢复细胞稳态。然而,如果内质网应激持续或严重,UPR可能无法恢复平衡并诱导细胞凋亡。本文综述了三种UPR跨膜传感器:蛋白激酶r样内质网激酶(PERK)、肌醇需要酶1 (IRE1)和活化转录因子6 (ATF6)激活的复杂信号通路。我们简要介绍了由每个传感器激活的不同转录程序在调节细胞对蛋白质应激的反应和决定细胞命运中的作用。我们讨论了遗传变异和环境因素如何促成蛋白质错误折叠疾病中观察到的异质性。最后,我们批判性地评估了选择的治疗策略,特别是蛋白质稳定,运输调节和UPR传感器靶向方法。本文介绍了蛋白质错误折叠的潜在后果,它不仅可能损害蛋白质的功能,还可能导致有毒蛋白质的积累和应激诱导。以Fabry病为例,我们建议未来的治疗干预可能需要微妙的、结合的方法来解决蛋白质功能的丧失和获得。
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引用次数: 0
Prospects for Artificial Intelligence-Based Pathological Diagnosis of Renal Transplant Biopsy. 基于人工智能的肾移植活检病理诊断展望。
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2025-10-18 DOI: 10.1159/000549067
Kazuhiro Iwadoh, Makoto Tonsho

Background: Artificial intelligence, initiated in the 1950s, has matured after two setbacks into deep neural networks (DNNs) and large language models (LLMs). Key drivers of success were the adoption of nonlinear models and autonomous learning. DNNs function as discriminative models that hierarchically interpret features to classify images, while LLMs, as generative models trained on vast datasets, generate text based on contextual meaning.

Summary: Digital pathology (DP) employing DNNs and LLMs is advancing globally, yet Japan lags behind. To standardize diagnostic interpretation and reduce the workload of pathologists, integration of DP into renal transplant pathology (RTP) is essential. The CAMELYON16 challenge demonstrated that AI can achieve diagnostic accuracy comparable to or surpassing expert pathologists. In the USA, over ten DP systems have been approved by the FDA as class II medical devices for primary diagnosis. Moreover, US law assigns liability for AI-related misdiagnosis jointly to pathologists and institutions, promoting both accuracy and legal protection for pathologists. In 2019, the Banff Digital Pathology Working Group was established to build a pathology repository, share AI algorithms, and foster model standardization through competitions. With numerous AI systems emerging, DP platforms should evolve in parallel with biennial Banff classification updates.

Key messages: AI in RTP can enhance diagnostic objectivity and alleviate pathologists' workload. Linking Banff updates with AI retraining enables continuously updated, globally standardized DP. Advanced DP requires close collaboration between transplant pathologists, AI engineers, and cutting-edge graphics processing unit resources.

背景:人工智能始于20世纪50年代,经历了深度神经网络(dnn)和大型语言模型(llm)的两次挫折,已经成熟。成功的关键驱动因素是采用非线性模型和自主学习。dnn作为判别模型,分层解释特征以对图像进行分类,而llm作为在大量数据集上训练的生成模型,根据上下文含义生成文本。摘要:采用深度神经网络和法学硕士的数字病理学(DP)正在全球发展,但日本落后。为了规范诊断解释并减少病理学家的工作量,将DP整合到肾移植病理学(RTP)中是必不可少的。CAMELYON16挑战赛表明,人工智能的诊断准确性可以媲美或超过专业病理学家。在美国,超过10个DP系统已被FDA批准为II类医疗器械用于初级诊断。此外,美国法律将人工智能相关误诊的责任共同分配给病理学家和机构,既提高了准确性,也提高了对病理学家的法律保护。2019年,班夫数字病理工作组成立,建立病理库,共享人工智能算法,并通过竞赛促进模型标准化。随着众多人工智能系统的出现,DP平台应该与两年一度的班夫分类更新同步发展。关键信息:1)RTP中的AI可以提高诊断的客观性,减轻病理医生的工作量。2)将Banff更新与AI再训练联系起来,实现持续更新的全球标准化DP。3)高级DP需要移植病理学家、AI工程师和尖端GPU资源的密切合作。
{"title":"Prospects for Artificial Intelligence-Based Pathological Diagnosis of Renal Transplant Biopsy.","authors":"Kazuhiro Iwadoh, Makoto Tonsho","doi":"10.1159/000549067","DOIUrl":"10.1159/000549067","url":null,"abstract":"<p><strong>Background: </strong>Artificial intelligence, initiated in the 1950s, has matured after two setbacks into deep neural networks (DNNs) and large language models (LLMs). Key drivers of success were the adoption of nonlinear models and autonomous learning. DNNs function as discriminative models that hierarchically interpret features to classify images, while LLMs, as generative models trained on vast datasets, generate text based on contextual meaning.</p><p><strong>Summary: </strong>Digital pathology (DP) employing DNNs and LLMs is advancing globally, yet Japan lags behind. To standardize diagnostic interpretation and reduce the workload of pathologists, integration of DP into renal transplant pathology (RTP) is essential. The CAMELYON16 challenge demonstrated that AI can achieve diagnostic accuracy comparable to or surpassing expert pathologists. In the USA, over ten DP systems have been approved by the FDA as class II medical devices for primary diagnosis. Moreover, US law assigns liability for AI-related misdiagnosis jointly to pathologists and institutions, promoting both accuracy and legal protection for pathologists. In 2019, the Banff Digital Pathology Working Group was established to build a pathology repository, share AI algorithms, and foster model standardization through competitions. With numerous AI systems emerging, DP platforms should evolve in parallel with biennial Banff classification updates.</p><p><strong>Key messages: </strong>AI in RTP can enhance diagnostic objectivity and alleviate pathologists' workload. Linking Banff updates with AI retraining enables continuously updated, globally standardized DP. Advanced DP requires close collaboration between transplant pathologists, AI engineers, and cutting-edge graphics processing unit resources.</p>","PeriodicalId":18998,"journal":{"name":"Nephron","volume":" ","pages":"45-51"},"PeriodicalIF":1.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145318519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introduction. 介绍。
IF 1.8 4区 医学 Q2 UROLOGY & NEPHROLOGY Pub Date : 2025-01-01 Epub Date: 2025-12-09 DOI: 10.1159/000549977
Yayoi Ogawa, Atsushi Sugitani
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引用次数: 0
期刊
Nephron
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