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Developing an Edema Clinician-Reported Outcome Measure for Nephrotic Syndrome. 开发一种水肿临床医生报告的肾病综合征疗效测量方法。
Pub Date : 2023-06-12 eCollection Date: 2023-01-01 DOI: 10.1159/000531505
Debbie S Gipson, Maisha Pal, Hailey Desmond, Charles Anderson, Liron Walsh, Howard Trachtman, Susan F Massengill, Patrick Gipson, Panduranga S Rao, Joshua Thurman, Jeffrey Kopp, Elaine Kamil, Jennifer Lamothe, Laura H Mariani, Paula LaFleur, Suzanne Vento, Michelle O'Shaughnessy, Youssef M K Farag, Christine Simon, Noelle E Carlozzi

Introduction: Edema is a common manifestation of proteinuric kidney diseases, but there is no consensus approach for reliably evaluating edema. The objective of this study was to develop an edema clinician-reported outcome measure for use in patients with nephrotic syndrome.

Methods: A literature review was conducted to assess existing clinician-rated measures of edema. Clinical experts were recruited from internal medicine, nephrology, and pediatric nephrology practices to participate in concept elicitation using semi-structured interviews and cognitive debriefing. Qualitative analysis methods were used to collate expert input and inform measurement development. In addition, training and assessment modules were developed using an iterative process that also utilized expert input and cognitive debriefing to ensure interrater reliability.

Results: While several clinician-rated measures of edema have been proposed, our literature review did not identify any studies to support the reliability or validity of these measures. Fourteen clinician experts participated in the concept elicitation interviews, and twelve participated in cognitive debriefing. A clinician-reported outcome measure for edema was developed. The measure assesses edema severity in multiple individual body parts. An online training module and assessment tool were generated and refined using additional clinician input and investigative team expertise.

Conclusion: The Edema ClinRO (V1) measure is developed specifically to measure edema in nephrotic syndrome. The tool assesses edema across multiple body parts, and it includes a training module to ensure standardized administration across raters. Future examination of this measure is ongoing to establish its reliability and validity.

引言:水肿是蛋白尿性肾脏疾病的常见表现,但目前还没有可靠评估水肿的一致方法。本研究的目的是开发一种水肿的临床医生报告的结果测量方法,用于肾病综合征患者。方法:进行文献综述,以评估现有的临床医生评定的水肿指标。从内科、肾病学和儿科肾病学实践中招募临床专家,通过半结构化访谈和认知汇报参与概念启发。定性分析方法用于整理专家输入,并为测量发展提供信息。此外,培训和评估模块是使用迭代过程开发的,该过程还利用了专家输入和认知汇报,以确保参与者之间的可靠性。结果:虽然已经提出了几种临床医生评定的水肿指标,但我们的文献综述没有发现任何研究支持这些指标的可靠性或有效性。14名临床医生专家参与了概念启发访谈,12名专家参与了认知汇报。临床医生报告了水肿的结果测量方法。该指标评估身体多个部位水肿的严重程度。利用临床医生的额外投入和调查团队的专业知识,生成并完善了在线培训模块和评估工具。结论:水肿ClinRO(V1)测量是专门用于测量肾病综合征水肿的。该工具评估身体多个部位的水肿,并包括一个培训模块,以确保评分者的标准化管理。未来正在对这一措施进行审查,以确定其可靠性和有效性。
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引用次数: 0
Sporadic Case of Heterozygous X-Linked Alport Syndrome. 杂合子X连锁Alport综合征的散发病例。
Pub Date : 2023-05-16 eCollection Date: 2023-01-01 DOI: 10.1159/000530994
Jonathan E Zuckerman, Rachana Srivastava

Alport syndrome is a genetically and phenotypically heterogeneous disorder that can be transmitted in an X-linked, autosomal recessive, or autosomal dominant fashion and can affect glomerular, cochlear, and ocular basement membranes. The disorder results from mutations in the collagen IV genes COL4A5 (X chromosome), COL4A3, and COL4A4. Alport patients are at lifetime risk for kidney failure, sensorineural deafness, and ocular abnormalities. Males with Alport syndrome typically present with severe phenotype with progression to end-stage kidney disease and/or sensorineural deafness and eye changes. Females generally having less severe presentation and diagnosis of X-linked Alport syndrome are generally not considered. Here, we report a case of a 3-year-old girl with gross hematuria, proteinuria, and chronic kidney disease who was found to have features of Alport syndrome on kidney biopsy and a sporadic heterozygous pathogenic COL4A5 deletion on molecular testing. This case report emphasizes the importance of kidney biopsy and molecular testing in the work up of pediatric patients with hematuria, proteinuria, and/or chronic kidney disease. It is also a poignant illustration that females with heterozygous X-linked COL4A5 mutations are often affected patients. It further illustrates the phenomenon of sporadic occurrence of genetic kidney disease in the absence of family history of kidney disease.

Alport综合征是一种遗传和表型异质性疾病,可通过X连锁、常染色体隐性或常染色体显性方式传播,并可影响肾小球、耳蜗和眼基底膜。该疾病由胶原IV基因COL4A5(X染色体)、COL4A3和COL4A4的突变引起。Alport患者一生都有肾衰竭、感觉神经性耳聋和眼部异常的风险。患有Alport综合征的男性通常表现出严重的表型,并进展为终末期肾病和/或感觉神经性耳聋和眼睛变化。通常不考虑表现和诊断为X连锁Alport综合征的女性。在此,我们报告了一例患有肉眼血尿、蛋白尿和慢性肾脏疾病的3岁女孩,她在肾活检中发现有Alport综合征的特征,在分子检测中发现有散发性杂合致病性COL4A5缺失。本病例报告强调了肾活检和分子检测在儿童血尿、蛋白尿和/或慢性肾脏疾病患者治疗中的重要性。这也是一个令人心酸的例子,具有杂合X连锁COL4A5突变的女性经常受到影响。它进一步说明了在没有肾病家族史的情况下,遗传性肾病零星发生的现象。
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引用次数: 0
14th Biennial International Podocyte Conference 第十四届双年展国际足细胞会议
Pub Date : 2023-05-15 DOI: 10.1159/000530913
not applicable as these are abstracts
不适用,因为这些是摘要
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引用次数: 0
Patterns of Renal Dysfunction and Profile of Kidney Biopsies in Hematopoietic Stem Cell Transplant Recipients. 造血干细胞移植受者的肾功能障碍模式和肾活检概况。
Pub Date : 2023-03-14 eCollection Date: 2023-01-01 DOI: 10.1159/000529699
Elenjickal Elias John, Sanjeet Roy, Anup J Devasia, Reka Karuppusami, Nisha Jose, Selvin Sundar Raj Mani, Jeethu Joseph Eapen, Sabina Yusuf, Athul Thomas, Anna T Valson, Vinoi George David, Vikram Mathews, Biju George, Santosh Varughese, Suceena Alexander

Introduction: Post hematopoietic stem cell transplant (HSCT), kidney can be subjected to injury by various causes. Of these, graft versus host disease (GvHD) affecting the kidney is an under-recognized entity with no clear guidelines on its diagnosis, clinicopathological manifestations, and outcomes.

Material and methods: Out of 2,930 patients who underwent HSCT at our center between 2005 and 2020, kidney biopsy was performed in 19 allogenic and 5 autologous recipients.

Results: The mean age of the cohort at transplant was 33.2 ± 7 years, and 15 (62%) were males. Median time to kidney biopsy from HSCT was 14 (IQR, 9-30) months. Aplastic anemia was the most common underlying hematological disease (54.2%). All 19 allogenic recipients were classified based on clinicopathological manifestations into either thrombotic microangiopathy (TMA, 12/19 [63%]) or nephrotic syndrome (NS, 7/19 [37%]) pattern. Glomerular tuft "mesangiolysis" was the dominant pattern of injury noted in 9/12 cases of TMA pattern. There was a predominance of acute microangiopathic changes restricted primarily to the glomerular compartment. Of the 7 patients with NS pattern, membranous nephropathy was seen in 4 (57%) and minimal change disease in 3 (43%) patients. Thirty-nine percent (7/18) stained positive for C4d which was predominantly glomerular. Allogenic recipients who did not receive immunosuppression (IS) for renal disease had a lower eGFR at biopsy, a longer latency between withdrawal of GvHD prophylaxis and biopsy, and were significantly at a higher risk of kidney failure (IS: 2/11, 18.1% vs. no IS: 2/6, 33.3%, p = 0.04). "Associated extra-renal GvHD" occurred in 11/19 (57.9%) allogenic recipients. Patients with "associated extra-renal GvHD" had significantly more deaths (6/11, 60% vs. 0, p = 0.02) but comparable renal outcomes.

Conclusion: Renal GvHD can present with or without "associated extra-renal GvHD" after a prolonged period of withdrawal of GvHD prophylaxis, requiring careful diagnostic vigilance and consideration of IS.

简介造血干细胞移植(HSCT)后,肾脏可能受到各种原因的损伤。其中,影响肾脏的移植物抗宿主疾病(GvHD)尚未得到充分认识,在其诊断、临床病理表现和预后方面没有明确的指南:2005年至2020年期间,在本中心接受造血干细胞移植的2930名患者中,有19名异体受者和5名自体受者接受了肾活检:结果:患者移植时的平均年龄为(33.2 ± 7)岁,其中 15 例(62%)为男性。从造血干细胞移植到肾活检的中位时间为14个月(IQR,9-30个月)。再生障碍性贫血是最常见的基础血液病(54.2%)。根据临床病理表现,所有 19 例异基因受者均被分为血栓性微血管病(TMA,12/19 [63%])或肾病综合征(NS,7/19 [37%])两种模式。在 9/12 例 TMA 型病例中,肾小球簇 "系膜溶解 "是主要的损伤模式。急性微血管病变主要局限于肾小球区。在 7 例 NS 型患者中,4 例(57%)出现膜性肾病,3 例(43%)出现微小病变。39%的患者(7/18)C4d染色呈阳性,主要是肾小球。未因肾脏疾病接受免疫抑制(IS)的异体受者活检时的eGFR较低,从停止预防GvHD到活检之间的潜伏期较长,肾衰竭的风险明显较高(IS:2/11,18.1% vs. 无IS:2/6,33.3%,p = 0.04)。11/19(57.9%)名异基因受者出现了 "相关肾外GvHD"。伴有肾外GvHD "的患者死亡人数明显增多(6/11,60% vs. 0,p = 0.02),但肾脏结果相当:结论:长期停用预防性肾脏坏死药物后,肾脏坏死可伴有或不伴有 "相关肾外坏死",因此需要在诊断时保持警惕并考虑IS。
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引用次数: 0
A Genetic Risk Score Distinguishes Different Types of Autoantibody-Mediated Membranous Nephropathy. 基因风险评分可区分不同类型的自身抗体介导的膜性肾病
Pub Date : 2023-03-13 eCollection Date: 2023-01-01 DOI: 10.1159/000529959
Sanjana Gupta, Mallory Lorraine Downie, Chris Cheshire, Stephanie Dufek-Kamperis, Adam Paul Levine, Paul Brenchley, Elion Hoxha, Rolf Stahl, Neil Ashman, Ruth Jennifer Pepper, Sean Mason, Jill Norman, Detlef Bockenhauer, Horia Constantin Stanescu, Robert Kleta, Daniel Philip Gale

Introduction: Membranous nephropathy (MN) is the leading cause of nephrotic syndrome in adults and is characterized by detectable autoantibodies against glomerular antigens, most commonly phospholipase A2 receptor 1 (PLA2R1) and thrombospondin type-1 domain containing 7A (THSD7A). In Europeans, genetic variation in at least five loci, PLA2R1, HLA-DRB1, HLA-DQA1, IRF4, and NFKB1, affects the risk of disease. Here, we investigated the genetic risk differences between different autoantibody states.

Methods: 1,409 MN individuals were genotyped genome-wide with a dense SNV array. The genetic risk score (GRS) was calculated utilizing the previously identified European MN loci, and results were compared with 4,929 healthy controls and 422 individuals with steroid-sensitive nephrotic syndrome.

Results: GRS was calculated in the 759 MN individuals in whom antibody status was known. The GRS for MN was elevated in the anti-PLA2R1 antibody-positive (N = 372) compared with both the unaffected control (N = 4,929) and anti-THSD7A-positive (N = 31) groups (p < 0.0001 for both comparisons), suggesting that this GRS reflects anti-PLA2R1 MN. Among PLA2R1-positive patients, GRS was inversely correlated with age of disease onset (p = 0.009). Further, the GRS in the dual antibody-negative group (N = 355) was intermediate between controls and the PLA2R1-positive group (p < 0.0001).

Conclusion: We demonstrate that the genetic risk factors for PLA2R1- and THSD7A-antibody-associated MN are different. A higher GRS is associated with younger age of onset of disease. Further, a proportion of antibody-negative MN cases have an elevated GRS similar to PLA2R1-positive disease. This suggests that in some individuals with negative serology the disease is driven by autoimmunity against PLA2R1.

简介膜性肾病(MN)是成人肾病综合征的主要病因,其特征是可检测到针对肾小球抗原的自身抗体,其中最常见的是磷脂酶 A2 受体 1(PLA2R1)和含凝血酶原 1 型结构域 7A(THSD7A)。在欧洲人中,至少 PLA2R1、HLA-DRB1、HLA-DQA1、IRF4 和 NFKB1 这五个位点的遗传变异会影响患病风险。在此,我们研究了不同自身抗体状态之间的遗传风险差异。方法:使用高密度 SNV 阵列对 1 409 名 MN 患者进行了全基因组基因分型。方法:利用密集的 SNV 阵列对 1,409 名 MN 患者进行全基因组分型,利用之前确定的欧洲 MN 基因位点计算遗传风险评分(GRS),并将结果与 4,929 名健康对照者和 422 名类固醇敏感肾病综合征患者进行比较:对已知抗体状态的 759 名 MN 患者的 GRS 进行了计算。与未受影响的对照组(4929 人)和抗 THSD7A 阳性组(31 人)相比,抗 PLA2R1 抗体阳性组(372 人)的 MN GRS 升高(两组比较的 p 均小于 0.0001),这表明 GRS 反映了抗 PLA2R1 MN 的情况。在 PLA2R1 阳性患者中,GRS 与发病年龄成反比(p = 0.009)。此外,双抗体阴性组(N = 355)的GRS介于对照组和PLA2R1阳性组之间(p < 0.0001):我们证明了 PLA2R1 和 THSD7A 抗体相关 MN 的遗传风险因素是不同的。GRS越高,发病年龄越小。此外,一部分抗体阴性 MN 病例的 GRS 升高与 PLA2R1 阳性病例相似。这表明,在一些血清学阴性的个体中,疾病是由针对 PLA2R1 的自身免疫驱动的。
{"title":"A Genetic Risk Score Distinguishes Different Types of Autoantibody-Mediated Membranous Nephropathy.","authors":"Sanjana Gupta, Mallory Lorraine Downie, Chris Cheshire, Stephanie Dufek-Kamperis, Adam Paul Levine, Paul Brenchley, Elion Hoxha, Rolf Stahl, Neil Ashman, Ruth Jennifer Pepper, Sean Mason, Jill Norman, Detlef Bockenhauer, Horia Constantin Stanescu, Robert Kleta, Daniel Philip Gale","doi":"10.1159/000529959","DOIUrl":"10.1159/000529959","url":null,"abstract":"<p><strong>Introduction: </strong>Membranous nephropathy (MN) is the leading cause of nephrotic syndrome in adults and is characterized by detectable autoantibodies against glomerular antigens, most commonly phospholipase A2 receptor 1 (PLA2R1) and thrombospondin type-1 domain containing 7A (THSD7A). In Europeans, genetic variation in at least five loci, <i>PLA2R1</i>, <i>HLA-DRB1</i>, <i>HLA-DQA1, IRF4, and NFKB1,</i> affects the risk of disease. Here, we investigated the genetic risk differences between different autoantibody states.</p><p><strong>Methods: </strong>1,409 MN individuals were genotyped genome-wide with a dense SNV array. The genetic risk score (GRS) was calculated utilizing the previously identified European MN loci, and results were compared with 4,929 healthy controls and 422 individuals with steroid-sensitive nephrotic syndrome.</p><p><strong>Results: </strong>GRS was calculated in the 759 MN individuals in whom antibody status was known. The GRS for MN was elevated in the anti-PLA2R1 antibody-positive (<i>N</i> = 372) compared with both the unaffected control (<i>N</i> = 4,929) and anti-THSD7A-positive (<i>N</i> = 31) groups (<i>p</i> < 0.0001 for both comparisons), suggesting that this GRS reflects anti-PLA2R1 MN. Among PLA2R1-positive patients, GRS was inversely correlated with age of disease onset (<i>p</i> = 0.009). Further, the GRS in the dual antibody-negative group (<i>N</i> = 355) was intermediate between controls and the PLA2R1-positive group (<i>p</i> < 0.0001).</p><p><strong>Conclusion: </strong>We demonstrate that the genetic risk factors for PLA2R1- and THSD7A-antibody-associated MN are different. A higher GRS is associated with younger age of onset of disease. Further, a proportion of antibody-negative MN cases have an elevated GRS similar to PLA2R1-positive disease. This suggests that in some individuals with negative serology the disease is driven by autoimmunity against PLA2R1.</p>","PeriodicalId":73177,"journal":{"name":"Glomerular diseases","volume":"3 1","pages":"116-125"},"PeriodicalIF":0.0,"publicationDate":"2023-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10116192/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9380839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
pSTAT1 Is Activated during the Progression of IgA Nephropathy. pSTAT1在IgA肾病的进展过程中被激活
Pub Date : 2023-01-01 DOI: 10.1159/000526056
Jianling Tao, Neeraja Kambham, Shirley Kwok, Richard A Lafayette

Introduction: IgA nephropathy is the most common primary glomerular disease. Its pathogenesis is still poorly understood. Alterations of the Janus kinase signal transducer and activator of transcription (JAK-STAT) pathway may play an important role in IgA nephropathy.

Methods: We evaluated the clinical features, pathology, and tissue staining for lymphocytes and phosphorylated STAT1 (pSTAT1) in 43 patients with biopsy proven IgA nephropathy. They were followed to determine their disease outcomes. All had biopsy tissue and multiple laboratory measurements to assess their kidney disease progression. Sixteen patients underwent repeat kidney biopsy to further assess their clinical status.

Results: The median eGFR at baseline was 61 mL/min/1.73 m2 and the median proteinuria was 2,600 mg/d. The median follow-up was 5 years with an average annual decline in eGFR of 2.25 mL/min/1.73 m2. There was significant inflammation and atrophy seen in the first biopsy, which progressed among those who undertook a 2nd biopsy. Compared to healthy kidney tissue, glomeruli and tubulointerstitium demonstrated increased lymphocyte (CD3+) infiltrates and increased pSTAT1 staining by immunohistochemistry. Increased CD3 (p = 0.001) staining and increased pSTAT1 (p = 0.03) correlated with reduced eGFR levels. In repeat biopsy samples, increasing pSTAT1 staining correlated with loss of eGFR over time (p = 0.02).

Conclusion: These findings support the hypothesis that pSTAT1 is activated in IgA nephropathy and may play a role in the progression toward kidney failure.

简介:IgA肾病是最常见的原发性肾小球疾病。其发病机制尚不清楚。Janus激酶信号转导和转录激活因子(JAK-STAT)通路的改变可能在IgA肾病中起重要作用。方法:我们评估了43例活检证实的IgA肾病患者的临床特征、病理和淋巴细胞和磷酸化STAT1 (pSTAT1)的组织染色。他们被跟踪以确定他们的疾病结果。所有患者都进行了活检组织和多项实验室测量,以评估其肾脏疾病的进展。16例患者接受了重复肾活检以进一步评估其临床状况。结果:基线时中位eGFR为61 mL/min/1.73 m2,中位蛋白尿为2,600 mg/d。中位随访时间为5年,eGFR平均每年下降2.25 mL/min/1.73 m2。在第一次活检中可见明显的炎症和萎缩,在进行第二次活检的患者中进展。与健康肾组织相比,肾小球和小管间质免疫组化显示淋巴细胞(CD3+)浸润增加,pSTAT1染色增加。CD3染色增加(p = 0.001)和pSTAT1染色增加(p = 0.03)与eGFR水平降低相关。在重复活检样本中,随着时间的推移,pSTAT1染色的增加与eGFR的损失相关(p = 0.02)。结论:这些发现支持了pSTAT1在IgA肾病中被激活的假设,并可能在肾衰竭的进展中发挥作用。
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引用次数: 0
APOL1 and APOL1-Associated Kidney Disease: A Common Disease, an Unusual Disease Gene - Proceedings of the Henry Shavelle Professorship. APOL1和APOL1相关的肾脏疾病:一种常见疾病,一种不寻常的疾病基因- Henry Shavelle教授会议记录。
Pub Date : 2023-01-01 DOI: 10.1159/000529227
Martin R Pollak, David J Friedman

Background: Genetic variants in APOL1 are a major contributor to the increased risk of kidney disease in people of recent African ancestry.

Summary: Two alleles in the APOL1 gene, referred to as G1 and G2, confer increased risk of kidney disease under a recessive model of risk inheritance. Disease risk is inherited as a recessive trait: People with genotypes G1/G1, G2/G2, and G1/G2 (i.e., a risk allele from each parent) have increased risk for what we refer to here as APOL1-associated kidney disease. In the USA, about 13% of the self-identified African-American population has a high-risk genotype. As we discuss below, APOL1 is an unusual disease gene. Most studies to date have suggested that the G1 and G2 variants have toxic, gain-of-function effects on the encoded protein.

Key message: In this article, we review key concepts critical to understanding APOL1-associated kidney disease, emphasizing ways in which it is highly atypical for a human disease-causing gene.

背景:APOL1的遗传变异是近期非洲血统人群肾脏疾病风险增加的主要因素。摘要:APOL1基因中的两个等位基因G1和G2在风险遗传的隐性模型下增加了肾脏疾病的风险。疾病风险作为一种隐性特征遗传:基因型为G1/G1、G2/G2和G1/G2的人(即来自父母双方的风险等位基因)患apol1相关肾病的风险增加。在美国,大约13%的自我认定的非裔美国人有高风险基因型。正如我们下面讨论的,APOL1是一种不寻常的疾病基因。迄今为止,大多数研究表明G1和G2变异对编码蛋白具有毒性和功能获得效应。关键信息:在本文中,我们回顾了对理解apol1相关肾脏疾病至关重要的关键概念,强调了它在人类致病基因中是非典型的方式。
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引用次数: 3
An Alport Syndrome Journey: From Powerless to Empowered - A Patient Perspective. 阿尔波特综合症之旅:从无能为力到被授权——一个病人的视角。
Pub Date : 2023-01-01 DOI: 10.1159/000529433
Lisa Bonebrake

As an Alport syndrome patient, caregiver, and executive director of Alport Syndrome Foundation, I am aware of the frequently challenging road in seeking an accurate diagnosis. Our journeys are scattered with misdiagnosis, missed opportunities for accurate diagnosis, counterproductive medications, and overwhelming guilt when our children are diagnosed. We understand that most of our healthcare providers know very little about our disease. Typically, it is incumbent upon us to become empowered through education and connection with our patient community to be sure that our physical and emotional health is well managed.

作为一名阿尔波特综合症患者、护理者和阿尔波特综合症基金会的执行董事,我意识到寻求准确诊断的道路经常充满挑战。我们的旅程中到处都是误诊,错过了准确诊断的机会,适得其反的药物,以及当我们的孩子被诊断出来时压倒性的内疚。我们知道,我们的大多数医疗保健提供者对我们的疾病知之甚少。通常,我们有责任通过教育和与患者群体的联系来增强自己的能力,以确保我们的身心健康得到良好的管理。
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引用次数: 1
Ridge Regression for Functional Form Identification of Continuous Predictors of Clinical Outcomes in Glomerular Disease. 用于肾小球疾病临床结果连续预测因子功能形态识别的岭回归
Pub Date : 2023-01-01 DOI: 10.1159/000528847
Jeremy Rubin, Laura Mariani, Abigail Smith, Jarcy Zee

Introduction: Penalized regression models can be used to identify and rank risk factors for poor quality of life or other outcomes. They often assume linear covariate associations, but the true associations may be nonlinear. There is no standard, automated method for determining optimal functional forms (shapes of relationships) between predictors and the outcome in high-dimensional data settings.

Methods: We propose a novel algorithm, ridge regression for functional form identification of continuous predictors (RIPR) that models each continuous covariate with linear, quadratic, quartile, and cubic spline basis components in a ridge regression model to capture potential nonlinear relationships between continuous predictors and outcomes. We used a simulation study to test the performance of RIPR compared to standard and spline ridge regression models. Then, we applied RIPR to identify top predictors of Patient-Reported Outcomes Measurement Information System (PROMIS) adult global mental and physical health scores using demographic and clinical characteristics among N = 107 glomerular disease patients enrolled in the Nephrotic Syndrome Study Network (NEPTUNE).

Results: RIPR resulted in better predictive accuracy than the standard and spline ridge regression methods in 56-80% of simulation repetitions under a variety of data characteristics. When applied to PROMIS scores in NEPTUNE, RIPR resulted in the lowest error for predicting physical scores, and the second-lowest error for mental scores. Further, RIPR identified hemoglobin quartiles as an important predictor of physical health that was missed by the other models.

Conclusion: The RIPR algorithm can capture nonlinear functional forms of predictors that are missed by standard ridge regression models. The top predictors of PROMIS scores vary greatly across methods. RIPR should be considered alongside other machine learning models in the prediction of patient-reported outcomes and other continuous outcomes.

惩罚回归模型可用于识别和排序生活质量差或其他结果的风险因素。它们通常假设线性协变量关联,但真正的关联可能是非线性的。在高维数据设置中,没有标准的、自动化的方法来确定预测因子和结果之间的最佳函数形式(关系的形状)。方法:我们提出了一种新的连续预测函数形式识别的脊回归算法(RIPR),该算法用脊回归模型中的线性、二次、四分位数和三次样条基分量对每个连续协变量进行建模,以捕捉连续预测因子与结果之间潜在的非线性关系。我们使用模拟研究来测试RIPR与标准和样条脊回归模型的性能。然后,我们利用纳入肾病综合征研究网络(NEPTUNE)的N = 107名肾小球疾病患者的人口学和临床特征,应用RIPR识别患者报告结局测量信息系统(PROMIS)成人全球身心健康评分的顶级预测因子。结果:在各种数据特征下,RIPR在56 ~ 80%的模拟重复次数上的预测精度优于标准和样条脊回归方法。当应用于海王星的PROMIS分数时,RIPR在预测身体分数方面的误差最低,在预测心理分数方面的误差第二低。此外,RIPR发现血红蛋白四分位数是其他模型所遗漏的身体健康的重要预测因子。结论:RIPR算法可以捕捉到标准脊回归模型所遗漏的非线性函数形式。PROMIS得分的最高预测因子在不同的方法中差异很大。在预测患者报告的结果和其他连续结果时,应将RIPR与其他机器学习模型一起考虑。
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引用次数: 0
HIV-Associated Nephropathy in 2022. 2022年hiv相关肾病。
Pub Date : 2023-01-01 DOI: 10.1159/000526868
Frederick Berro Rivera, Marie Francesca Mapua Ansay, Jem Marie Golbin, Pia Gabrielle I Alfonso, Gerard Francis E Mangubat, Rajiv Hans Solita Menghrajani, Siena Placino, Marianne Katharina Vicera Taliño, Deogracias Villa De Luna, Nicolo Cabrera, Carlo Nemesio Trinidad, Amir Kazory

Background: HIV-associated nephropathy (HIVAN) is a renal parenchymal disease that occurs exclusively in people living with HIV. It is a serious kidney condition that may possibly lead to end-stage kidney disease, particularly in the HIV-1 seropositive patients.

Summary: The African-American population has increased susceptibility to this comorbidity due to a strong association found in the APOL1 gene, specifically two missense mutations in the G1 allele and a frameshift deletion in the G2 allele, although a "second-hit" event is postulated to have a role in the development of HIVAN. HIVAN presents with proteinuria, particularly in the nephrotic range, as with other kidney diseases. The diagnosis requires biopsy and typically presents with collapsing subtype focal segmental glomerulosclerosis and microcyst formation in the tubulointerstitial region. Gaps still exist in the definitive treatment of HIVAN - concurrent use of antiretroviral therapy and adjunctive management with like renal-angiotensin-aldosterone system inhibitors, steroids, or renal replacement therapy showed benefits.

Key message: This study reviews the current understanding of HIVAN including its epidemiology, mechanism of disease, related genetic factors, clinical profile, and pathophysiologic effects of management options for patients.

背景:HIV相关性肾病(HIV -associated nephropathy, HIVAN)是一种仅发生在HIV感染者身上的肾实质疾病。这是一种严重的肾脏疾病,可能导致终末期肾脏疾病,特别是在HIV-1血清阳性患者中。摘要:非裔美国人对这种共病的易感性增加,这是由于APOL1基因中发现的强烈关联,特别是G1等位基因的两个错义突变和G2等位基因的移码缺失,尽管“二次命中”事件被认为在HIVAN的发展中起作用。与其他肾脏疾病一样,hiv表现为蛋白尿,尤其是肾病。诊断需要活检,典型表现为塌陷亚型局灶节段性肾小球硬化和小管间质区微囊肿形成。在hiv的明确治疗方面仍然存在差距——同时使用抗逆转录病毒治疗和辅助管理如肾-血管紧张素-醛固酮系统抑制剂、类固醇或肾脏替代治疗显示出益处。本研究综述了目前对hiv的认识,包括其流行病学、发病机制、相关遗传因素、临床概况以及患者治疗方案的病理生理影响。
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Glomerular diseases
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