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Kidney International Reports

Elsevier BV

Preprints posted in the last 90 days, ranked by how well they match Kidney International Reports's content profile, based on 14 papers previously published here. The average preprint has a 0.02% match score for this journal, so anything above that is already an above-average fit.

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Serum Total Immunoglobulin-E Levels and Early Loss of eGFR in Individuals at Risk of Mesoamerican Nephropathy: A Nested Case-Control Analysis from a Population Representative Follow-Up Study

Caplin, B.; Agarwal, S.; Day, A.; Al-Rashed, A.; Oomatia, A.; Gonzalez-Quiroz, M.; Pearce, N.

2026-03-02 nephrology 10.64898/2026.02.27.25342157 medRxiv
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IntroductionThere remains considerable debate as to the cause of the epidemic of Mesoamerican Nephropathy (MeN). We have previously reported early loss of estimated glomerular filtration rate (eGFR) as a surrogate for disease onset in a population-representative cohort study of young-adults at risk of disease from Northwest Nicaragua. Using a nested case-control approach we analysed urine and serum proteins surrounding this timepoint with the aim of gaining insight into the primary disease aetiology. MethodsWe conducted label-free ultra high-performance liquid chromatography mass-spectrometry based proteomics using urine samples collected at the study visit before, and at, first observed eGFR loss amongst cases and compared results to matched controls. We then performed direct protein measurements in a discovery cohort followed by quantification of serum total immunoglobulin E (stIgE) at multiple timepoints in a replication cohort. ResultsProteomic analysis demonstrated no differences in the levels of any single protein between cases and controls (n=25 each), at either timepoint, after correction for multiple comparisons. However, functional enrichment analysis demonstrated upregulation of adaptive immune pathways amongst cases. Direct measurements in the discovery cohort using high-sensitivity PCR-based immunoassay (n=21 controls, 19 cases) demonstrated higher stIgE in cases at the study visit immediately prior to first observed eGFR loss (mean difference 810kU/L, 95% confidence interval (CI): 162-1457kU/L). In the replication cohort (n=22 cases, 21 controls) an stIgE level >500kU/L measured by electrochemiluminescence in study samples from any timepoint in the 3 years prior to the first observed loss of eGFR was independently associated with case status when compared to samples from controls at matched visits (adjusted Odds Ratio: 8.1, 95% CI: 1.4-47.8). DiscussionA high level of stIgE precedes loss of eGFR in those at risk of MeN. Understanding what leads to this rise is likely to be key to understanding the cause of the MeN epidemic. Lay SummaryMesoamerican nephropathy describes an epidemic-level chronic kidney disease impacting rural working age adults in Central America. Although a number of exposures, including occupational heat exposure, have been proposed the cause of the epidemic, there remains much debate as to the primary aetiology of the disease. In this study we interrogated urine and blood samples from individuals from affected communities at risk of disease both before and after they develop kidney dysfunction. Using two different approaches, analysis of both urine and blood samples provide evidence of upregulation of immunoglobulin-E (IgE) related pathways in the 2-3 years before individuals develop evidence of kidney disease. Infections (particularly those involving parasites) and allergic reactions, but not heat exposure, have been reported to increase IgE levels. Going forwards, understanding the cause of this increase in IgE in individuals at risk of disease is likely to provide insight into the cause of Mesoamerican Nephropathy epidemics.

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Defining the Global Landscape of Kidney Genetics Care-A Scoping Review and International Stakeholder Consultation of Clinic Models and Outcomes

Lim, R. S.; Harris, T.; Jefferis, J.; Jahan, S.; Lim, R. S.; D Arrietta, L. M.; Ng, K. H.; Chin, H. L.; Goh, L. L.; Acharyya, S.; Chan, E. C. Y.; Patel, C.; Biros, E.; Sevdalis, N.; Mallett, A. J.

2026-02-15 nephrology 10.64898/2026.02.13.26346222 medRxiv
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IntroductionGenomic testing is reshaping nephrology practice, yet the structure, outcomes, and implementation of kidney genetics services remain poorly characterized. MethodsWe conducted a two-part scoping study comprising (i) a literature review (JBI methodology, PRISMA-ScR compliant; OSF registration doi.org/10.17605/OSF.IO/N32VA) of English-language publications (2000-2025) describing kidney genetics services and outcomes, and (ii) an international stakeholder consultation of clinic leads to capture real-world service and implementation experiences. ResultsSixty studies were included, predominantly from North America (n=23), followed by United Kingdom/Ireland (n=5), Europe (n=17), Australia/New Zealand (n=10), and Asia (n=5). Among the 25 studies describing clinic models, four types were identified: multidisciplinary integrated (n=12), nephrologist-led (n=9), mainstreaming (n=2), and traditional genetics referral (n=2). Clinic structure varied by region. Outcome reporting focused on diagnostic yield (92%), with limited data on timeliness (16%), patient-reported outcomes (12%), or implementation outcomes (4%). Test penetration was high across regions and models, while diagnostic yield varied. Nephrologist-led clinics demonstrated comparable performance to multidisciplinary models when adequately supported. International stakeholder consultation data (n=48) revealed diversification of clinic models across regions. In Australia/New Zealand, multidisciplinary clinics predominated, supported by public funding and in-house or hybrid laboratory. United Kingdom/Ireland clinics used public funding and a national laboratory. North American clinics show greater heterogeneity, with higher prevalence of nephrologist-led models, reliance on commercial laboratories, and mixed or private funding. Asian clinics reported nephrologist-led models, with resource constraints, and hybrid testing and funding arrangements. Comprehensive sequencing with virtual panels predominated in Australia/New Zealand, United Kingdom, and Europe; phenotype-driven panels {+/-} reflex testing were more common in North America. ConclusionsKidney genetics care is expanding but remains unevenly implemented. Nephrologist-led and multidisciplinary models can be effective with appropriate support. Patient selection may influence diagnostic yield more than testing modality. Standardized outcome reporting and theory-driven implementation evaluation are essential for delivering equitable, sustainable genomic services. Lay SummaryThis study examined how kidney genetics services are delivered across the globe. We reviewed 60 studies (2000-2025) and consulted 48 clinic leaders globally. Four service models were identified--multidisciplinary integrated, nephrologist-led, mainstreaming, and traditional genetics referral--and mapped variation in care teams, test strategies, test laboratories, and funding. Most studies reported diagnostic yield, but few assessed patient experience or how well services were implemented. European programs showed the highest performance, attributed to clear referral criteria, deep phenotyping, detailed family histories, multidisciplinary review, and strong public funding. Clinics led by nephrologists performed comparably to multidisciplinary teams when adequately supported. Across all settings, patient selection was more important than the specific type of genetic test used in determining diagnostic success. Kidney genetics services are expanding but remain uneven. This study highlights the need for context-specific, theory-informed, and determinants-targeted strategies to support scalable, equitable, and sustainable genomic care worldwide.

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Anillin variant in proteinuric kidney disease drives tubular epithelial cell death, junctional instability, and barrier dysfunction

Craig, Z.; Jacobs, H. M.; Fermin, D.; Fischer, M.; Liu, X. M.; Berthier, C. C.; Smith, J. A.; El Saghir, J.; Eddy, S.; Alaba, M.; Wheeler, S.; Vega-Warner, V.; Godfrey, B.; Alakwaa, F.; Larkina, M.; Eichinger, F.; Menon, R.; Minakawa, A.; Kretzler, M.; Weng, S.; Miller, A. L.; Harder, J. L.

2026-03-26 nephrology 10.64898/2026.03.24.26348901 medRxiv
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Poor outcomes in proteinuric kidney diseases are challenging to successfully manage therapeutically due to the heterogeneity of underlying disease pathogenesis and associated risk for progression. The role of cytoskeleton-associated proteins, including the scaffolding protein Anillin (ANLN), are of specific interest in kidney disease given the importance of actin dynamics in the kidneys specialized epithelial cell types. In this study, we identify the prevalence of genetic variants in ANLN, the gene encoding ANLN, in a cohort of deeply phenotyped individuals with non-diabetic proteinuric kidney disease. Thirty-one individuals (of 864 genotyped) harbor heterozygously expressed variants in ANLN; 7 unrelated individuals shared the same variant (I1109V) in the C-terminal pleckstrin homology (PH) domain, a region necessary for interaction with the plasma membrane. Kidney organoids generated from I1109V induced pluripotent stem cells from 1 of these individuals showed increased epithelial cell mitogen-activated protein kinase 8 network activity and apoptosis, which was enhanced by tumor necrosis factor alpha (TNF-) and phenocopied by actin polymerization inhibition. TNF--treated I1109V organoids also exhibited tubular lumen expansion. Knockdown and re-expression of the analogous ANLN variant in Xenopus laevis embryonic epithelia resulted in defects in cell-cell junction dynamics including wavy cell membranes exhibiting increased transverse movements as well as abnormal junctional F-actin remodeling in response to mechanical stress and leaky barrier function. Taken together, these results indicate that enhanced tubular epithelial cell death, perturbed cell-cell contacts and barrier function defects are associated with a novel ANLN variant discovered in individuals with non-diabetic proteinuric kidney disease. ONE SENTENCE SUMMARYEnhanced tubular epithelial cell death and perturbed cell-cell junction integrity and barrier function are associated with a novel Anillin coding variant discovered in a cohort of individuals with proteinuric kidney disease.

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Urine pH and Kidney Outcomes in Biopsy-Proven Kidney Disease: Association with Medullary Cast Formation

Tsuji, K.; Uchida, N.; Nakanoh, H.; Fukushima, K.; Uchida, H. A.; Kitamura, S.; Wada, J.

2026-03-27 nephrology 10.64898/2026.03.26.26349355 medRxiv
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Background: Lower urine pH has been associated with reduced kidney function and an increased risk of kidney disease; however, its prognostic and pathological significance in biopsy-proven kidney disease remains unclear. A recent study demonstrated that medullary cast formation is independently associated with adverse renal outcomes beyond established predictors such as interstitial fibrosis and tubular atrophy (IFTA), yet its clinical determinants are not fully elucidated. Urine pH reflects the intratubular acid-base microenvironment and may contribute to tubular obstruction through cast formation. In this study, we examined kidney outcomes in patients undergoing native kidney biopsy, and the associations of urine pH with medullary cast formation. Methods: Among 1167 adults who underwent native kidney biopsy between 2011 and 2024, 503 patients with evaluable medullary tissue were included in this retrospective observational cohort study. Urine pH was analyzed in relation to clinical and histological variables and kidney outcomes. The primary outcome was a 40% decline in estimated glomerular filtration rate (eGFR) or initiation of renal replacement therapy. Results: The mean baseline eGFR was 54.3 mL/min/1.73 m2, the mean urine pH was 6.15, and the median urinary protein excretion was 1.1 g/gCr. During a median follow-up of 2.11 years, 113 patients (22.5%) reached the kidney outcome. Kaplan-Meier analysis showed that lower urine pH was associated with a higher risk of kidney outcomes. In Cox proportional hazards models adjusted for proteinuria, baseline eGFR, and IFTA score, urine pH remained independently associated with kidney outcomes (hazard ratio, 0.69; 95% confidence interval, 0.51-0.91). Inclusion of urine pH improved prognostic discrimination beyond established risk factors (Harrell C-index, 0.642 to 0.654). Lower urine pH was also associated with greater medullary cast formation. Conclusion: In patients undergoing native kidney biopsy, lower urine pH was independently associated with adverse kidney outcomes and greater medullary cast formation.

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Proteomic Discovery of Urinary Myoglobin as a Noninvasive Biomarker for PROCHOB caused by CUBN Variants

Inoki, Y.; Horinouchi, T.; Sakakibara, N.; Ishiko, S.; Yamamoto, A.; Aoyama, S.; Kimura, Y.; Ichikawa, Y.; Tanaka, Y.; Kondo, A.; Yamamura, T.; Ishimori, S.; Araki, Y.; Asano, T.; Fujimura, J.; Fujinaga, S.; Hamada, R.; Inoue, N.; Kaito, H.; Kiyota, K.; Kobayashi, A.; Kobayashi, Y.; Kumagai, N.; Miyano, H.; Ohtomo, Y.; Sasaki, S.; Suzuki, R.; Washio, M.; Yamada, Y.; Yamasaki, Y.; Yokoyama, T.; Iijima, K.; Nagano, C.; Nozu, K.

2026-04-01 nephrology 10.64898/2026.03.26.26349155 medRxiv
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Chronic benign proteinuria (PROCHOB), caused by biallelic pathogenic variants in CUBN, presents in childhood as isolated, asymptomatic tubular proteinuria with preserved long-term kidney function. Because its clinical presentation closely mimics early stage glomerular diseases with moderate proteinuria and without increased urinary {beta}2-microglobulin (uBMG) and 1-microglobulin, numerous patients undergo unnecessary kidney biopsies and receive angiotensin-converting enzyme inhibitors or angiotensin II receptor blockers before genetic testing is considered. Using high-throughput aptamer-based urinary proteomics (SomaScan(R)), we identified urinary myoglobin as a disease-specific biomarker for PROCHOB. We developed and confirmed a diagnostic approach in which the urinary myoglobin-to-creatinine (uMB/Cr) ratio robustly distinguishes PROCHOB from other moderate glomerular proteinuric kidney diseases. Although certain cases of Dent disease causing megalin dysfunction exhibit increased urinary myoglobin levels, PROCHOB and Dent disease can be clearly distinguished based on the uBMG-to creatinine ratio. This biomarker reflects impaired proximal tubular protein reabsorption because of cubilin dysfunction and remains normal in healthy individuals or those with typical glomerular diseases with moderate proteinuria. Our findings establish a noninvasive diagnostic tool for PROCHOB that prompts targeted genetic testing for CUBN variants using the uMB/Cr and urinary uBMG-to-creatinine ratios. This strategy has the potential to transform the clinical diagnostic pathway for isolated proteinuria.

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Nanoscale Podocyte Morphometrics Predict Disease Progression in IgA Nephropathy

Ebbestad, R.; Fatehi, A.; Olauson, H.; Bozek, K.; Butt, L.; Benzing, T.; Blom, H.; Brismar, H.; Lundberg, S.; Unnersjö-Jess, D.

2026-04-01 nephrology 10.64898/2026.03.30.26349728 medRxiv
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Introduction: Podocyte injury is central to the pathogenesis of most glomerulonephritides (GN) and causes segmental glomerulosclerotic lesions that predict progression in IgA Nephropathy (IgAN). Recent advances in high-resolution microscopy and AI-assisted image analysis have enabled detailed quantification of podocyte foot process (FP) morphology. However, whether nanoscale podocyte morphometrics can predict disease progression or treatment response in GN has not been investigated. Aim: To evaluate whether nanoscale podocyte morphometric parameters predict clinical characteristics, disease progression, and treatment response in GN, with a focus on IgAN. Method: Podocyte morphometrics were analyzed in kidney biopsies from patients with GN using high-resolution microscopy and the deep learning-based tool Automatic Morphometric Analysis of Podocytes (AMAP). Four morphometric parameters were quantified: slit diaphragm length (SDL), FP area, FP circularity and FP perimeter. These parameters were correlated with clinical characteristics, conventional electron microscopy (EM) findings and longitudinal follow-up data. Results: The study included 37 patients with GN from Danderyd University Hospital (Stockholm, Sweden), with IgAN representing the largest diagnostic subgroup (n = 19). The median follow-up for the cohort was 3.0 years. SDL correlated significantly with urine albumin-to-creatinine ratio (uACR; p = 0.021), whereas conventional EM measurements did not (p = 0.22). Within the IgAN subgroup, lower SDL was associated with a steeper decline in eGFR, higher FP area with increased long-term proteinuria, and higher FP circularity with improvement in uACR during the first year. The association between lower SDL and eGFR decline remained as a trend in IgAN patients not treated with corticosteroids (p = 0.068) but was absent in the treatment group (p = 0.59). Conclusion: In this proof-of-concept study, nanoscale podocyte morphometrics demonstrated greater sensitivity than conventional EM in quantifying podocyte injury and predicting progression in IgAN. These findings suggest that high-resolution morphometrics may improve risk stratification in IgAN but require validation in larger, independent cohorts before clinical implementation.

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Redefining kidney disease: Clinico-pathological and molecular findings from the Kidney Precision Medicine Project

Limonte, C. P.; Schaub, J. A.; Fallegger, R.; Menon, R.; Schmidt, I. M.; de Boer, I. H.; Parikh, C.; Alpers, C. E.; Caramori, M. L.; Rosas, S.; Mottl, A.; Brosius, F.; Tuttle, K.; Lash, J.; Saez-Rodriguez, J.; Mariani, L. H.; Ricardo, A. C.; Eadon, M. T.; Ju, W.; Henderson, J.; Barisoni, L.; Hodgin, J. B.; Zelnick, L. R.; Sharma, K.; Spraggins, J.; Srivastava, A.; Schrauben, S.; Weir, M.; Hsu, C.-y.; Kelly, T.; Taliercio, J.; Rincon-Choles, H.; Dubin, R.; Cohen, D. L.; Xie, D.; Chen, J.; He, J.; Anderson, A. H.; Kretzler, M.; Himmelfarb, J.; And the CRIC Study Investigators, ; And the Kidney

2026-02-26 nephrology 10.64898/2026.02.24.26347022 medRxiv
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BackgroundThe Kidney Precision Medicine Project (KPMP) consortium aims to redefine chronic kidney disease (CKD) by integrating clinical, pathological, and molecular tissue data from kidney biopsies. Here, we demonstrate how biopsy data in CKD can clarify disease etiology and contribute to understandings of disease pathophysiology and clinical prognosis. MethodsThe KPMP is obtaining research kidney biopsies from individuals with CKD (defined as an estimated glomerular filtration rate [eGFR] < 60 mL/min/1.73m2 and/or albuminuria [&ge;]30 mg/g creatinine) and diabetes (enrolled as diabetes and CKD or DKD) or hypertension (enrolled as hypertension and CKD or HCKD). A team of kidney pathologists and nephrologists adjudicated the primary clinico-pathological diagnosis for 258 participants with CKD. We compared pathological features and kidney transcriptional signatures between participants with a primary adjudicated diagnosis of diabetic nephropathy and those with other causes of CKD. We developed a model using clinical and biomarker data that predicted the probability of diabetic nephropathy and tested associations of the signature with CKD progression among Chronic Renal Insufficiency Cohort (CRIC) participants with diabetes (n=229). ResultsAmong 183 participants enrolled as DKD, 102 (56%) had a primary adjudicated clinico-pathologic diagnosis of diabetic nephropathy. Among 75 participants enrolled as HCKD, 42 (56%) had a primary diagnosis of hypertension-associated kidney disease. Those with diabetic nephropathy, compared with other diagnoses, had more severe interstitial fibrosis, tubular atrophy, tubular injury, segmental sclerosis, and severe arteriolar hyalinosis, and single-nucleus and single-cell transcriptional analyses revealed upregulation of immune and inflammatory pathways and downregulation of oxidative phosphorylation. A combination of age, hemoglobin A1c, urine albumin-creatinine ratio, and serum KIM-1 and sTNFR1 predicted a clinico-pathologic diagnosis of diabetic nephropathy in the KPMP (AUC 0.82, 95% CI 0.75-0.89) and was associated with an increased risk of CKD progression among patients with diabetes enrolled in CRIC (HR 1.48 [95% CI 1.27-1.73] per 10% higher predicted probability of diabetic nephropathy). ConclusionIn common presentations of CKD, kidney biopsies may alter a priori impressions, reveal a diversity of diagnosis, structure, and function that is associated with clinical outcomes and can impact therapeutic decisions.

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Medullary Cast Formation Predicts Kidney Outcomes Beyond Cortical Pathology

Uchida, N.; Tsuji, K.; Nakanoh, H.; Fukushima, K.; Uchida, H. A.; Kitamura, S.; Wada, J.

2026-03-11 nephrology 10.64898/2026.03.10.26348108 medRxiv
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BackgroundRenal biopsy provides important prognostic information for patients with chronic kidney disease (CKD), primarily through evaluation of cortical histopathological lesions, including interstitial fibrosis and tubular atrophy (IFTA). However, the prognostic significance of renal medullary lesions remains poorly understood. We investigated whether medullary pathological findings are independently associated with renal outcomes and whether they improve prognostic discrimination beyond conventional cortical assessments. MethodsThis single-center retrospective cohort study screened 1,136 adult patients who underwent native kidney biopsy between 2011 and 2023. After applying predefined inclusion and exclusion criteria, 488 patients with adequate medullary tissue were included in the final analysis. Medullary fibrosis, inflammatory cell infiltration, and cast formation were semi-quantitatively graded and evaluated as predictors of renal outcomes. The primary outcome was a composite of [&ge;]40% decline in estimated glomerular filtration rate (eGFR) or initiation of renal replacement therapy. Associations were assessed using Cox proportional hazards models with sequential adjustment for demographic factors, baseline eGFR, proteinuria, and cortical IFTA. Model discrimination was evaluated using Harrells concordance-index (C-index). ResultsDuring a median follow-up of 2.3 years, 112 patients (23.0%) reached the composite renal outcome. In multivariable analysis adjusted for age, sex, baseline eGFR, and proteinuria, medullary cast formation was significantly associated with adverse renal outcomes (hazard ratio [HR] 1.70, 95% confidence interval [CI] 1.28-2.24). This association remained significant after additional adjustment for IFTA (HR 1.64, 95% CI 1.21-2.21), whereas medullary fibrosis lost significance after IFTA adjustment. Addition of medullary cast formation improved C-index by 0.016, indicating incremental prognostic value beyond conventional predictors. ConclusionMedullary cast formation is independently associated with renal outcomes and improves prognostic discrimination beyond established cortical parameters. Systematic evaluation of medullary lesions during routine kidney biopsy may enhance risk stratification in CKD. Prospective studies are warranted to clarify the causal role of medullary pathology in CKD progression.

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The KD Atlas: A Multi-Omics Network Resource for Kidney Disease Research

Njipouombe Nsangou, Y. A.; Haug, S.; Ulmer, M. A.; Bellur, O.; Römisch-Margl, W.; Dönitz, J.; Köttgen, A.; Arnold, M.; Kastenmüller, G.

2026-02-24 nephrology 10.64898/2026.02.19.26346652 medRxiv
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BackgroundKidney disease refers to a broad range of disorders that impair renal structure and function. Among these, chronic kidney disease (CKD) is the most prevalent worldwide, affecting approximately 10% of the global adult population. While large-scale omics studies have identified numerous molecular associations with kidney function and disease, these insights often remain isolated within individual data layers, hindering a systems-level understanding of the functional interplay between genes, proteins, metabolites and clinical phenotypes. MethodsWe developed the Kidney Disease Atlas (KD Atlas) using an extended QTL-based integration strategy combined with a composite network approach. For this purpose, we leveraged results from omics studies in population-based and kidney disease-specific cohorts from the CKDGen Consortium and other large-scale initiatives and integrated them with data from knowledge databases, inferring a comprehensive network of relationships between metabolites, proteins, genes, and kidney disease-related traits. ResultsWe present the KD Atlas, an online resource (https://metabolomics.helmholtz-munich.de/kdatlas) integrating over 25 large studies providing disease-relevant information on 20,456 protein-coding genes, 1,962 proteins, 1,375 metabolites and 40 kidney disease phenotypes connected by more than 1.2 million relationships. Through an interactive web interface, researchers can dynamically construct context-specific molecular subnetworks and perform integrated analyses without requiring specialized bioinformatics expertise. Application showcases demonstrate the resources utility for providing the molecular context of KD-associated genes or metabolites and for generating novel mechanistic hypotheses. ConclusionThe KD Atlas provides a global, multi-omics network view of kidney pathophysiology through an intuitive interface, empowering researchers to formulate mechanistic hypotheses and prioritize candidate targets for subsequent experimental validation.

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Cutaneous Microvascular Reserve and Kidney Function and Histopathologic Injury in CKD

Ahmadi, A.; Rahaman, M.; Harsh, A.; Yang, J.; Ghanim, B.; Dasgupta, S.; Weinreb, R. N.; Rahman, T.; Houben, A. J. H. M.; Ix, J. H.; Malhotra, R.

2026-04-27 nephrology 10.64898/2026.04.24.26351712 medRxiv
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Background: Microvascular dysfunction contributes to chronic kidney disease (CKD), but reproducible clinical measures are limited. Laser Doppler flowmetry (LDF) provides a noninvasive assessment of cutaneous microvascular blood flow and may reflect systemic microvascular health. Its relationship with kidney function and histopathology in CKD remains unclear. Methods: We assessed cutaneous microvascular function in 150 participants with CKD (eGFR <90 mL/min/1.73 m2) using a standardized forearm LDF protocol. Baseline perfusion was recorded at ~30{degrees}C, followed by local heating to 44{degrees}C to induce hyperemia. Percent change in perfusion units (PU) defined microvascular functional reserve. Associations of LDF measures with eGFR and urine protein-to-creatinine ratio (uPCR) were evaluated using multivariable linear regression. K-means clustering identified microvascular phenotypes. In a subset (n=20), associations with glomerulosclerosis (GS) and interstitial fibrosis/tubular atrophy (IFTA) were examined. Results: The mean (SD) age was 64 (14) years, 46% were female. The mean eGFR was 42 (21) mL/min/1.73m2 and median uPCR was 0.21 (interquartile range (IQR) 0.11 to 1.20) mg/mg. Higher baseline PU ({beta} = -12; 95% CI, -24 to -1) and reduced percentage change in PU ({beta} = 7; 95% CI, 2 to 13) were associated with lower eGFR, independent of covariates. Neither measure was associated with uPCR. Clustering identified four phenotypes with graded differences in perfusion and reserve. In biopsy participants, higher baseline PU and lower percent change were associated with greater GS and IFTA severity. Conclusion: CKD is characterized by elevated resting perfusion and impaired microvascular reserve, which are associated with lower eGFR and histopathologic injury.

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Single-Nephron Dynamics Across Chronic Kidney Disease Stages in Overt Diabetic Nephropathy

Miura, A.; Okabe, M.; Okabayashi, Y.; Sasaki, T.; Haruhara, K.; Tsuboi, N.; Yokoo, T.

2026-04-23 nephrology 10.64898/2026.04.21.26351385 medRxiv
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Background: Single-nephron glomerular filtration rate (GFR) represents a nephron-level functional index that may reveal key pathophysiological mechanisms driving progression in patients with diabetic nephropathy. However, its clinical relevance remains incompletely understood. This cross-sectional study assessed single-nephron estimated GFR (eGFR) across different chronic kidney disease (CKD) stages in patients with advanced diabetic nephropathy. Methods: Nephron number was estimated as the number of nonglobally sclerotic glomeruli per kidney using computed tomography-derived cortical volume combined with biopsy stereology. Single-nephron eGFR was calculated by dividing eGFR by the nephron number of both kidneys. Patients were stratified according to CKD stage at kidney biopsy. Associations between CKD stages and single-nephron eGFR were evaluated using multivariable linear regression models adjusted for age, sex, urinary protein excretion, and eGFR. Results: The study included 105 patients with biopsy-proven diabetic nephropathy and overt proteinuria (median age 59 years, 83% male, HbA1c 6.6%, 57% had nephrotic range proteinuria). The percentage of globally sclerotic glomeruli, mesangial expansion score, and prevalence of nodular lesions increased significantly with advancing CKD stage. Median nephron number declined from 529,178 to 224,458 per kidney, whereas glomerular volume remained constant. Single-nephron eGFR decreased markedly with CKD stage and remained significantly inversely associated with CKD stage after adjustment for clinicopathologic covariates (P for trend <0.001). Conclusion: In overt diabetic nephropathy, single-nephron eGFR decreased with advancing CKD stage, despite relatively preserved glomerular volume. At this stage of disease, structural alterations specific to diabetic nephropathy may impair effective single-nephron filtration capacity.

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Genome-Wide Association Study of Creatinine Clearance Identifies New Loci for Kidney Function

Argoty Pantoja, A. D.; van der Most, P. J.; Kamali, Z.; Ganji-Arjenaki, M.; van der Vaart, A.; Vaez, A.; J.L. Bakker, S.; Snieder, H.; de Borst, M. H.

2026-03-05 nephrology 10.64898/2026.03.04.26347652 medRxiv
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IntroductionGenome-wide association studies (GWAS) for kidney function have mainly focused on creatinine-based glomerular filtration rate (eGFRcrea), which is affected by variation in muscle mass. Moreover, the genetic basis of the sexual dimorphism of chronic kidney disease is underexplored. MethodsWe performed a GWA meta-analysis for creatinine clearance (CrCl), a muscle mass-independent kidney function phenotype, in 58,976 individuals of European descent from the Lifelines Cohort Study. ResultsWe identified 16 independent loci with 21 genome-wide significant lead single nucleotide polymorphisms (SNPs) associated with CrCl, two of which had not been reported previously in kidney function GWASs: rs146465192, located near the RP1-249F5.3 gene (effect allele frequency (EAF) = 0.01, P = 3.38 x 10-9) and rs117014836, located near the AGPAT4 gene (EAF = 0.02, P = 5.42 x 10-9). Both SNPs were also associated with eGFRcrea in Lifelines (rs146465192: P = 1.34 x 10-8; rs117014836: P = 3.64 x 10-7), but not in previously published eGFR GWASs. In silico follow-up analyses revealed that rs146465192 was associated with plasma IGF2R ({beta} = -0.519, P = 1.40 x 10-6), while rs117014836 was associated with blood expression levels of AGPAT4 (eQTL P = 6.54 x 10-6). Furthermore, we identified two female-specific CrCl loci (t-statistic P < 0.004): rs8002366 (GPC6) and rs12908437 (IGF1R), associated with GPC6 expression in kidney (eQTL P = 8.38 x 10-10) and IGF1R expression in blood (eQTL P = 2.62 x 10-6), respectively. ConclusionThis first large-scale GWAS of CrCl revealed two new genetic variants among both sexes and two female-specific variants influencing kidney function. Lay summaryKidney function is a complex phenotype influenced by many different factors, including genetics. Earlier genetic studies often used the creatinine-based estimated glomerular filtration rate (eGFRcrea) as the measure of kidney function. However, eGFRcrea is influenced not just by kidney function but also by an individuals muscle mass, which may distort the results. Therefore, in this study we used creatinine clearance (CrCl), a measure of kidney function independent of muscle mass, to look for genes in a European-ancestry population. We identified 16 genetic regions; two of which had not been found before. We also found two additional regions that were only related to CrCl in females. This shows the added value of investigating CrCl and suggests sex-based differences in how genetics affect kidney function.

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Patient-reported diagnostic pathways and disclosure experiences in autosomal dominant polycystic kidney disease (ADPKD)

Djadda, M.; Guirchoun, P.; Sarthou-Lawton, S.; Coscoye, S.; JOLY, D.

2026-02-07 nephrology 10.64898/2026.02.06.26345735 medRxiv
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Background and objectivesDiagnostic disclosure practices for autosomal dominant polycystic kidney disease (ADPKD) vary and may influence patient experience and linkage to nephrology care. We characterized patient-reported diagnostic pathways, perceived timing, and disclosure experiences in the PK-DIAG survey. Design, setting, participants, and measurementsCross-sectional web-based survey in France (February 2019-August 2024) among adults with self-reported ADPKD, disseminated via patient organizations. Primary outcomes were poor tact (tact score 0-1 on a 0-5 scale) and very negative diagnostic disclosure experience (overall score 0-1 on a 0-5 scale). Multivariable logistic regression used complete-case analyses. ResultsAmong 1,021 respondents, diagnosis was commonly disclosed outside nephrology care; 49% reported disclosure by a radiologist. Poor tact was reported by 25% and was associated with radiologist (vs nephrologist) disclosure (adjusted odds ratio 2.50; 95% confidence interval 1.57-3.98). Very negative experience was reported by 29% and was associated with poor tact (adjusted odds ratio 4.55; 95% confidence interval 2.90-7.12) and information perceived as insufficient/unclear/inaccurate (adjusted odds ratio 2.52; 95% confidence interval 1.53-4.15). Most participants perceived diagnosis as timely (67%), while 18% perceived it as too early and 15% as too late. Distress (36%) or unmet psychological needs (40%) in the immediate post-disclosure period was common. ConclusionsADPKD diagnostic disclosure often occurred outside dedicated nephrology consultations and was frequently associated with poor tact and inadequate information. These findings support structured, guideline-aligned disclosure pathways incorporating timely counseling, psychosocial support, and rapid linkage to nephrology care. Key PointsO_LIIn PK-DIAG, initial disclosure of ADPKD frequently occurred outside nephrology care, most often by radiologists in radiology settings. C_LIO_LIAbout one quarter of respondents reported poor tact and 29% reported a very negative overall diagnostic disclosure experience. C_LIO_LIPoor tact and information perceived as insufficient/unclear/inaccurate were strongly associated with a very negative diagnostic experience. C_LI

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Shared multicellular injury programs of acute and chronic kidney disease enable mechanistic patient stratification

Fallegger, R.; Gomez-Ochoa, S. A.; Boys, C.; Ramirez Flores, R. O.; Tanevski, J.; Pashos, E.; Feliers, D.; Piper, M.; Schaub, J. A.; Zhou, Z.; Mao, W.; Chen, X.; Sealfon, R. S. G.; Menon, R.; Nair, V.; Eddy, S.; Alakwaa, F. M.; Pyle, L.; Choi, Y. J.; Bjornstad, P.; Alpers, C. E.; Bitzer, M.; Bomback, A. S.; Caramori, M. L.; Demeke, D.; Fogo, A. B.; Herlitz, L. C.; Kiryluk, K.; Lash, J. P.; Murugan, R.; O'Toole, J. F.; Palevsky, P. M.; Parikh, C. R.; Rosas, S. E.; Rosenberg, A. Z.; Sedor, J. R.; Vazquez, M. A.; Waikar, S. S.; Wilson, F. P.; Hodgin, J. B.; Barisoni, L.; Himmelfarb, J.; Jain, S.;

2026-03-06 nephrology 10.64898/2026.03.05.26347522 medRxiv
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AbstractAcute kidney injury (AKI) and chronic kidney disease (CKD) are two interconnected clinical conditions, both defined by degree of functional impairment, but with heterogeneous clinical trajectories. Using new transcriptomic technologies, recent studies have described the cellular diversity in the healthy and injured kidney at the single cell level. Here, we used single nucleus transcriptomics to investigate the molecular diversity and commonalities in kidney biopsies from over 150 participants with AKI and CKD enrolled within the Kidney Precision Medicine Project (KPMP) and did so at the patient participant level. Using an unsupervised approach, we identified two multi-cellular programs associated with clinical and histopathological features of acute injury and chronic damage, respectively. We found that these programs are expressed across patients with AKI and CKD, supporting shared, rather than distinct, underlying molecular mechanisms. These programs capture tissue-level compositional changes towards adaptive and failed-repair states in tubular epithelial cells, as well as intra-cellular molecular changes characteristic of stress in all cell types. We identified subunits of the NFkB and AP-1 complexes, as well as members of the STAT family, as putative upstream regulators of the acute and chronic programs. We were able to map these continuous molecular measures of acute injury and chronic damage to urine and plasma protein profiles obtained at time of biopsy. These non-invasive protein signatures were predictive of renal outcomes in an independent cohort of 44 thousand participants from the UK biobank. In summary, unbiased identification of cellular programs in kidney disease biopsies defined molecular programs of injury cutting across conventional disease categorization and established a non-invasive molecular link to long term patient outcomes. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=125 SRC="FIGDIR/small/26347522v1_ufig1.gif" ALT="Figure 1"> View larger version (38K): org.highwire.dtl.DTLVardef@a2bf0forg.highwire.dtl.DTLVardef@ad93f6org.highwire.dtl.DTLVardef@1cd21c7org.highwire.dtl.DTLVardef@64b5ab_HPS_FORMAT_FIGEXP M_FIG C_FIG

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Variation in Tolvaptan Prescribing for Autosomal Dominant Polycystic Kidney Disease in the United Kingdom and Its Impact on Quality of Life and Costs

Gittus, M.; Pitcher, D.; O'Cathain, A.; Ong, A. C. M.; Simms, R.; Fotheringham, J. B.

2026-04-06 nephrology 10.64898/2026.04.04.26350154 medRxiv
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Background and hypothesis Autosomal dominant polycystic kidney disease (ADPKD) affects over 12 million people worldwide including an estimated 30,000-70,000 in the United Kingdom (UK). Tolvaptan is the only disease-modifying therapy approved for rapidly progressing disease. Despite national guidance, prescribing rates were hypothesised to vary by kidney centre. Treatment may not always align with guidelines: some patients eligible for tolvaptan may not be initiated, while other patients initiated on tolvaptan may not meet eligibility criteria. This may have important consequences for healthcare costs and health-related quality of life. Methods The National Registry of Rare Kidney Diseases (RaDaR) collects longitudinal data from UK NHS kidney centres. This retrospective cohort study used routinely collected data (2016-2023) to examine tolvaptan prescribing across kidney centres. Kidney centre-level initiation patterns were described, assessed using mixed-effects logistic regression and visualised with funnel plots. Cost-effectiveness analyses combined observed prescribing practices under likely negotiated commercial discounts to estimate costs and quality-adjusted life year (QALY) consequences of prescribing at the national level. Results Our study included 3,609 people with ADPKD from 72 kidney centres. Patients eligible for tolvaptan who were not initiated accounted for 34.8% (292/839). Across centres, five (6.9%) initiated tolvaptan significantly more than expected among eligible participants, while one centre (1.4%) initiated significantly less. Nationally, this could result in up to {pound}53.7 million in lost savings (assuming a 60% medication price reduction) and result in up to 1,245 lost QALYs. Patients initiated on tolvaptan who were not eligible accounted for 26.1% (103/395). Only one centre had significantly fewer eligible patients than expected among initiated patients. Nationally, this could cost up to {pound}15.9 million (assuming a 60% medication price reduction). Conclusions There is evidence of variation in tolvaptan prescribing in the UK. A substantial proportion of patients eligible for tolvaptan were not initiated at the cohort-level, with evidence of variation between centres suggesting differences in treatment decision-making. A substantial proportion of patients initiated on tolvaptan were not eligible at the cohort-level, but there was limited evidence of variation between centres. Together, these findings raise questions regarding the potential consistency of clinical decision-making, equitable access to a sole disease-modifying therapy in a rare disease, alignment with national guidance, and effective use of healthcare resources.

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Generation of a novel Slc7a9G105R mutant mouse identifies new biomarkers for cystinuria

Bhatt, N. P.; Rodriguez, G. R.; Iacono, G.; Nguyen, T. T. H.; Anderson, C. R. B.; Perry, A.; Barlow, C. K.; Burgio, G.; Jiang, S. H.; Marsland, B. J.; Deshpande, A. V.; Starkey, M. R.

2026-02-12 pathology 10.64898/2026.02.10.705194 medRxiv
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Cystinuria is a rare inherited disease characterized by increased urinary cystine levels resulting in the formation of cystine stones in the urinary tract. Mutations in the genes encoding the cystine transporter complex, SLC3A1 and SLC7A9, are the primary drivers of the disease. Current mouse models used to study cystinuria rely on gene deficiency or spontaneous mutations in mice that do not accurately reflect the pathogenic mutations found in humans. To overcome this limitation, we generated novel Slc7a9G105R mice carrying the most common pathogenic single-point mutation in the SLC7A9 gene. Both male and female Slc7a9G105R mice developed a cystinuria phenotype by 9 weeks of age, characterized by substantial cystine stone formation and increased urinary cystine, lysine, arginine, and ornithine. Slc7a9G105R mice displayed distinct serum and urinary metabolite profiles mapped to dibasic amino acid pathways. Fecal metagenomics revealed that Slc7a9G105R mice had a heterogeneous microbiota with altered functional pathways, including increased L-cysteine biosynthesis. Depletion of the microbiota with antibiotics did not impact cystine stone burden but reduced urinary tract inflammation. Prophylactic or therapeutic dietary supplementation with alpha-lipoic acid reduced stone burden and inflammation, but it also caused damage to the urothelium. Untargeted metabolomics analysis following alpha-lipoic acid supplementation identified metabolites that can increase cystine solubility, reduce inflammation, and damage epithelial cells. Correlation analysis revealed novel serum biomarkers of stone burden, including blood urea nitrogen, 2-hydroxybutyric acid, 2-amino-2-thiazoline-4-carboxylic acid, and indole-3-acetylglycine. Collectively, the Slc7a9G105R mutant mouse model offers a precise, rapid-onset, and translational platform for investigating cystinuria pathogenesis and evaluating potential therapeutic strategies. Translational statementThe development of a novel knock-in mouse model carrying the most common pathogenic point mutation in the human SLC7A9 gene provides a clinically relevant and translationally valuable platform for investigating cystinuria pathogenesis and testing emerging therapies. This model represents the closest possible approximation of human SLC7A9-mediated cystinuria, enabling rigorous preclinical evaluation of small molecules and gene therapies. It has also facilitated the identification of candidate biomarkers for cystine stone burden and treatment response, which are urgently needed to improve disease monitoring and clinical decision-making. The next critical step is to validate these biomarkers in human cystinuria cohorts to support their clinical translation.

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Chronic Kidney Disease Amplifies Gabapentin-Associated Dementia Risk: Evidence for a Renal Pharmacokinetic Mechanism

Green, J. W.; Gray, L. B.; Kaplan, J.; Gohel, S.; Tafuto, B.

2026-03-18 nephrology 10.64898/2026.03.15.26348418 medRxiv
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Gabapentin and pregabalin are renally cleared gabapentinoids with markedly different pharmacokinetic profiles in chronic kidney disease: gabapentin half-life extends from 5-7 hours to 52-132 hours in advanced chronic kidney disease, while pregabalin accumulation is more predictable. In an active comparator new-user cohort of 33,791 adults aged [&ge;]40 years with hypertension initiating gabapentinoids (2018-2024) from the Rutgers Clinical Research Data Warehouse, chronic kidney disease substantially amplified gabapentin-associated dementia risk (hazard ratio 7.39, 95% confidence interval 3.43 to 15.92, P<0.001), whereas patients without chronic kidney disease showed near-null effect (hazard ratio 1.09, 95% confidence interval 0.89 to 1.34; P=0.41; interaction P<0.001). This effect was independent of prescribed dose: within the low-dose stratum, chronic kidney disease patients showed hazard ratio 5.06 versus 1.27 in patients without chronic kidney disease. Pre-existing chronic kidney disease conferred significantly elevated risk (hazard ratio 1.78; P=0.001), while incident chronic kidney disease showed a nonsignificant trend (hazard ratio 1.32; P=0.16), consistent with cumulative pharmacokinetic burden. Independent replication in the NIH All of Us Research Program Controlled Tier (N=47,079; hazard ratio 1.593, 95% confidence interval 1.349 to 1.882; P<0.001) confirmed the overall gabapentin-pregabalin signal; eGFR-staged analysis showed the expected pharmacokinetic pattern (mild CKD [eGFR [&ge;]45]: hazard ratio 1.15, not significant; severe CKD [eGFR <45]: hazard ratio 1.77, directionally elevated but underpowered with 51 events). Food and Drug Administration Adverse Event Reporting System data corroborated the renal mechanism (odds ratio 1.642 for renal events in elderly co-exposed patients). These converging findings suggest that chronic kidney disease is a clinically important modifier of gabapentin-associated cognitive risk, and that gabapentinoid selection in chronic kidney disease patients should integrate renal function status into prescribing decisions. Significance StatementGabapentin is the most prescribed gabapentinoid in the United States, with approximately 59 million annual prescriptions, and is entirely dependent on renal clearance. In this active comparator cohort study of 33,791 gabapentinoid initiators, chronic kidney disease amplified gabapentin-associated dementia risk nearly 7-fold compared with pregabalin, an effect that was independent of prescribed dose and persisted even among patients receiving low-dose gabapentin. External replication in the NIH All of Us Research Program and FDA pharmacovigilance data corroborated the signal. These findings suggest that current dose-adjustment guidelines for gabapentin in CKD may be insufficient to prevent cognitive harm, and that renal function status should be incorporated into gabapentinoid selection decisions.

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Interpretable machine learning model for predicting kidney failure among CAKUT children in multicenter large-scale study

Liu, T.; Wang, H.; Liu, J.; Zhao, X.; Xia, Y.; Wang, X.; Kang, Y.; Liu, C.; Gao, X.; Jiang, X.; Mao, J.; Li, Y.; Zhang, A.; Wang, M.; Bai, H.; Shen, T.; Dang, X.; Wang, D.; Zhang, R.; Lu, Y.; Shen, Q.; Nie, S.; Chen, Y.; Xu, H.; Zhai, Y.

2026-02-10 nephrology 10.64898/2026.02.08.26345871 medRxiv
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Congenital anomalies of the kidney and urinary tract (CAKUT) are the leading cause of pediatric kidney failure, but predicting individual progression remains challenging. This multicenter study developed and validated POCC, a machine learning model for predicting kidney failure risk at 1, 3, and 5 years post-diagnosis in CAKUT patients. Two versions were created using data from 2,249 children. The general model achieved internal AUCs of 0.93-0.99 and external AUCs of 0.90-0.98 and 0.81- 0.90 in two independent validations at pediatric and general hospitals, respectively. The specialized model, integrating congenital-hereditary features, achieved internal AUCs of 0.93-0.99 and external AUCs of 0.91-0.96 in pediatric hospitals. Deployed online, POCC demonstrated 90.7% accuracy in real-world validation, with the specialized model reaching 100% sensitivity and specificity for 5-year predictions. As the first tool for multi-timepoint risk prediction across diverse CAKUT subphenotypes per patient, POCC has strong potential to support personalized management.

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A Hybrid Machine Learning Framework for Early Prediction of Chronic Kidney Disease Progression Using Longitudinal Claims Data: An XGBoost-LSTM Ensemble with Temporal Attention

SAXENA, J. N.; Potturu, D. V. P.; Nagraj, A.

2026-04-04 nephrology 10.64898/2026.04.03.26349862 medRxiv
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Background: Chronic kidney disease (CKD) affects approximately 850 million individuals worldwide and remains a leading cause of morbidity, premature mortality, and escalating healthcare costs. Despite the availability of clinical biomarkers, CKD progression to end stage renal disease (ESRD) is frequently identified late, limiting opportunities for preventive intervention. Conventional predictive models have relied predominantly on static cross sectional laboratory values, failing to capture the temporal dynamics of disease trajectory that longitudinal claims data can provide. Objective: This study proposes a novel hybrid machine learning framework: XGBoost LSTM Attention (XLA), that integrates gradient boosted feature selection with long short-term memory (LSTM) networks and a temporal attention mechanism to improve early prediction of CKD progression from Stage 3 to Stages 4/5 or ESRD using longitudinal claims based features. Methods: We conducted two complementary analyses. Primary analysis: a cross sectional validation using real NHANES 2015 to 2018 data (n=701 CKD Stage 3 adults) predicting significant proteinuria (UACR greater than or equal to 30 mg/g) from clinical features excluding UACR. Supplementary analysis: an NHANES-calibrated longitudinal cohort (n=8,412) with simulated quarterly measurements demonstrated XLA performance under real world longitudinal data conditions. All models were evaluated using 5-fold stratified cross-validation. Results: In the primary NHANES cross sectional analysis, the XLA framework achieved AUC ROC of 0.684 (95% CI: 0.641 to 0.727), with all models performing comparably (AUC 0.684 to 0.710), confirming that cross sectional clinical features alone provide limited signal for proteinuria prediction and underscoring the necessity of UACR measurement. In the longitudinal supplementary analysis, XLA achieved AUC ROC of 0.994 versus 0.939 for the best cross-sectional baseline (+5.5%), demonstrating that temporal trajectory features particularly eGFR slope and RAAS adherence trends: confer substantial incremental predictive value when longitudinal data are available. Conclusion: The XLA framework demonstrates meaningful advantages over traditional approaches when applied to longitudinal claims data. Cross sectional findings highlight the irreplaceable role of direct UACR measurement in CKD risk stratification. Together, these results provide actionable evidence for both the limitations of static prediction and the promise of trajectory based approaches in value based care programs managing large CKD populations. Keywords: chronic kidney disease, CKD progression, machine learning, XGBoost, LSTM, temporal attention, claims data, NHANES, proteinuria, healthcare informatics, value based care.

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The population frequency of predicted pathogenic variants in the genes associated with Autosomal Dominant Polycystic Liver Disease (ADPLD) and kidney cysts

Varughese, S.; Huang, M.; Savige, J.

2026-04-16 nephrology 10.64898/2026.04.13.26350832 medRxiv
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Autosomal dominant polycystic liver disease (ADPLD) commonly results from a pathogenic variant in one of 6 genes (GANAB, ALG8, LRP5, PRKCSH, SEC61B, SEC63). Pathogenic variants in these genes are also associated with kidney cysts, which rarely cause kidney failure, but the genes are included in cystic kidney panels. This study determined the population frequency of predicted pathogenic variants in the ADPLD genes in the general population. Variants for each gene were downloaded from gnomAD and annotated with ANNOVAR. The population frequencies were calculated from the number of people with "predicted pathogenic" variants in gnomAD v.2.1.1:loss-of-function structural and copy number; null; and rare, computationally-damaging missense changes that affected a conserved residue. Frequencies were also estimated from the number of gnomADv.4.1 variants assessed as Pathogenic or Likely pathogenic in ClinVar. Predicted pathogenic variants affected one in 95 people using our strategy and gnomAD v.2.1.1, and one in 151 with ClinVar assessments of gnomAD v.4.1 variants. LRP5 and ALG8 which are associated with a milder clinical phenotype, were the commonest affected genes with both strategies. Predicted pathogenic variants in ADPLD appear more frequent in admixed American (one in 100), Finnish (one in 107) and African/African American (one in 130) people (p all <0.0001 compared with Europeans (one in 197).Predicted pathogenic variants for ADPLD may be even more common because of additional unidentified causative genes. However not all ADPLD variants result in liver cysts, nor indeed cystic kidneys, because of incomplete penetrance and variable expressivity.