scholarly journals Development and validation of a predictive model for end-stage renal disease risk in patients with diabetic nephropathy confirmed by renal biopsy

PeerJ ◽  
2020 ◽  
Vol 8 ◽  
pp. e8499 ◽  
Author(s):  
Lulu Sun ◽  
Jin Shang ◽  
Jing Xiao ◽  
Zhanzheng Zhao

This study was performed to develop and validate a predictive model for the risk of end-stage renal disease (ESRD) inpatients with diabetic nephropathy (DN) confirmed by renal biopsy. We conducted a retrospective study with 968 patients with T2DM who underwentrenal biopsy for the pathological confirmation of DNat the First Affiliated Hospital of Zhengzhou University from February 2012 to January 2015; the patients were followed until December 2018. The outcome was defined as a fatal or nonfatal ESRD event (peritoneal dialysis or hemodialysis for ESRD, renal transplantation, or death due to chronic renal failure or ESRD). The dataset was randomly split into development (75%) and validation (25%) cohorts. We used stepwise multivariablelogistic regression to identify baseline predictors for model development. The model’s performance in the two cohorts, including discrimination and calibration, was evaluated by the C-statistic and the P value of the Hosmer-Lemeshow test. During the 3-year follow-up period, there were 225 outcome events (47.1%) during follow-up. Outcomes occurred in 187 patients (52.2%) in the derivation cohort and 38 patients (31.7%) in the validation cohort. The variables selected in the final multivariable logistic regression after backward selection were pathological grade, Log Urinary Albumin-to-creatinine ratio (Log ACR), cystatin C, estimated glomerular filtration rate (eGFR) and B-type natriuretic peptide (BNP). 4 prediction models were created in a derivation cohort of 478 patients: a clinical model that included cystatin C, eGFR, BNP, Log ACR; a clinical-pathological model and a clinical-medication model, respectively, also contained pathological grade and renin-angiotensin system blocker (RASB) use; and a full model that also contained the pathological grade, RASB use and age. Compared with the clinical model, the clinical-pathological model and the full model had better C statistics (0.865 and 0.866, respectively, vs. 0.864) in the derivation cohort and better C statistics (0.876 and 0.875, respectively, vs. 0.870) in the validation cohort. Among the four models, the clinical-pathological model had the lowest AIC of 332.53 and the best P value of 0.909 of the Hosmer-Lemeshow test. We constructed a nomogram which was a simple calculator to predict the risk ratio of progression to ESRD for patients with DN within 3 years. The clinical-pathological model using routinely available clinical measurements was shown to be accurate and validated method for predicting disease progression in patients with DN. The risk model can be used in clinical practice to improve the quality of risk management and early intervention.

2021 ◽  
Vol 36 (Supplement_1) ◽  
Author(s):  
Jeremy Zaworski ◽  
Cyrille Vandenbussche ◽  
Pierre Bataille ◽  
Eric Hachulla ◽  
Francois Glowacki ◽  
...  

Abstract Background and Aims Renal involvement is a severe manifestation of ANCA-associated vasculitis. Patients often progress to end-stage renal disease. The potential for renal recovery after a first flare has seldom been studied. Our objectives were to describe the evolution of the estimated glomerular filtration rate (eGFR) and identify factors associated with the change in eGFR between diagnosis and follow-up at 3 months (ΔeGFRM0–M3) in a cohort of patients with a first flare of pauci-immune glomerulonephritis. Methods This was a retrospective study over the period 2003–2018 of incident patients in the Nord-Pas-de-Calais (France). Patients were recruited if they had a first histologically-proven flare of pauci immune glomerulonephritis with at least 1 year of follow up. Kidney function was estimated with MDRD-equation and analysed at diagnosis, 3rd, 6th and 12th months. The primary outcome was ΔeGFRM0–M3. Factors evaluated were histological (Berden classification, interstitial fibrosis, percentage of crescents), clinical (extra-renal manifestations, sex, age) or biological (severity of acute kidney injury, dialysis, ANCA subtype). Results One hundred and seventy-seven patients were included. The eGFR at 3 months was significantly higher than at diagnosis (mean ± standard deviation, 40 ± 24 vs 28 ± 26 ml/min/1.73 m2, p < 0.001), with a ΔeGFRM0–M3 of 12 ± 19 ml/min/1.73 m2. The eGFR at 12 months was higher than at 3 months (44 ± 13 vs 40 ± 24 ml/min/1.73m2, p = 0.003). The factors significantly associated with ΔeGFRM0–M3 in univariate analysis were: sclerotic class according to Berden classification, percentage of interstitial fibrosis, percentage of cellular crescents, acute tubular necrosis, neurological involvement. The factors associated with ΔeGFRM0–M3 in multivariate analysis were the percentage of cellular crescents and neurological involvement. The mean increase in eGFR was 2.90 ± 0.06 ml/min/1.73m2 for every 10-point gain in the percentage of cellular crescents. ΔeGFRM0–M3 was not associated with the risks of end-stage renal disease or death in long-term follow-up. Conclusions Early renal recovery after a first flare of pauci-immune glomerulonephritis occurred mainly in the first three months of treatment. The percentage of cellular crescents was the main independent predictor of early renal recovery.


Circulation ◽  
2014 ◽  
Vol 129 (suppl_1) ◽  
Author(s):  
Casey M Rebholz ◽  
Kunihiro Matsushita ◽  
Elizabeth Selvin ◽  
Morgan E Grams ◽  
Josef Coresh

Introduction: Chronic kidney disease (CKD) progression assessed by estimated GFR from creatinine (eGFR-Cr) is a risk factor for cardiovascular disease and end-stage renal disease (ESRD) and has been proposed as a surrogate endpoint for clinical trials. It is unclear if CKD progression assessed by change in different filtration markers has similar risk associations with ESRD. Hypothesis: We hypothesized that percent change in novel kidney filtration markers (β 2 -microglobulin and cystatin C) over a 6-year period would be independently associated with increased risk of ESRD during 15 years of follow-up, similar to the risk seen with change in eGFR-Cr. Methods: We conducted prospective analyses of the ARIC study (N=9,703). β 2 -microglobulin, cystatin C, and creatinine were measured at study visits 1 (1990-92) and 2 (1996-98). Incident ESRD (kidney dialysis or transplant) was defined as entry into the U.S. Renal Data System registry between study visit 2 and September 30, 2011. Cox proportional hazards regression was used to estimate the association between percent change in filtration marker and incident ESRD, adjusting for demographics, kidney disease risk factors, and 1 st measurement of the filtration marker. Results: During a median follow-up of 13.1 years, there were 142 incident ESRD cases. Median eGFR-Cr was 97.3 mL/min/1.73 m 2 at 1 st measurement and 89.0 mL/min/1.73 m 2 at 2 nd measurement. Percent change in eGFR-Cr was moderately correlated with percent change in the inverse of β 2 -microglobulin (r = 0.34) and the inverse of cystatin C (r = 0.36). Progression of CKD (10-25% and >25% decline in filtration function) was associated with increased ESRD risk, with novel markers (β 2 -microglobulin, cystatin C) showing an association at least as strong as the creatinine and eGFR-Cr estimates (Table). Conclusions: CKD progression assessed using novel filtration markers is independently associated with ESRD risk, suggesting the potential utility of measuring change in β 2 -microglobulin and cystatin C in clinical trials.


2020 ◽  
Vol 35 (Supplement_3) ◽  
Author(s):  
Giovanni Maria Rossi ◽  
Francesco Peyronel ◽  
Marco Delsante ◽  
Avi Z Rosenberg ◽  
Paride Fenaroli ◽  
...  

Abstract Background and Aims The prognosis of lupus nephritis (LN) has become progressively more favorable thanks to the introduction of cyclophosphamide and mycophenolate as the mainstay of induction of remission treatment regimens. However, 10-15% of patients still progress to end-stage renal disease (ESRD). Early predictors of ESRD, i.e. in the first six months between kidney biopsy and the completion of induction, are currently limited to few histological and clinical features: ≥ 25% interstitial fibrosis and tubular atrophy (IFTA), fibrinoid necrosis, fibrous crescents, and thrombotic microangiopathy (TMA) [Rijnink EC et al CJASN 2017; Song D Arthritis Res Ther 2013]; lack of decrease in proteinuria < 0.5 g/24-h at 3 and 6 months from kidney biopsy [Tamirou F Ann Rheum Dis 2016], baseline GFR ≤ 90 ml/min/1.73 m2, lack of decrease in urinary protein-to-creatinine ratio (UPCR) < 1 and anti-dsDNA positivity at the end of induction [Dall’Era M Lupus Sci Med 2015]. In this study we sought to identify further clinical and histological predictors of ESRD in LN. Methods Adult patients diagnosed with LN between 1995 and 2018 in two centers (NIAMS, Bethesda, Maryland, USA, and Nefrologia, AOU di Parma, Italy) were retrospectively identified. Patients with available serum C3 and C4 levels at the time of biopsy and 6 months thereafter, and a follow-up of at least 6 months, were included. Baseline and follow-up data (until March 2019) including age, sex, ethnicity, clinical, histological and laboratory findings were collected. Histology slides were reviewed by an experienced renal pathologist and biopsies re-scored using the ISN/RPS classification and NIH activity and chronicity indices. Distinct histological features were assessed individually (e.g. TMA). Persistent C3 hypocomplementemia was defined as decreased serum C3 levels at the time of biopsy and after 6 months (i.e. after the completion of induction), with concurrent normal serum C4 levels at 6 months. Early renal recovery was defined as either an increase in eGFR above 60 in those with a baseline eGFR < 60 ml/min/1.73 m2, or a 50% decrease in proteinuria in those with a baseline eGFR ≥ 60 ml/min/1.73 m2 and ≥ 0.5 g/24-h or g/g UPCR at the time of biopsy. Variables were tested for their predictive power of death-censored ESRD in univariate and multivariate Cox regression models. Results 74 patients (NIAMS n = 36; Parma n = 38) met our criteria. Median follow-up duration was 64 months (range 6-230). On univariate analysis, the following parameters predicted ESRD: Hispanic ethnicity; age at biopsy; persistent C3 hypocomplementemia; normalization of both C3 and C4; renal recovery after induction; NIH activity index; presence of TMA; ≥ 25% IFTA. Multivariate Cox regression models for ESRD were created considering statistically significant variables (p < 0.05). In a model including Hispanic ethnicity, age at biopsy, and persistent C3 hypocomplementemia, the latter predicted ESRD with an HR of 5.22 (95% CI [1.33, 20.58] p = 0.018) when adjusting for renal recovery after induction. Upon including histological features in the model, persistent C3 hypocomplementemia, TMA, and the NIH activity index lost significance, while ≥ 25% IFTA predicted ESRD with an HR of 27.26 (95% CI [2.12, 350.54], p = 0.011). Conclusion In patients with LN, ≥ 25% IFTA at baseline biopsy is a predictor of ESRD, allowing for early risk stratification with the potential of informing treatment strategies. Where percent IFTA is unavailable or its assessment unreliable (e.g. inadequate biopsy specimen for tubulointerstitial assessment), persistent C3 hypocomplementemia represents a reliable and reproducible early predictor of ESRD, irrespective of early renal recovery after induction.


Renal Failure ◽  
2010 ◽  
Vol 32 (10) ◽  
pp. 1160-1166 ◽  
Author(s):  
Anna Tomaszuk-Kazberuk ◽  
Bozena Sobkowicz ◽  
Jolanta Malyszko ◽  
Jacek S. Malyszko ◽  
Marek Kalinowski ◽  
...  

BMJ Open ◽  
2019 ◽  
Vol 9 (8) ◽  
pp. e030661 ◽  
Author(s):  
Mindy Pike ◽  
Jacob Taylor ◽  
Edmond Kabagambe ◽  
Thomas G Stewart ◽  
Cassianne Robinson-Cohen ◽  
...  

ObjectiveTo examine whether lifestyle factors, including sedentary time and physical activity, could independently contribute to risk of end-stage renal disease (ESRD).Study designCase-cohort study.SettingSouth-eastern USA.ParticipantsThe Southern Community Cohort Study recruited ~86 000 black and white participants from 2002 to 2009. We assembled a case cohort of 692 incident ESRD cases and a probability sample of 4113 participants.PredictorsSedentary time was calculated as hours/day from daily sitting activities. Physical activity was calculated as metabolic equivalent (MET)-hours/day from engagement in light, moderate and vigorous activities.OutcomesIncident ESRD.ResultsAt baseline, among the subcohort, mean (SD) age was 52 (8.6) years, and median (25th, 75th centile) estimated glomerular filtration rate (eGFR) was 102.8 (85.9–117.9) mL/min/1.73 m2. Medians (25th–75th centile) for sedentary time and physical activity were 8.0 (5.5–12.0) hours/day and 17.2 (8.7–31.9) MET-hours/day, respectively. Median follow-up was 9.4 years. We observed significant interactions between eGFR and both physical activity and sedentary behaviour (p<0.001). The partial effect plot of the association between physical activity and log relative hazard of ESRD suggests that ESRD risk decreases as physical activity increases when eGFR is 90 mL/min/1.73 m2. The inverse association is most pronounced at physical activity levels >27 MET-hours/day. High levels of sitting time were associated with increased ESRD risk only among those with reduced kidney function (eGFR ≤30 mL/min/1.73 m2); this association was attenuated after excluding the first 2 years of follow-up.ConclusionsIn a population with a high prevalence of chronic kidney disease risk factors such as hypertension and diabetes, physical activity appears to be associated with reduced risk of ESRD among those with preserved kidney function. A positive association between sitting time and ESRD observed among those with advanced kidney disease is likely due to reverse causation.


2018 ◽  
Vol 34 (12) ◽  
pp. 2066-2078 ◽  
Author(s):  
Ching-Wei Tsai ◽  
Han-Chun Huang ◽  
Hsiu-Yin Chiang ◽  
Chih-Wei Chung ◽  
Hsien-Tsai Chiu ◽  
...  

Abstract Background Scarce evidence associates the first-year estimated glomerular filtration rate (eGFR) variability and longitudinal change scales concomitantly to the risk of developing end-stage renal disease (ESRD), acute coronary syndrome (ACS) and death following pre-ESRD program enrollment in chronic kidney disease (CKD). Methods We conducted a prospective cohort study of 5092 CKD patients receiving multidisciplinary care between 2003 and 2015 with careful ascertainment of ESRD, ACS and death during the follow-up. First-year eGFR variability and longitudinal change scales that were based on all first-year eGFR measurements included coefficient of variation of eGFR (eGFR-CV), percent change (eGFR-PC), absolute difference (eGFR-AD), slope (eGFR-slope) and area under the curve (AUC). Results A total of 786 incident ESRD, 292 ACS and 410 death events occurred during the follow-up. In the multiple Cox regression, the fully adjusted hazard ratios (HRs) of progression to ESRD for each unit change in eGFR-CV, eGFR-PC, eGFR-AD, eGFR-slope, eGFR-AUC were 1.03 [95% confidence interval (CI) 1.02–1.04], 1.04 (1.03–1.04), 1.16 (1.14–1.18), 1.16 (1.14–1.17) and 1.04 (1.03–1.04), respectively. The adjusted HRs for incident ESRD comparing the extreme with the reference quartiles of eGFR-CV, eGFR-PC, eGFR-AD, eGFR-slope and eGFR-AUC were 2.67 (95% CI 2.11–3.38), 8.34 (6.33–10.98), 19.08 (11.89–30.62), 13.08 (8.32–20.55) and 6.35 (4.96–8.13), respectively. Similar direction of the effects on the risk of developing ACS and mortality was observed. In the 2 × 2 risk matrices, patients with the highest quartile of eGFR-CV and concomitantly with the most severely declining quartiles of any other longitudinal eGFR change scale had the highest risk of all outcomes. Conclusions The dynamics of eGFR changes, both overall variability and longitudinal changes, over the first year following pre-ESRD program enrollment are crucial prognostic factors for the risk of progression to ESRD, ACS and deaths among patients with CKD. A risk matrix combining the first-year eGFR variability and longitudinal change scales following pre-ESRD enrollment is a novel approach for risk characterization in CKD care. Randomized trials in CKD may be required to ascertain comparable baseline eGFR dynamics.


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