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1.
J Clin Med ; 13(9)2024 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-38731122

RESUMO

Background: IgA nephropathy (IgAN) is the most common primary glomerulonephritis worldwide. IgAN causes end-stage kidney disease (ESKD) in 30-40% of all cases. The activation of the complement system by pathological circulating IgAs, which is often associated with low serum C3 levels (LowC3), seems to play a crucial role. Previous studies have shown an association between histological evidence of TMA, which is the result of alternative complement activation, and poor outcomes. However, it is not known to what extent the decrease in serum C3 levels reflects ongoing TMA injury. Our study aimed at assessing the association between LowC3 and ESKD and whether this association reflects ongoing TMA. Methods: We enrolled all patients with biopsy-proven IgAN and followed-up patients until their last visit, ESKD, or death. Results: Of the 56 patients included in the study, 12 (21%) presented low serum C3 (LowC3) at the time of renal biopsy. TMA was significantly more frequent in the LowC3 group [7/12 (58%) vs. 9/44 (20%), p = 0.02]. After adjusting for potential confounders, LowC3 was strongly associated with an increased hazard of ESKD (hazard ratio [HR]: 5.84 [95%CI: 1.69, 20.15; p = 0.005). The association was not affected by adjusting for TMA. The estimated overall proportion of the relation between C3 and ESKD mediated by TMA was low and not statistically significant. Conclusions: Our study provides evidence that C3 hypocomplementemia is associated with an increased risk of ESKD through mechanisms that are largely independent from TMA.

2.
Transpl Immunol ; 84: 102047, 2024 Apr 18.
Artigo em Inglês | MEDLINE | ID: mdl-38641147

RESUMO

INTRODUCTION: It is unclear whether kidney transplant recipients with a biopsy diagnosis as a "borderline" acute T-cell mediated rejection (TCMR) requires the treatment with intravenous (iv) steroids pulse plus/minus intensification of the maintenance therapy (TRT) in comparison with the simple clinical follow-up (F-UP). METHODS: We retrospectively followed a consecutive series of kidney transplant recipients diagnosed with a borderline acute TCMR at biopsy by surveillance or clinical indication for 12 months and compared TRT and F-UP groups. We evaluated trends in renal function by measuring estimated glomerular filtration rate (eGFR) using multiple regression models. Repeated eGFR measures (REML) were adjusted for potential confounding factors for 12 months. The difference in 12-month eGFR values were observed in the TRT vs F-UP groups, type of biopsy, as well as the surveillance vs. clinical outcomes. RESULTS: Out of 59 included patients, 37% of them were in the TRT group and remaining 63% in the F-UP group. As expected, the TRT group had, at the time of biopsy, lower eGFR value of 39.0 ml/min/m2 [16.5] in comparison to 49.6 [19.6] ml/min/m2 in the F-UP group (P = 0.043), Similarly, the TRT group required more frequent clinical biopsies vs. F-UP group (68% vs. 32%; P = 0.014). However, the TRT group recovered kidney function reaching the eGFR values of the F-UP group at 12 months; the increase being significant only in patients who received indication biopsies (P < 0.001). The estimated adjusted TRT effect on 12-month eGFR change after indication biopsy was improved by +15.8 ml/min/1.73m2 (95%CI: +0.1 to +31.4 ml/min/1.73 m2; P = 0.048 by three-way interaction term) compared to the F-UP group. CONCLUSION: Our preliminary study supports the indication for the treatment of acute borderline TCMR only in cases with biopsies performed by clinical indication.

5.
Lab Invest ; 104(5): 100336, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38266922

RESUMO

Chronic kidney disease progresses through the replacement of functional tissue compartments with fibrosis, a maladaptive repair process. Shifting kidney repair toward a physiologically intact architecture, rather than fibrosis, is key to blocking chronic kidney disease progression. Much research into the mechanisms of fibrosis is performed in rodent models with less attention to the human genetic context. Recently, human induced pluripotent stem cell (iPSC)-derived organoids have shown promise in overcoming the limitation. In this study, we developed a fibrosis model that uses human iPSC-based 3-dimensional renal organoids, in which exogenous transforming growth factor-ß1 (TGF-ß1) induced the production of extracellular matrix. TGF-ß1-treated organoids showed tubulocentric collagen 1α1 production by regulating downstream transcriptional regulators, Farnesoid X receptor, phosphorylated mothers against decapentaplegic homolog 3 (p-SMAD3), and transcriptional coactivator with PDZ-binding motif (TAZ). Increased nuclear TAZ expression was confirmed in the tubular epithelium in human kidney biopsies with tubular injury and early fibrosis. A dual bile acid receptor agonist (INT-767) increased Farnesoid X receptor and reduced p-SMAD3 and TAZ, attenuating TGF-ß1-induced fibrosis in kidney organoids. Finally, we show that TAZ interacted with TEA-domain transcription factors and p-SMAD3 with TAZ and TEA-domain transcription factor 4 coregulating collagen 1α1 gene transcription. In summary, we establish a novel, readily manipulable fibrogenesis model and posit a role for bile acid receptor agonism early in renal parenchymal fibrosis.


Assuntos
Fibrose , Células-Tronco Pluripotentes Induzidas , Rim , Organoides , Fator de Crescimento Transformador beta1 , Humanos , Organoides/metabolismo , Organoides/efeitos dos fármacos , Células-Tronco Pluripotentes Induzidas/metabolismo , Fator de Crescimento Transformador beta1/metabolismo , Rim/metabolismo , Rim/patologia
6.
J Nephrol ; 2023 Nov 13.
Artigo em Inglês | MEDLINE | ID: mdl-37957455

RESUMO

BACKGROUND: Since primary membranous nephropathy is a heterogeneous disease with variable outcomes and multiple possible therapeutic approaches, all 13 Nephrology Units of the Italian region Emilia Romagna decided to analyze their experience in the management of this challenging glomerular disease. METHODS: We retrospectively studied 205 consecutive adult patients affected by biopsy-proven primary membranous nephropathy, recruited from January 2010 through December 2017. The primary outcome was patient and renal survival. The secondary outcome was the rate of complete remission and partial remission of proteinuria. Relapse incidence, treatment patterns and adverse events were also assessed. RESULTS: Median (IQR) follow-up was 36 (24-60) months. Overall patient and renal survival were 87.4% after 5 years. At the end of follow-up, 83 patients (40%) had complete remission and 72 patients (35%) had partial remission. Among responders, less than a quarter (23%) relapsed. Most patients (83%) underwent immunosuppressive therapy within 6 months of biopsy. A cyclic regimen of corticosteroid and cytotoxic agents was the most commonly used treatment schedule (63%), followed by rituximab (28%). Multivariable analysis showed that the cyclic regimen significantly correlates with complete remission (odds ratio 0.26; 95% CI 0.08-0.79) when compared to rituximab (p < 0.05). CONCLUSIONS: In our large study, both short- and long-term outcomes were positive and consistent with those published in the literature. Our data suggest that the use of immunosuppressive therapy within the first 6 months after biopsy appears to be a winning strategy, and that the cyclic regimen also warrants a prominent role in primary membranous nephropathy treatment, since definitive proof of rituximab superiority is lacking.

7.
Int J Artif Organs ; 46(10-11): 574-580, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37853619

RESUMO

The use of dabigatran in patients with non-valvular atrial fibrillation (AF) has widely increased in the last decades, due to its positive effects in terms of safety/efficacy. However, because of the risk of major bleeding, a great degree of attention has been suggested in elderly patients with multiple comorbidities. Notably, dabigatran mainly undergoes renal elimination and dose adjustment is recommended in patients with Chronic Kidney Disease (CKD). In this regard, the onset of an abrupt decrease of kidney function may further affect dabigatran pharmacokinetic profile, increasing the risk of acute intoxication. Idarucizumab is the approved antagonist in the case of dabigatran-associated major bleeding or concomitant need of urgent surgery, but its clinical use is limited by the lack of data in patients with Acute Kidney Injury (AKI). Thus, the early start of Extracorporeal Kidney Replacement Therapy (EKRT) could be indicated to remove the drug and to reverse the associated excess anticoagulation. Sustained Low-Efficiency Dialysis (SLED) could represent an effective therapeutic option to reduce the dabigatran plasma levels rapidly while avoiding post-treatment rebound. We present here a case series of three AKI patients with acute dabigatran intoxication, effectively and safely resolved with a single SLED session.


Assuntos
Injúria Renal Aguda , Terapia de Substituição Renal Híbrida , Humanos , Idoso , Dabigatrana/efeitos adversos , Estado Terminal , Hemorragia/induzido quimicamente , Hemorragia/terapia , Injúria Renal Aguda/induzido quimicamente , Injúria Renal Aguda/terapia , Injúria Renal Aguda/complicações , Anticoagulantes/uso terapêutico
8.
JCI Insight ; 8(21)2023 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-37768732

RESUMO

Retinitis pigmentosa (RP) is the most common inherited retinal disease (IRD) and is characterized by photoreceptor degeneration and progressive vision loss. We report 4 patients presenting with RP from 3 unrelated families with variants in TBC1D32, which to date has never been associated with an IRD. To validate TBC1D32 as a putative RP causative gene, we combined Xenopus in vivo approaches and human induced pluripotent stem cell-derived (iPSC-derived) retinal models. Our data showed that TBC1D32 was expressed during retinal development and that it played an important role in retinal pigment epithelium (RPE) differentiation. Furthermore, we identified a role for TBC1D32 in ciliogenesis of the RPE. We demonstrated elongated ciliary defects that resulted in disrupted apical tight junctions, loss of functionality (delayed retinoid cycling and altered secretion balance), and the onset of an epithelial-mesenchymal transition-like phenotype. Last, our results suggested photoreceptor differentiation defects, including connecting cilium anomalies, that resulted in impaired trafficking to the outer segment in cones and rods in TBC1D32 iPSC-derived retinal organoids. Overall, our data highlight a critical role for TBC1D32 in the retina and demonstrate that TBC1D32 mutations lead to RP. We thus identify TBC1D32 as an IRD-causative gene.


Assuntos
Células-Tronco Pluripotentes Induzidas , Degeneração Retiniana , Retinose Pigmentar , Humanos , Retina , Retinose Pigmentar/genética , Degeneração Retiniana/genética , Epitélio Pigmentado da Retina , Proteínas Adaptadoras de Transdução de Sinal
9.
Clin Nutr ; 42(8): 1359-1368, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37418843

RESUMO

BACKGROUND & AIMS: Sarcopenia is prevalent in patients with end-stage kidney disease (ESKD) on hemodialysis (HD), and is associated with poor outcomes, while obesity may be protective. Sarcopenic obesity is associated with increased frailty, morbidity and mortality in the general population. Myosteatosis, i.e., muscle fat infiltration, has major effects on muscle strength and physical performance, but is poorly investigated in the nephrology setting. In the present study we aimed to assess the association between sarcopenic obesity, as diagnosed by abdominal CT, and mortality. Moreover, the relationship between myosteatosis, sarcopenic obesity and mortality was also investigated. METHODS: This is a retrospective study in which ESKD patients on HD submitted to unenhanced abdominal CT for clinical reasons at least 6 months after dialysis initiation were evaluated for sarcopenic obesity and myosteatosis, defined as intermuscular fat area and low attenuation muscle area. Sarcopenic obesity was diagnosed in cases of low abdominal skeletal muscle area and high total fat area. Receiver-operating characteristics (ROC) analysis with Youden index was used to determine the cut-off for high total fat area. Intermuscular fat area and low attenuation muscle area were evaluated by applying the Hounsfield unit of interest (-190; -30, and -29; +29 respectively). Cox regression analysis was used to evaluate the association between predictors and mortality risk. RESULTS: We enrolled 212 patients, aged 68.8 (±14.7) years, 65.5% (139/212) male. Median follow-up was 19.7 (interquartile range [IQR] 2.7-35) months. Sarcopenic obesity was diagnosed in 19.8% of patients and was associated with increased mortality (HR: 3.29 (1.72; 6.27), P < 0.001), and with the presence of myosteatosis. Both intermuscular fat area and low attenuation muscle area were associated with increased mortality in adjusted analyses. CONCLUSIONS: Patients with sarcopenic obesity have increased myosteatosis. Sarcopenic obesity and myosteatosis are associated with increased mortality in patients on HD.


Assuntos
Sarcopenia , Humanos , Masculino , Sarcopenia/complicações , Sarcopenia/epidemiologia , Estudos Retrospectivos , Diálise Renal , Obesidade/epidemiologia , Músculo Esquelético/patologia
10.
Transplantation ; 107(9): 2055-2063, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37202854

RESUMO

BACKGROUND: The modified Oxford classification mesangial and endocapillary hypercellularity, segmental sclerosis, interstitial fibrosis/tubular atrophy, and the presence of crescents (MEST-C) of immunoglobulin A nephropathy (IgAN) was recently shown to be a predictor of graft failure in Asians with recurrent IgAN. We aimed to validate these findings in a cohort from North American centers participating in the Banff Recurrent Glomerulopathies Working Group. METHODS: We examined 171 transplant recipients with end-stage kidney disease because of IgAN; 100 of them with biopsy-proven recurrent IgAN (57 of them had complete MEST-C scores) and 71 with no recurrence. RESULTS: IgAN recurrence, which was associated with younger age at transplantation ( P = 0.012), strongly increased the risk of death-censored graft failure (adjusted hazard ratio, 5.10 [95% confidence interval (CI), 2.26-11.51]; P < 0.001). Higher MEST-C score sum was associated with death-censored graft failure (adjusted hazard ratio, 8.57 [95% CI, 1.23-59.85; P = 0.03] and 61.32 [95% CI, 4.82-779.89; P = 0.002] for score sums 2-3 and 4-5 versus 0, respectively), and so were the single components endocapillary hypercellularity, interstitial fibrosis/tubular atrophy, and crescents ( P < 0.05 each). Overall, most of the pooled adjusted hazard ratio estimates associated with each MEST-C component were consistent with those from the Asian cohort (heterogeneity I2 close to 0%, and P > 0.05). CONCLUSIONS: Our findings may validate the prognostic usefulness of the Oxford classification for recurrent IgAN and support the inclusion of the MEST-C score in allograft biopsies diagnostic reports.


Assuntos
Glomerulonefrite por IGA , Transplante de Rim , Humanos , Glomerulonefrite por IGA/complicações , Glomerulonefrite por IGA/diagnóstico , Glomerulonefrite por IGA/cirurgia , Transplante de Rim/efeitos adversos , Transplantados , Fibrose , Atrofia/complicações , Atrofia/patologia , América do Norte , Biópsia , Rim/patologia
12.
Kidney Int Rep ; 7(12): 2647-2656, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36506236

RESUMO

Introduction: Proliferative lupus nephritis (LN) progresses to end-stage kidney disease (ESKD) in roughly 10% of the cases despite treatment. Other than achieving <0.8 g/24h proteinuria at 12 months after treatment, early biomarkers predicting ESKD or death are lacking. Recent studies encompassing not only LN have highlighted the central role of the alternative complement pathway (ACP), with or without histological evidence of thrombotic microangiopathy (TMA), as a key promotor of renal death. Methods: We assessed whether persistent isolated C3 hypocomplementemia (PI-LowC3), that is not accompanied by C4 hypocomplementemia, 6 months after kidney biopsy, is associated with an increased risk of death or ESKD in proliferative LN. Results: We retrospectively followed-up 197 patients with proliferative LN (51 with PI-LowC3) for a median of 4.5 years (interquartile-range: 1.9-9.0), 11 of whom died and 22 reached ESKD. After adjusting for age, gender, ethnicity, hypertension, mycophenolate, or cyclophosphamide use, PI-LowC3 was associated with a hazard ratio [HR] of the composite outcome ESKD or death of 2.46 (95% confidence interval [CI]: 1.22-4.99, P = 0.012). These results were confirmed even after controlling for time-varying estimated glomerular filtration rate (eGFR) measurements in joint longitudinal-survival multiple regression models. After accounting for the competing risk of death, PI-LowC3 patients showed a strikingly increased risk of ESKD (adjusted HR 3.41, 95% CI: 1.31-8.88, P = 0.012). Conclusion: Our findings support the use of PI-LowC3 as a low-cost readily available biomarker, allowing clinicians to modify treatment strategies early in the course of disease and offering a rationale for complement blockade trials in this particularly at-risk subgroup of LN patients.

13.
Clin Kidney J ; 15(6): 1179-1187, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35664268

RESUMO

Background: Polycystic kidney diseases (PKD) are an important cause of chronic kidney disease (CKD). Autosomal dominant polycystic kidney disease (ADPKD) due to PKD1 or PKD2 mutations is the most common form, but other genes can be responsible for ADPKD and its phenocopies. Among them, a form of atypical ADPKD caused by DNAJB11 mutations (DNAJB11-PKD) has been recently described. Methods: We retrospectively recruited a cohort of 27 patients from six different families sharing common ancestries and harboring the same DNAJB11 mutation (c.100C>T, p.Arg34*) and we compared it with a cohort of 42 typical ADPKD patients. Results: DNAJB11-PKD patients show small/normal-sized kidneys, with significantly smaller cysts and a slower progression to end-stage kidney disease (ESKD) than ADPKD patients. In the DNAJB11-PKD cohort, the cystic phenotype could not be detected by ultrasound in about half of the patients, but all cases with available computed tomography/magnetic resonance scans displayed cysts. Clinically, DNAJB11-PKD patients displayed proteinuria (mostly albuminuria). Compared with ADPKD, DNAJB11-PKD patients were older and had a higher prevalence of type 2 diabetes mellitus (19% versus 0%; P = 0.007) and nephrolithiasis (62% versus 29%; P = 0.01), whereas the prevalence of cardiac valvular defects was lower (4% versus 51%; P < 0.001). Conclusions: Overall, clinical features of DNAJB11-PKD were more subtle compared with those of ADPKD. DNAJB11-PKD shows a unique renal and extrarenal phenotype, clinical presentation and natural history. Therefore our data support that this genetic disease is classified separately from ADPKD.

14.
Kidney360 ; 3(2): 293-306, 2022 02 24.
Artigo em Inglês | MEDLINE | ID: mdl-35373130

RESUMO

Background: The acute and long-term effects of severe acute respiratory syndrome coronavirus 2 infection in individuals with GN are still unclear. To address this relevant issue, we created the International Registry of COVID-19 infection in GN. Methods: We collected serial information on kidney-related and -unrelated outcomes from 125 GN patients (63 hospitalized and 62 outpatients) and 83 non-GN hospitalized patients with coronavirus disease 2019 (COVID-19) and a median follow-up period of 6.4 (interquartile range 2.3-9.6) months after diagnosis. We used logistic regression for the analyses of clinical outcomes and linear mixed models for the longitudinal analyses of eGFR. All multiple regression models were adjusted for age, sex, ethnicity, and renin-angiotensin-aldosterone system inhibitor use. Results: After adjustment for pre-COVID-19 eGFR and other confounders, mortality and AKI did not differ between GN patients and controls (adjusted odds ratio for AKI=1.28; 95% confidence interval [CI], 0.46 to 3.60; P=0.64). The main predictor of AKI was pre-COVID-19 eGFR (adjusted odds ratio per 1 SD unit decrease in eGFR=3.04; 95% CI, 1.76 to 5.28; P<0.001). GN patients developing AKI were less likely to recover pre-COVID-19 eGFR compared with controls (adjusted 6-month post-COVID-19 eGFR=0.41; 95% CI, 0.25 to 0.56; times pre-COVID-19 eGFR). Shorter duration of GN diagnosis, higher pre-COVID-19 proteinuria, and diagnosis of focal segmental glomerulosclerosis or minimal change disease were associated with a lower post-COVID-19 eGFR. Conclusions: Pre-COVID-19 eGFR is the main risk factor for AKI regardless of GN diagnosis. However, GN patients are at higher risk of impaired eGFR recovery after COVID-19-associated AKI. These patients (especially those with high baseline proteinuria or a diagnosis of focal segmental glomerulosclerosis or minimal change disease) should be closely monitored not only during the acute phases of COVID-19 but also after its resolution.


Assuntos
Injúria Renal Aguda , COVID-19 , Injúria Renal Aguda/complicações , COVID-19/epidemiologia , Seguimentos , Humanos , Sistema de Registros , SARS-CoV-2
15.
Virchows Arch ; 480(2): 467-473, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-33959820

RESUMO

Tyrosine kinase inhibitors play an important role in the armamentarium against cancer. Lenvatinib is a multiple kinase inhibitor approved by the Food and Drugs Administration (FDA) for the treatment of advanced and radioresistant thyroid carcinomas and, in combination with everolimus, for renal cell carcinoma and unresectable hepatocellular carcinoma. The anti-tumoral activity is largely dependent on inhibition of neo-angiogenesis, and established side effects of anti-angiogenetic therapeutics include renal thrombotic microangiopathy (TMA). Here, we describe three cases of biopsy-proven renal TMA clinically presenting with proteinuria and stable serum creatinine in patients receiving lenvatinib for thyroid cancer. Microangiopathic lesions included glomerular basement membrane reduplication with segmental cellular interposition, mesangiolysis, and focal intracapillary and arteriolar thrombi. Drug-dose reduction or withdrawal was effective in renal function preservation, but cancer progressed in all patients. The management of lenvatinib-induced renal TMA remains a challenge. The best therapy in these patients is still uncertain. Earlier and more precise measurement of urine protein levels, allowing for early dose adjustment, could be effective in preventing further damage and drug discontinuation.


Assuntos
Carcinoma de Células Renais , Neoplasias Renais , Microangiopatias Trombóticas , Carcinoma de Células Renais/tratamento farmacológico , Carcinoma de Células Renais/patologia , Humanos , Rim/patologia , Neoplasias Renais/tratamento farmacológico , Neoplasias Renais/patologia , Compostos de Fenilureia/efeitos adversos , Quinolinas , Microangiopatias Trombóticas/induzido quimicamente , Microangiopatias Trombóticas/tratamento farmacológico , Microangiopatias Trombóticas/patologia
17.
J Nephrol ; 35(4): 1091-1100, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-34757577

RESUMO

BACKGROUND: IgA nephropathy (IgAN) has been anecdotally reported in association with atypical hemolytic uremic syndrome (aHUS). The association likely portends poor renal outcome, and the possible relationship with complement overactivation has yet to be elucidated. We evaluated a series of IgAN patients with aHUS and reviewed the available literature. METHODS: Adult patients who received a diagnosis of IgAN and developed aHUS between January 2009 and December 2019 were included in this retrospective review. RESULTS: We identified six IgAN-aHUS patients, all of whom developed end-stage kidney disease. At aHUS presentation all patients had decreased serum C3 levels. Predisposing pathogenetic variants and risk haplotypes for aHUS in CFH gene heterozygosity were documented in four out of six patients. Anti-CFH antibodies were found to be negative in the five tested patients. In the literature we identified 21 case reports involving aHUS-IgAN and six retrospective studies evaluating the presence of TMA at the time of renal biopsy. Hypertension, severe proteinuria, reduced sC3 and a worse renal prognosis were the common features of most cases. CONCLUSION: Our case series and literature review show that the onset of either aHUS or renal TMA in the course of IgAN are associated with very poor renal outcome. Activation of the alternative pathway revealed by consumption of serum C3 seems to play a major role. Our hypothesis is that the presence of a predisposing factor (e.g. dysregualtion of complement alternative pathway and/or other intrarenal precipitating factors) might be at the heart of aHUS-IgAN pathophysiology.


Assuntos
Síndrome Hemolítico-Urêmica Atípica , Glomerulonefrite por IGA , Falência Renal Crônica , Adulto , Síndrome Hemolítico-Urêmica Atípica/diagnóstico , Síndrome Hemolítico-Urêmica Atípica/genética , Proteínas do Sistema Complemento , Feminino , Glomerulonefrite por IGA/complicações , Glomerulonefrite por IGA/diagnóstico , Glomerulonefrite por IGA/genética , Humanos , Falência Renal Crônica/etiologia , Masculino , Estudos Retrospectivos
18.
Artigo em Inglês | MEDLINE | ID: mdl-34366540

RESUMO

Histologic examination of interstitial fibrosis and tubular atrophy (IFTA) is critical to determine the extent of irreversible kidney injury in renal disease. The current clinical standard involves pathologist's visual assessment of IFTA, which is prone to inter-observer variability. To address this diagnostic variability, we designed two case studies (CSs), including seven pathologists, using HistomicsTK- a distributed system developed by Kitware Inc. (Clifton Park, NY). Twenty-five whole slide images (WSIs) were classified into a training set of 21 and a validation set of four. The training set was composed of seven unique subsets, each provided to an individual pathologist along with four common WSIs from the validation set. In CS 1, all pathologists individually annotated IFTA in their respective slides. These annotations were then used to train a deep learning algorithm to computationally segment IFTA. In CS 2, manual and computational annotations from CS 1 were first reviewed by the annotators to improve concordance of IFTA annotation. Both the manual and computational annotation processes were then repeated as in CS1. The inter-observer concordance in the validation set was measured by Krippendorff's alpha (KA). The KA for the seven pathologists in CS1 was 0.62 with CI [0.57, 0.67], and after reviewing each other's annotations in CS2, 0.66 with CI [0.60, 0.72]. The respective CS1 and CS2 KA were 0.58 with CI [0.52, 0.64] and 0.63 with CI [0.56, 0.69] when including the deep learner as an eighth annotator. These results suggest that our designed annotation framework refines agreement of spatial annotation of IFTA and demonstrates a human-AI approach to significantly improve the development of computational models.

19.
Arterioscler Thromb Vasc Biol ; 41(7): 2201-2214, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34039022
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