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1.
Kidney Int ; 105(6): 1263-1278, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38286178

RESUMEN

Current classification of chronic kidney disease (CKD) into stages using indirect systemic measures (estimated glomerular filtration rate (eGFR) and albuminuria) is agnostic to the heterogeneity of underlying molecular processes in the kidney thereby limiting precision medicine approaches. To generate a novel CKD categorization that directly reflects within kidney disease drivers we analyzed publicly available transcriptomic data from kidney biopsy tissue. A Self-Organizing Maps unsupervised artificial neural network machine-learning algorithm was used to stratify a total of 369 patients with CKD and 46 living kidney donors as healthy controls. Unbiased stratification of the discovery cohort resulted in identification of four novel molecular categories of disease termed CKD-Blue, CKD-Gold, CKD-Olive, CKD-Plum that were replicated in independent CKD and diabetic kidney disease datasets and can be further tested on any external data at kidneyclass.org. Each molecular category spanned across CKD stages and histopathological diagnoses and represented transcriptional activation of distinct biological pathways. Disease progression rates were highly significantly different between the molecular categories. CKD-Gold displayed rapid progression, with significant eGFR-adjusted Cox regression hazard ratio of 5.6 [1.01-31.3] for kidney failure and hazard ratio of 4.7 [1.3-16.5] for composite of kidney failure or a 40% or more eGFR decline. Urine proteomics revealed distinct patterns between the molecular categories, and a 25-protein signature was identified to distinguish CKD-Gold from other molecular categories. Thus, patient stratification based on kidney tissue omics offers a gateway to non-invasive biomarker-driven categorization and the potential for future clinical implementation, as a key step towards precision medicine in CKD.


Asunto(s)
Progresión de la Enfermedad , Tasa de Filtración Glomerular , Riñón , Medicina de Precisión , Insuficiencia Renal Crónica , Transcriptoma , Humanos , Medicina de Precisión/métodos , Insuficiencia Renal Crónica/patología , Insuficiencia Renal Crónica/orina , Insuficiencia Renal Crónica/diagnóstico , Insuficiencia Renal Crónica/fisiopatología , Persona de Mediana Edad , Femenino , Masculino , Riñón/patología , Riñón/fisiopatología , Anciano , Biopsia , Adulto , Redes Neurales de la Computación , Estudios de Casos y Controles , Perfilación de la Expresión Génica , Aprendizaje Automático no Supervisado
3.
Sci Rep ; 13(1): 12701, 2023 08 05.
Artículo en Inglés | MEDLINE | ID: mdl-37543648

RESUMEN

Machine learning applied to digital pathology has been increasingly used to assess kidney function and diagnose the underlying cause of chronic kidney disease (CKD). We developed a novel computational framework, clustering-based spatial analysis (CluSA), that leverages unsupervised learning to learn spatial relationships between local visual patterns in kidney tissue. This framework minimizes the need for time-consuming and impractical expert annotations. 107,471 histopathology images obtained from 172 biopsy cores were used in the clustering and in the deep learning model. To incorporate spatial information over the clustered image patterns on the biopsy sample, we spatially encoded clustered patterns with colors and performed spatial analysis through graph neural network. A random forest classifier with various groups of features were used to predict CKD. For predicting eGFR at the biopsy, we achieved a sensitivity of 0.97, specificity of 0.90, and accuracy of 0.95. AUC was 0.96. For predicting eGFR changes in one-year, we achieved a sensitivity of 0.83, specificity of 0.85, and accuracy of 0.84. AUC was 0.85. This study presents the first spatial analysis based on unsupervised machine learning algorithms. Without expert annotation, CluSA framework can not only accurately classify and predict the degree of kidney function at the biopsy and in one year, but also identify novel predictors of kidney function and renal prognosis.


Asunto(s)
Redes Neurales de la Computación , Insuficiencia Renal Crónica , Humanos , Algoritmos , Aprendizaje Automático , Insuficiencia Renal Crónica/diagnóstico , Análisis por Conglomerados
4.
J Clin Invest ; 133(13)2023 07 03.
Artículo en Inglés | MEDLINE | ID: mdl-37395276

RESUMEN

BackgroundAcute tubulointerstitial nephritis (AIN) is one of the few causes of acute kidney injury with diagnosis-specific treatment options. However, due to the need to obtain a kidney biopsy for histological confirmation, AIN diagnosis can be delayed, missed, or incorrectly assumed. Here, we identify and validate urinary CXCL9, an IFN-γ-induced chemokine involved in lymphocyte chemotaxis, as a diagnostic biomarker for AIN.MethodsIn a prospectively enrolled cohort with pathologist-adjudicated histological diagnoses, termed the discovery cohort, we tested the association of 180 immune proteins measured by an aptamer-based assay with AIN and validated the top protein, CXCL9, using sandwich immunoassay. We externally validated these findings in 2 cohorts with biopsy-confirmed diagnoses, termed the validation cohorts, and examined mRNA expression differences in kidney tissue from patients with AIN and individuals in the control group.ResultsIn aptamer-based assay, urinary CXCL9 was 7.6-fold higher in patients with AIN than in individuals in the control group (P = 1.23 × 10-5). Urinary CXCL9 measured by sandwich immunoassay was associated with AIN in the discovery cohort (n = 204; 15% AIN) independently of currently available clinical tests for AIN (adjusted odds ratio for highest versus lowest quartile: 6.0 [1.8-20]). Similar findings were noted in external validation cohorts, where CXCL9 had an AUC of 0.94 (0.86-1.00) for AIN diagnosis. CXCL9 mRNA expression was 3.9-fold higher in kidney tissue from patients with AIN (n = 19) compared with individuals in the control group (n = 52; P = 5.8 × 10-6).ConclusionWe identified CXCL9 as a diagnostic biomarker for AIN using aptamer-based urine proteomics, confirmed this association using sandwich immunoassays in discovery and external validation cohorts, and observed higher expression of this protein in kidney biopsies from patients with AIN.FundingThis study was supported by National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) awards K23DK117065 (DGM), K08DK113281 (KM), R01DK128087 (DGM), R01DK126815 (DGM and LGC), R01DK126477 (KNC), UH3DK114866 (CRP, DGM, and FPW), R01DK130839 (MES), and P30DK079310 (the Yale O'Brien Center). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.


Asunto(s)
Nefritis Intersticial , Humanos , Nefritis Intersticial/diagnóstico , Nefritis Intersticial/inducido químicamente , Nefritis Intersticial/patología , Riñón/patología , Biomarcadores , ARN Mensajero , Quimiocina CXCL9/genética , Quimiocina CXCL9/efectos adversos
5.
BMC Nephrol ; 24(1): 30, 2023 02 09.
Artículo en Inglés | MEDLINE | ID: mdl-36759756

RESUMEN

BACKGROUND: Tobacco exposure has been recognized as a risk factor for cardiovascular disease (CVD) and progression of kidney disease. Patients with proteinuric glomerulopathies are at increased risk for cardiovascular morbidity and mortality. Multiple studies have linked tobacco exposure to CVD and chronic kidney disease, but the relationships between smoking and proteinuric glomerulopathies in adults and children have not been previously explored. METHODS: Data from the Nephrotic Syndrome Study Network (NEPTUNE), a multi-center prospective observational study of participants with proteinuric glomerulopathies, was analyzed. 371 adults and 192 children enrolled in NEPTUNE were included in the analysis. Self-reported tobacco exposure was classified as non-smoker, active smoker, former smoker, or exclusive passive smoker. Baseline serum cotinine levels were measured in a sub-cohort of 178 participants. RESULTS: The prevalence of active smokers, former smokers and exclusive passive smoking among adults at baseline was 14.6%, 29.1% and 4.9%, respectively. Passive smoke exposure was 16.7% among children. Active smoking (reference non-smoking) was significantly associated with greater total cholesterol among adults (ß 17.91 95% CI 0.06, 35.76, p = 0.049) while passive smoking (reference non-smoking) was significantly associated with greater proteinuria over time among children (ß 1.23 95% CI 0.13, 2.33, p = 0.03). Higher cotinine levels were associated with higher baseline eGFR (r = 0.17, p = 0.03). CONCLUSION: Tobacco exposure is associated with greater risk for CVD and worse kidney disease outcomes in adults and children with proteinuric glomerulopathies. Preventive strategies to reduce tobacco exposure may help protect against future cardiovascular and kidney morbidity and mortality in patients with proteinuric glomerulopathies.


Asunto(s)
Enfermedades Cardiovasculares , Enfermedades Renales , Contaminación por Humo de Tabaco , Humanos , Adulto , Niño , Estudios de Cohortes , Cotinina , Nicotiana , Contaminación por Humo de Tabaco/efectos adversos , Neptuno , Enfermedades Renales/inducido químicamente
6.
Am J Physiol Heart Circ Physiol ; 323(6): H1376-H1387, 2022 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-36367690

RESUMEN

Phospholipase Cε (PLCε) is a phospholipase C isoform with a wide range of physiological functions. It has been implicated in aortic valve disorders, but its role in frequently associated aortic disease remains unclear. To determine the role of PLCε in thoracic aortic aneurysm and dissection (TAAD) we used PLCε-deficient mice, which develop aortic valve insufficiency and exhibit aortic dilation of the ascending thoracic aorta and arch without histopathological evidence of injury. Fourteen days of infusion of Plce1+/+ and Plce1-/- mice with angiotensin II (ANG II), which induces aortic dilation and dissection, led to sudden death secondary to ascending aortic dissection in 43% of Plce1-/- versus 5% of Plce1+/+ mice (P < 0.05). Medial degeneration and TAAD were detected in 80% of Plce1-/- compared with 10% of Plce1+/+ mice (P < 0.05) after 4 days of ANG II. Treatment with ANG II markedly increased PLCε expression within the ascending aortic adventitia. Total RNA sequencing demonstrated marked upregulation of inflammatory and fibrotic pathways mediated by interleukin-1ß, interleukin-6, and tumor necrosis factor-α. In silico analysis of whole exome sequences of 258 patients with type A dissection identified 5 patients with nonsynonymous PLCE1 variants. Our data suggest that PLCε deficiency plays a role in the development of TAAD and aortic insufficiency.NEW & NOTEWORTHY We describe a novel phenotype by which PLCε deficiency predisposes to aortic valve insufficiency and ascending aortic aneurysm, dissection, and sudden death in the setting of ANG II-mediated hypertension. We demonstrate PLCE1 variants in patients with type A aortic dissection and aortic insufficiency, suggesting that PLCE1 may also play a role in human aortic disease. This finding is of very high significance because it has not been previously demonstrated that PLCε directly mediates aortic dissection.


Asunto(s)
Aneurisma de la Aorta Ascendente , Aneurisma de la Aorta Torácica , Aneurisma de la Aorta , Disección Aórtica , Insuficiencia de la Válvula Aórtica , Hipertensión , Humanos , Ratones , Animales , Insuficiencia de la Válvula Aórtica/genética , Ratones Endogámicos C57BL , Aneurisma de la Aorta/genética , Aneurisma de la Aorta/patología , Disección Aórtica/genética , Angiotensina II , Muerte Súbita , Aneurisma de la Aorta Torácica/genética , Aneurisma de la Aorta Torácica/metabolismo
7.
Sci Rep ; 12(1): 4832, 2022 03 22.
Artículo en Inglés | MEDLINE | ID: mdl-35318420

RESUMEN

Pathologists use visual classification to assess patient kidney biopsy samples when diagnosing the underlying cause of kidney disease. However, the assessment is qualitative, or semi-quantitative at best, and reproducibility is challenging. To discover previously unknown features which predict patient outcomes and overcome substantial interobserver variability, we developed an unsupervised bag-of-words model. Our study applied to the C-PROBE cohort of patients with chronic kidney disease (CKD). 107,471 histopathology images were obtained from 161 biopsy cores and identified important morphological features in biopsy tissue that are highly predictive of the presence of CKD both at the time of biopsy and in one year. To evaluate the performance of our model, we estimated the AUC and its 95% confidence interval. We show that this method is reliable and reproducible and can achieve 0.93 AUC at predicting glomerular filtration rate at the time of biopsy as well as predicting a loss of function at one year. Additionally, with this method, we ranked the identified morphological features according to their importance as diagnostic markers for chronic kidney disease. In this study, we have demonstrated the feasibility of using an unsupervised machine learning method without human input in order to predict the level of kidney function in CKD. The results from our study indicate that the visual dictionary, or visual image pattern, obtained from unsupervised machine learning can predict outcomes using machine-derived values that correspond to both known and unknown clinically relevant features.


Asunto(s)
Insuficiencia Renal Crónica , Aprendizaje Automático no Supervisado , Biopsia , Femenino , Tasa de Filtración Glomerular , Humanos , Masculino , Insuficiencia Renal Crónica/diagnóstico , Reproducibilidad de los Resultados
8.
J Clin Pathol ; 75(2): 121-127, 2022 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-33431484

RESUMEN

AIMS: Detection of one segmentally sclerosed glomerulus (SSG) identifies patients with focal segmental glomerulosclerosis (FSGS) but rare SSGs may be missed in kidney biopsies. It is unknown whether alterations of unaffected glomeruli in patients with infrequent SSG can be detected by quantitative morphometrics. METHODS: We determined SSG frequency and obtained quantitative morphometrics in glomeruli without a pathologic phenotype in large kidney sections of non-involved kidney tissue from 137 patients undergoing total nephrectomy. We used multivariate modelling to identify morphometrics independently associated with increasing frequency of SSG and Receiver Operator Curve (ROC) analysis to determine the ability of quantitative morphometrics to identify patients with FSGS. We used the geometric distribution to estimate the sensitivity and specificity of a needle biopsy to identify patients with FSGS. RESULTS: In seventy-one patients (51.8%), at least one SSG was observed, and of those, 39 (54.9%) had an SSG lesion in less than 2% of all glomeruli (mean of 249 glomeruli per specimen). Increasing percent of SSG was independently associated with decreasing podocyte density and increasing mesangial index in multivariate modelling. For infrequent SSG lesions (<1% of glomeruli), kidney biopsy could miss FSGS diagnosis more than 74% of the time, and podocyte density had an area under the curve (AUC) of 0.77, and mesangial index, an AUC of 0.79 to identify patients with FSGS. CONCLUSIONS: More than half of patients had FSGS, although 30% had infrequent SSG. Quantitative morphometrics in glomeruli without pathology, such as podocyte density and mesangial index, identified patients with infrequent SSG and may serve as clinical markers to identify patients with FSGS.


Asunto(s)
Glomeruloesclerosis Focal y Segmentaria/patología , Glomérulos Renales/patología , Anciano , Biopsia con Aguja , Femenino , Mesangio Glomerular/patología , Humanos , Masculino , Persona de Mediana Edad , Fenotipo , Podocitos/patología , Valor Predictivo de las Pruebas , Reproducibilidad de los Resultados
9.
J Am Soc Nephrol ; 32(9): 2331-2351, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34140396

RESUMEN

BACKGROUND: Mechanisms underlying the pro gression of diabetic kidney disease to ESKD are not fully understood. METHODS: We performed global microRNA (miRNA) analysis on plasma from two cohorts consisting of 375 individuals with type 1 and type 2 diabetes with late diabetic kidney disease, and targeted proteomics analysis on plasma from four cohorts consisting of 746 individuals with late and early diabetic kidney disease. We examined structural lesions in kidney biopsy specimens from the 105 individuals with early diabetic kidney disease. Human umbilical vein endothelial cells were used to assess the effects of miRNA mimics or inhibitors on regulation of candidate proteins. RESULTS: In the late diabetic kidney disease cohorts, we identified 17 circulating miRNAs, represented by four exemplars (miR-1287-5p, miR-197-5p, miR-339-5p, and miR-328-3p), that were strongly associated with 10-year risk of ESKD. These miRNAs targeted proteins in the axon guidance pathway. Circulating levels of six of these proteins-most notably, EFNA4 and EPHA2-were strongly associated with 10-year risk of ESKD in all cohorts. Furthermore, circulating levels of these proteins correlated with severity of structural lesions in kidney biopsy specimens. In contrast, expression levels of genes encoding these proteins had no apparent effects on the lesions. In in vitro experiments, mimics of miR-1287-5p and miR-197-5p and inhibitors of miR-339-5p and miR-328-3p upregulated concentrations of EPHA2 in either cell lysate, supernatant, or both. CONCLUSIONS: This study reveals novel mechanisms involved in progression to ESKD and points to the importance of systemic factors in the development of diabetic kidney disease. Some circulating miRNAs and axon guidance pathway proteins represent potential targets for new therapies to prevent and treat this condition.


Asunto(s)
Orientación del Axón/fisiología , Diabetes Mellitus Tipo 1/sangre , Diabetes Mellitus Tipo 2/sangre , Nefropatías Diabéticas/etiología , Fallo Renal Crónico/etiología , MicroARNs/sangre , Adulto , Estudios de Cohortes , Diabetes Mellitus Tipo 1/complicaciones , Diabetes Mellitus Tipo 2/complicaciones , Nefropatías Diabéticas/sangre , Femenino , Humanos , Fallo Renal Crónico/sangre , Masculino , Persona de Mediana Edad
10.
Am J Physiol Renal Physiol ; 318(5): F1177-F1187, 2020 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-32223311

RESUMEN

Loss-of-function mutations in phospholipase C-ε1 (PLCE1) have been detected in patients with nephrotic syndrome, but other family members with the same mutation were asymptomatic, suggesting additional stressor are required to cause the full phenotype. Consistent with these observations, we determined that global Plce1-deficient mice have histologically normal glomeruli and no albuminuria at baseline. Angiotensin II (ANG II) is known to induce glomerular damage in genetically susceptible individuals. Therefore, we tested whether ANG II enhances glomerular damage in Plce1-deficient mice. ANG II increased blood pressure equally in Plce1-deficient and wild-type littermates. Additionally, it led to 20-fold increased albuminuria and significantly more sclerotic glomeruli in Plce1-deficient mice compared with wild-type littermates. Furthermore, Plce1-deficient mice demonstrated diffuse mesangial expansion, podocyte loss, and focal podocyte foot process effacement. To determine whether these effects are mediated by hypertension and hyperfiltration, rather than directly through ANG II, we raised blood pressure to a similar level using DOCA + salt + uninephrectomy and norepinephrine. This caused a fivefold increase in albuminuria in Plce1-deficient mice and a significant increase in the number of sclerotic glomeruli. Consistent with previous findings in mice, we detected strong PLCE1 transcript expression in podocytes using single cell sequencing of human kidney tissue. In hemagglutinin-tagged Plce1 transgenic mice, Plce1 was detected in podocytes and also in glomerular arterioles using immunohistochemistry. Our data demonstrate that Plce1 deficiency in mice predisposes to glomerular damage secondary to hypertensive insults.


Asunto(s)
Presión Sanguínea , Glomerulonefritis/enzimología , Hipertensión/enzimología , Glomérulos Renales/enzimología , Fosfoinositido Fosfolipasa C/deficiencia , Albuminuria/enzimología , Albuminuria/genética , Albuminuria/fisiopatología , Animales , Acetato de Desoxicorticosterona , Modelos Animales de Enfermedad , Femenino , Glomerulonefritis/genética , Glomerulonefritis/patología , Glomerulonefritis/fisiopatología , Hipertensión/genética , Hipertensión/fisiopatología , Glomérulos Renales/patología , Glomérulos Renales/fisiopatología , Masculino , Ratones Endogámicos C57BL , Ratones Noqueados , Nefrectomía , Fosfoinositido Fosfolipasa C/genética , Cloruro de Sodio Dietético
11.
J Biol Chem ; 292(2): 732-747, 2017 Jan 13.
Artículo en Inglés | MEDLINE | ID: mdl-27913625

RESUMEN

Podocyte injury is an early event in diabetic kidney disease and is a hallmark of glomerulopathy. MicroRNA-146a (miR-146a) is highly expressed in many cell types under homeostatic conditions, and plays an important anti-inflammatory role in myeloid cells. However, its role in podocytes is unclear. Here, we show that miR-146a expression levels decrease in the glomeruli of patients with type 2 diabetes (T2D), which correlates with increased albuminuria and glomerular damage. miR-146a levels are also significantly reduced in the glomeruli of albuminuric BTBR ob/ob mice, indicating its significant role in maintaining podocyte health. miR-146a-deficient mice (miR-146a-/-) showed accelerated development of glomerulopathy and albuminuria upon streptozotocin (STZ)-induced hyperglycemia. The miR-146a targets, Notch-1 and ErbB4, were also significantly up-regulated in the glomeruli of diabetic patients and mice, suggesting induction of the downstream TGFß signaling. Treatment with a pan-ErbB kinase inhibitor erlotinib with nanomolar activity against ErbB4 significantly suppressed diabetic glomerular injury and albuminuria in both WT and miR-146a-/- animals. Treatment of podocytes in vitro with TGF-ß1 resulted in increased expression of Notch-1, ErbB4, pErbB4, and pEGFR, the heterodimerization partner of ErbB4, suggesting increased ErbB4/EGFR signaling. TGF-ß1 also increased levels of inflammatory cytokine monocyte chemoattractant protein-1 (MCP-1) and MCP-1 induced protein-1 (MCPIP1), a suppressor of miR-146a, suggesting an autocrine loop. Inhibition of ErbB4/EGFR with erlotinib co-treatment of podocytes suppressed this signaling. Our findings suggest a novel role for miR-146a in protecting against diabetic glomerulopathy and podocyte injury. They also point to ErbB4/EGFR as a novel, druggable target for therapeutic intervention, especially because several pan-ErbB inhibitors are clinically available.


Asunto(s)
Diabetes Mellitus Experimental/metabolismo , Nefropatías Diabéticas/metabolismo , MicroARNs/metabolismo , Podocitos/metabolismo , Receptor ErbB-4/biosíntesis , Receptor Notch1/biosíntesis , Regulación hacia Arriba , Animales , Quimiocina CCL2/genética , Quimiocina CCL2/metabolismo , Diabetes Mellitus Experimental/tratamiento farmacológico , Diabetes Mellitus Experimental/genética , Diabetes Mellitus Experimental/patología , Nefropatías Diabéticas/tratamiento farmacológico , Nefropatías Diabéticas/genética , Nefropatías Diabéticas/patología , Clorhidrato de Erlotinib/farmacología , Ratones , Ratones Noqueados , MicroARNs/genética , Podocitos/patología , Receptor ErbB-4/genética , Receptor Notch1/genética , Ribonucleasas/genética , Ribonucleasas/metabolismo , Factores de Riesgo , Transducción de Señal/efectos de los fármacos , Transducción de Señal/genética , Factor de Crecimiento Transformador beta1/genética , Factor de Crecimiento Transformador beta1/metabolismo
12.
Nat Med ; 23(1): 100-106, 2017 01.
Artículo en Inglés | MEDLINE | ID: mdl-27941791

RESUMEN

Excess levels of protein in urine (proteinuria) is a hallmark of kidney disease that typically occurs in conjunction with diabetes, hypertension, gene mutations, toxins or infections but may also be of unknown cause (idiopathic). Systemic soluble urokinase plasminogen activator receptor (suPAR) is a circulating factor implicated in the onset and progression of chronic kidney disease (CKD), such as focal segmental glomerulosclerosis (FSGS). The cellular source(s) of elevated suPAR associated with future and progressing kidney disease is unclear, but is likely extra-renal, as the pathological uPAR is circulating and FSGS can recur even after a damaged kidney is replaced with a healthy donor organ. Here we report that bone marrow (BM) Gr-1lo immature myeloid cells are responsible for the elevated, pathological levels of suPAR, as evidenced by BM chimera and BM ablation and cell transfer studies. A marked increase of Gr-1lo myeloid cells was commonly found in the BM of proteinuric animals having high suPAR, and these cells efficiently transmit proteinuria when transferred to healthy mice. In accordance with the results seen in suPAR-associated proteinuric animal models, in which kidney damage is caused not by local podocyte-selective injury but more likely by systemic insults, a humanized xenograft model of FSGS resulted in an expansion of Gr-1lo cells in the BM, leading to high plasma suPAR and proteinuric kidney disease. Together, these results identify suPAR as a functional connection between the BM and the kidney, and they implicate BM immature myeloid cells as a key contributor to glomerular dysfunction.


Asunto(s)
Glomeruloesclerosis Focal y Segmentaria/metabolismo , Células Mieloides/metabolismo , Proteinuria/metabolismo , Receptores del Activador de Plasminógeno Tipo Uroquinasa/metabolismo , Insuficiencia Renal Crónica/metabolismo , Traslado Adoptivo , Animales , Células de la Médula Ósea , Modelos Animales de Enfermedad , Glomérulos Renales/metabolismo , Ratones , Ratones Noqueados , Ratones SCID , Ratones Transgénicos
13.
Prev Med Rep ; 4: 128-33, 2016 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-27413673

RESUMEN

The aim of this study was to assess the influence of the metabolic syndrome and its components on dysexecutive function (DF) in individuals with and without CKD. Among 588 participants aged over 70 from the Einstein Aging Study (EAS), we defined DF as performance of 2SDs below the mean on any one test or 1.5SDs below the mean on any two of the following: Block Design, Digit Symbol Coding and the Trail-making Tests A and B. We defined CKD as an eGFR below 60 mL/min/m(2). MetS was defined according to recent guidelines from the National Cholesterol Education Program. 149 participants had CKD at cross-section, 16.1% of which also showed DF. Of the 439 participants without CKD, 12.3% displayed DF. Abdominal obesity as measured by waist circumference, was an independent risk factor for dysexecutive function in CKD (OR = 14.3, 95%CI = 2.21-91.93, p = 0.005) but not in non-CKD. None of the other MetS components were associated with DF. Results suggested that abdominal obesity, recognized as an integral part of the MetS, is a strong risk factor for DF in individuals with CKD.

14.
Cardiorenal Med ; 6(2): 108-15, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26989396

RESUMEN

INTRODUCTION: Metabolic syndrome (MetS) and smoking have been identified as risk factors for chronic kidney disease (CKD) in cross-sectional studies in various age groups, but longitudinal data on progression of CKD in older adults are limited. Our objectives were to examine whether MetS and its components and smoking predict the onset of CKD stage 3b (CKD-3b) in older adults. METHODS: A subset of participants of the Einstein Aging Study who were free of diabetes, dementia, and CKD-3b at enrollment were included in this analysis. CKD-3b was defined as an estimated glomerular filtration rate <45 ml/min/1.73 m(2). Cox proportional hazards models were used in these analyses. RESULTS: In total, 413 ≥70-year-old individuals were eligible for this study. 65.4% were female and 26.6% were black. 22.3% of the participants had MetS at baseline, 4.4% were active smokers, and 6.1% developed CKD-3b over a mean of 4 years of follow-up. MetS and smoking independently predicted incident CKD in our fully adjusted model (hazard ratio 3.65, 95% CI 1.20-10.60, p = 0.022; hazard ratio 29.69, 95% CI 4.47-197.23, p = 0.000). CONCLUSION: MetS and smoking are associated with an increased incidence of CKD-3b. These risk factors are modifiable, easily identified and prevented through better health care practice and early diagnosis.

15.
Sci Transl Med ; 7(316): 316ra193, 2015 Dec 02.
Artículo en Inglés | MEDLINE | ID: mdl-26631632

RESUMEN

Chronic kidney disease (CKD) affects 8 to 16% people worldwide, with an increasing incidence and prevalence of end-stage kidney disease (ESKD). The effective management of CKD is confounded by the inability to identify patients at high risk of progression while in early stages of CKD. To address this challenge, a renal biopsy transcriptome-driven approach was applied to develop noninvasive prognostic biomarkers for CKD progression. Expression of intrarenal transcripts was correlated with the baseline estimated glomerular filtration rate (eGFR) in 261 patients. Proteins encoded by eGFR-associated transcripts were tested in urine for association with renal tissue injury and baseline eGFR. The ability to predict CKD progression, defined as the composite of ESKD or 40% reduction of baseline eGFR, was then determined in three independent CKD cohorts. A panel of intrarenal transcripts, including epidermal growth factor (EGF), a tubule-specific protein critical for cell differentiation and regeneration, predicted eGFR. The amount of EGF protein in urine (uEGF) showed significant correlation (P < 0.001) with intrarenal EGF mRNA, interstitial fibrosis/tubular atrophy, eGFR, and rate of eGFR loss. Prediction of the composite renal end point by age, gender, eGFR, and albuminuria was significantly (P < 0.001) improved by addition of uEGF, with an increase of the C-statistic from 0.75 to 0.87. Outcome predictions were replicated in two independent CKD cohorts. Our approach identified uEGF as an independent risk predictor of CKD progression. Addition of uEGF to standard clinical parameters improved the prediction of disease events in diverse CKD populations with a wide spectrum of causes and stages.


Asunto(s)
Factor de Crecimiento Epidérmico/orina , Insuficiencia Renal Crónica/diagnóstico , Transcriptoma , Adulto , Anciano , Biomarcadores/orina , Biopsia , Diferenciación Celular , Estudios de Cohortes , Progresión de la Enfermedad , Femenino , Tasa de Filtración Glomerular , Humanos , Masculino , Persona de Mediana Edad , Pronóstico , Proteínas/química , Regeneración , Insuficiencia Renal Crónica/orina
16.
J Am Soc Nephrol ; 26(4): 805-16, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25145934

RESUMEN

TGF-ß(1) is a pleotropic growth factor that mediates glomerulosclerosis and podocyte apoptosis, hallmarks of glomerular diseases. The expression of microRNA-21 (miR-21) is regulated by TGF-ß(1), and miR-21 inhibits apoptosis in cancer cells. TGF-ß(1)-transgenic mice exhibit accelerated podocyte loss and glomerulosclerosis. We determined that miR-21 expression increases rapidly in cultured murine podocytes after exposure to TGF-ß(1) and is higher in kidneys of TGF-ß(1)-transgenic mice than wild-type mice. miR-21-deficient TGF-ß(1)-transgenic mice showed increased proteinuria and glomerular extracellular matrix deposition and fewer podocytes per glomerular tuft compared with miR-21 wild-type TGF-ß(1)-transgenic littermates. Similarly, miR-21 expression was increased in streptozotocin-induced diabetic mice, and loss of miR-21 in these mice was associated with increased albuminuria, podocyte depletion, and mesangial expansion. In cultured podocytes, inhibition of miR-21 was accompanied by increases in the rate of cell death, TGF-ß/Smad3-signaling activity, and expression of known proapoptotic miR-21 target genes p53, Pdcd4, Smad7, Tgfbr2, and Timp3. In American-Indian patients with diabetic nephropathy (n=48), albumin-to-creatinine ratio was positively associated with miR-21 expression in glomerular fractions (r=0.6; P<0.001) but not tubulointerstitial fractions (P=0.80). These findings suggest that miR-21 ameliorates TGF-ß(1) and hyperglycemia-induced glomerular injury through repression of proapoptotic signals, thereby inhibiting podocyte loss. This finding is in contrast to observations in murine models of tubulointerstitial kidney injury but consistent with findings in cancer models. The aggravation of glomerular disease in miR-21-deficient mice and the positive association with albumin-to-creatinine ratio in patients with diabetic nephropathy support miR-21 as a feedback inhibitor of TGF-ß signaling and functions.


Asunto(s)
Albuminuria/metabolismo , Nefropatías Diabéticas/metabolismo , Glomérulos Renales/metabolismo , MicroARNs/metabolismo , Factor de Crecimiento Transformador beta1/metabolismo , Adulto , Animales , Apoptosis , Células Cultivadas , Matriz Extracelular/metabolismo , Femenino , Humanos , Glomérulos Renales/patología , Masculino , Ratones Endogámicos DBA , Ratones Noqueados , Persona de Mediana Edad , Proteínas Smad/metabolismo
17.
Urol Oncol ; 32(8): 1247-51, 2014 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-24846342

RESUMEN

OBJECTIVE: Preservation of renal function is the major benefit of partial over radical nephrectomy. We evaluated patients undergoing minimally invasive partial nephrectomy (MIPN) to better understand factors predicting long-term renal function. METHODS: We identified 358 patients who underwent MIPN for confirmed renal cell carcinoma between 1998 and 2011 with a serum creatinine level at least 1 year postoperatively. Exposure variables included demographic, clinical, and perioperative information. The primary outcome was clinically significant progression of chronic kidney disease (CKD) class, defined as estimated glomerular filtration rate (eGFR) decreasing from >60 to<60, from 30 to 60 to <30, or from 15 to 30 to<15. Bivariate and multivariate analyses were performed. RESULTS: Median follow-up was 39 months. Only 7 patients had a solitary kidney. A total of 47 patients (13%) had CKD class progression. The estimates for remaining free of CKD class progression at 5, 7, and 10 years were 86.98%, 75.45%, and 53.54%, respectively. On multivariate analysis, lower preoperative eGFR (odds ratio [OR] = 0.97, 95% CI: 0.96-0.98), larger tumor size (OR = 1.22, 95% CI: 1.01-1.48), and longer ischemia time (OR = 1.03, 95% CI: 1.01-1.05) were associated with CKD class progression. CONCLUSIONS: Clinically significant progression of CKD occurs in a minority of patients 5 years after MIPN, but in almost one-half, it occurs 10 years after surgery. Lower preoperative eGFR and larger tumor size are associated with greater incidence of CKD progression. Longer ischemia time, even when most patients had 2 kidneys and when controlling for other factors, nonetheless increased the risk of CKD progression, although this may be a marker of other unmeasured variables.


Asunto(s)
Carcinoma de Células Renales/fisiopatología , Carcinoma de Células Renales/cirugía , Neoplasias Renales/fisiopatología , Neoplasias Renales/cirugía , Riñón/fisiopatología , Carcinoma de Células Renales/patología , Progresión de la Enfermedad , Femenino , Estudios de Seguimiento , Humanos , Riñón/patología , Neoplasias Renales/patología , Laparoscopía/métodos , Masculino , Persona de Mediana Edad , Nefrectomía/métodos , Estudios Retrospectivos , Resultado del Tratamiento
18.
Genome Res ; 23(11): 1862-73, 2013 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-23950145

RESUMEN

Cell-lineage-specific transcripts are essential for differentiated tissue function, implicated in hereditary organ failure, and mediate acquired chronic diseases. However, experimental identification of cell-lineage-specific genes in a genome-scale manner is infeasible for most solid human tissues. We developed the first genome-scale method to identify genes with cell-lineage-specific expression, even in lineages not separable by experimental microdissection. Our machine-learning-based approach leverages high-throughput data from tissue homogenates in a novel iterative statistical framework. We applied this method to chronic kidney disease and identified transcripts specific to podocytes, key cells in the glomerular filter responsible for hereditary and most acquired glomerular kidney disease. In a systematic evaluation of our predictions by immunohistochemistry, our in silico approach was significantly more accurate (65% accuracy in human) than predictions based on direct measurement of in vivo fluorescence-tagged murine podocytes (23%). Our method identified genes implicated as causal in hereditary glomerular disease and involved in molecular pathways of acquired and chronic renal diseases. Furthermore, based on expression analysis of human kidney disease biopsies, we demonstrated that expression of the podocyte genes identified by our approach is significantly related to the degree of renal impairment in patients. Our approach is broadly applicable to define lineage specificity in both cell physiology and human disease contexts. We provide a user-friendly website that enables researchers to apply this method to any cell-lineage or tissue of interest. Identified cell-lineage-specific transcripts are expected to play essential tissue-specific roles in organogenesis and disease and can provide starting points for the development of organ-specific diagnostics and therapies.


Asunto(s)
Linaje de la Célula , Biología Computacional/métodos , Enfermedades Renales/etiología , Podocitos/metabolismo , Insuficiencia Renal Crónica/genética , Animales , Inteligencia Artificial , Biopsia , Diferenciación Celular/genética , Simulación por Computador , Bases de Datos Genéticas , Perfilación de la Expresión Génica , Genoma Humano , Humanos , Enfermedades Renales/genética , Enfermedades Renales/patología , Ratones , Nanotecnología , Especificidad de Órganos/genética , Organogénesis/genética , Podocitos/citología , Podocitos/patología , Insuficiencia Renal Crónica/patología
19.
Diabetes ; 62(9): 3151-62, 2013 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-23649518

RESUMEN

Elevated p53 expression is associated with several kidney diseases including diabetic nephropathy (DN). However, the mechanisms are unclear. We report that expression levels of transforming growth factor-ß1 (TGF-ß), p53, and microRNA-192 (miR-192) are increased in the renal cortex of diabetic mice, and this is associated with enhanced glomerular expansion and fibrosis relative to nondiabetic mice. Targeting miR-192 with locked nucleic acid-modified inhibitors in vivo decreases expression of p53 in the renal cortex of control and streptozotocin-injected diabetic mice. Furthermore, mice with genetic deletion of miR-192 in vivo display attenuated renal cortical TGF-ß and p53 expression when made diabetic, and have reduced renal fibrosis, hypertrophy, proteinuria, and albuminuria relative to diabetic wild-type mice. In vitro promoter regulation studies show that TGF-ß induces reciprocal activation of miR-192 and p53, via the miR-192 target Zeb2, leading to augmentation of downstream events related to DN. Inverse correlation between miR-192 and Zeb2 was observed in glomeruli of human subjects with early DN, consistent with the mechanism seen in mice. Our results demonstrate for the first time a TGF-ß-induced feedback amplification circuit between p53 and miR-192 related to the pathogenesis of DN, and that miR-192-knockout mice are protected from key features of DN.


Asunto(s)
Nefropatías Diabéticas/metabolismo , MicroARNs/metabolismo , Factor de Crecimiento Transformador beta/metabolismo , Proteína p53 Supresora de Tumor/metabolismo , Animales , Western Blotting , Células Cultivadas , Nefropatías Diabéticas/genética , Inmunohistoquímica , Ratones , Ratones Noqueados , Ratones Mutantes , MicroARNs/genética , Análisis de Secuencia por Matrices de Oligonucleótidos , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Factor de Crecimiento Transformador beta/genética , Proteína p53 Supresora de Tumor/genética
20.
Nephrol Dial Transplant ; 28(8): 2089-98, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23563282

RESUMEN

BACKGROUND: Spontaneous renal artery dissection (SRAD) is a rare entity of unknown etiology. We aimed to study the clinical course and outcomes and compare the characteristics of patients with SRAD with those of the general population. METHODS: All cases of isolated renal artery dissection diagnosed at the University of Michigan Hospitals between January 2000 and July 2012 were identified by the ICD-9 code. Cases were matched by age, gender and race with individuals from the 2009-2010 National Health and Nutrition Examination Survey (NHANES). Characteristics and awareness of comorbid conditions were compared. Information about the clinical course after diagnosis was retrieved from the case group to ascertain their outcomes. RESULTS: Overall, 17 patients with SRAD with a mean age of 38.6 years (SD = 8.3) were identified. Eleven patients were male and 14 were white. The most common presenting symptom was excruciating sudden-onset flank pain ipsilateral to the site of dissection. Fibromuscular dysplasia, Ehlers-Danlos and polyarteritis nodosa were present in 4, 4 and 1 patients, respectively. After adjusting in a multivariable model, the case group was more likely to report history of hypertension, cancer and connective tissue disorders (P < 0.001), and less likely to have obesity (BMI ≥30 kg/m(2)) compared with the general population. Supportive medical treatment, endovascular intervention and surgery were required in 8, 5 and 4 cases, respectively. After discharge from the hospital, hypertension was adequately controlled in all the patients but one. CONCLUSION: SRAD may be part of a syndrome having multi-organ involvement. With appropriate medical or surgical management, long-term clinical outcome appears favorable.


Asunto(s)
Disección Aórtica/cirugía , Displasia Fibromuscular/diagnóstico , Complicaciones Posoperatorias , Arteria Renal/cirugía , Enfermedades Vasculares/cirugía , Adulto , Disección Aórtica/complicaciones , Disección Aórtica/patología , Estudios de Casos y Controles , Femenino , Displasia Fibromuscular/etiología , Estudios de Seguimiento , Humanos , Masculino , Pronóstico , Arteria Renal/patología , Estudios Retrospectivos , Enfermedades Vasculares/complicaciones , Enfermedades Vasculares/patología
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