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1.
Nephrol Dial Transplant ; 39(3): 453-462, 2024 Feb 28.
Article in English | MEDLINE | ID: mdl-37697716

ABSTRACT

BACKGROUND AND HYPOTHESIS: Specific urinary peptides hold information on disease pathophysiology, which, in combination with artificial intelligence, could enable non-invasive assessment of chronic kidney disease (CKD) aetiology. Existing approaches are generally specific for the diagnosis of single aetiologies. We present the development of models able to simultaneously distinguish and spatially visualize multiple CKD aetiologies. METHODS: The urinary peptide data of 1850 healthy control (HC) and CKD [diabetic kidney disease (DKD), immunoglobulin A nephropathy (IgAN) and vasculitis] participants were extracted from the Human Urinary Proteome Database. Uniform manifold approximation and projection (UMAP) coupled to a support vector machine algorithm was used to generate multi-peptide models to perform binary (DKD, HC) and multiclass (DKD, HC, IgAN, vasculitis) classifications. This pipeline was compared with the current state-of-the-art single-aetiology CKD urinary peptide models. RESULTS: In an independent test set, the developed models achieved 90.35% and 70.13% overall predictive accuracies, respectively, for the binary and the multiclass classifications. Omitting the UMAP step led to improved predictive accuracies (96.14% and 85.06%, respectively). As expected, the HC class was distinguished with the highest accuracy. The different classes displayed a tendency to form distinct clusters in the 3D space based on their disease state. CONCLUSION: Urinary peptide data present an effective basis for CKD aetiology differentiation using machine learning models. Although adding the UMAP step to the models did not improve prediction accuracy, it may provide a unique visualization advantage. Additional studies are warranted to further validate the pipeline's clinical potential as well as to expand it to other CKD aetiologies and also other diseases.


Subject(s)
Glomerulonephritis, IGA , Renal Insufficiency, Chronic , Vasculitis , Humans , Biomarkers , Diagnosis, Differential , Artificial Intelligence , Glomerulonephritis, IGA/complications , Liquid Biopsy/adverse effects , Peptides , Proteomics
2.
Lancet Digit Health ; 4(10): e727-e737, 2022 10.
Article in English | MEDLINE | ID: mdl-36057526

ABSTRACT

BACKGROUND: The SARS-CoV-2 pandemic is a worldwide challenge. The CRIT-CoV-U pilot study generated a urinary proteomic biomarker consisting of 50 peptides (COV50), which predicted death and disease progression from SARS-CoV-2. After the interim analysis presented for the German Government, here, we aimed to analyse the full dataset to consolidate the findings and propose potential clinical applications of this biomarker. METHODS: CRIT-CoV-U was a prospective multicentre cohort study. In eight European countries (Austria, France, Germany, Greece, North Macedonia, Poland, Spain, and Sweden), 1012 adults with PCR-confirmed COVID-19 were followed up for death and progression along the 8-point WHO scale. Capillary electrophoresis coupled with mass spectrometry was used for urinary proteomic profiling. Statistical methods included logistic regression and receiver operating characteristic curve analysis with a comparison of the area under curve (AUC) between nested models. Hospitalisation costs were derived from the care facility corresponding with the Markov chain probability of reaching WHO scores ranging from 3 to 8 and flat-rate hospitalisation costs adjusted for the gross per capita domestic product of each country. FINDINGS: From June 30 to Nov 19, 2020, 228 participants were recruited, and from April 30, 2020, to April 14, 2021, 784 participants were recruited, resulting in a total of 1012 participants. The entry WHO scores were 1-3 in 445 (44%) participants, 4-5 in 529 (52%) participants, and 6 in 38 (4%) participants; and of all participants, 119 died and 271 had disease progression. The odds ratio (OR) associated with COV50 in all 1012 participants for death was 2·44 (95% CI 2·05-2·92) unadjusted and 1·67 (1·34-2·07) when adjusted for sex, age, BMI, comorbidities, and baseline WHO score; and for disease progression, the OR was 1·79 (1·60-2·01) when unadjusted and 1·63 (1·41-1·91) when adjusted (p<0·0001 for all). The predictive accuracy of the optimised COV50 thresholds was 74·4% (71·6-77·1%) for mortality (threshold 0·47) and 67·4% (64·4-70·3%) for disease progression (threshold 0·04). When adjusted for covariables and the baseline WHO score, these thresholds improved AUCs from 0·835 to 0·853 (p=0·033) for death and from 0·697 to 0·730 (p=0·0008) for progression. Of 196 participants who received ambulatory care, 194 (99%) did not reach the 0·04 threshold. The cost reductions associated with 1 day less hospitalisation per 1000 participants were million Euro (M€) 0·887 (5-95% percentile interval 0·730-1·039) in participants at a low risk (COV50 <0·04) and M€2·098 (1·839-2·365) in participants at a high risk (COV50 ≥0·04). INTERPRETATION: The urinary proteomic COV50 marker might be predictive of adverse COVID-19 outcomes. Even in people with mild-to-moderate PCR-confirmed infections (WHO scores 1-4), the 0·04 COV50 threshold justifies earlier drug treatment, thereby potentially reducing the number of days in hospital and associated costs. FUNDING: German Federal Ministry of Health.


Subject(s)
COVID-19 , Adult , Biomarkers , COVID-19/diagnosis , Cohort Studies , Disease Progression , Humans , Pilot Projects , Prospective Studies , Proteomics , SARS-CoV-2
3.
Dtsch Med Wochenschr ; 146(23): 1552-1558, 2021 11.
Article in German | MEDLINE | ID: mdl-34826843

ABSTRACT

In 2021 new KDIGO (Kidney Disease: Improving Global Outcomes) guidelines for the management of glomerular diseases were published.For ANCA-associated glomerulonephritis the new recommendations comprise a more rapid steroid taper during induction treatment with cyclophosphamide or rituximab, the advice against routine use of plasma exchange, the choice of drug for and duration of maintenance treatment in accordance with predictors of relapse. A kidney transplant should be performed after at least 6 months of remission irrespective of the ANCA titer in ANCA-associated disease, and 6 months after absence of anti-GBM-antibodies in anti-GBM-disease.


Subject(s)
Anti-Glomerular Basement Membrane Disease , Anti-Neutrophil Cytoplasmic Antibody-Associated Vasculitis , Autoantibodies/blood , Cyclophosphamide/therapeutic use , Humans , Immunosuppressive Agents/therapeutic use , Plasma Exchange , Practice Guidelines as Topic , Rituximab/therapeutic use
4.
Pediatrics ; 128(1): e227-31, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21669898

ABSTRACT

We report here the case of a 17-year-old boy who suffered acute renal failure after consuming 3 L of energy drink (ED) in combination with 1 L of vodka amounting to 4600 mg of taurine and 780 mg of caffeine mixed with 380 g of alcohol. The consumption of this mixture is extremely popular in adolescents, because the joint effects of caffeine and taurine reduce the effect of alcohol. Although there have been case reports of deaths linked to the consumption of EDs with and without alcohol, awareness of the possible dangers is still low. The fact that athletes and major sports events are sponsored by ED manufacturers implies that they may even be healthy and performance-enhancing.


Subject(s)
Acute Kidney Injury/chemically induced , Alcoholic Beverages/adverse effects , Caffeine/adverse effects , Taurine/adverse effects , Adolescent , Humans , Male , Nephrons
7.
Kidney Int ; 67(6): 2313-20, 2005 Jun.
Article in English | MEDLINE | ID: mdl-15882273

ABSTRACT

BACKGROUND: IgA nephropathy (IgAN) is the most common chronic glomerular disease in adults. End-stage renal disease (ESRD) develops in about 30% of the patients. Early intervention and consequent therapy may prevent or at least delay the development of ESRD in these patients. Up to now, the diagnosis could only be achieved with a renal biopsy. METHODS: The urine of 45 patients with IgAN was collected and screened for protein/polypeptide patterns with a novel high throughput method, capillary electrophoreses on-line coupled to a mass spectrometer (CE-MS). CE-MS allows the fast and accurate evaluation of up to 2000 polypeptides in one urine sample. The results in IgAN were compared to findings in 13 patients with membranous nephropathy (MN) and 57 healthy individuals. RESULTS: In the patients with IgAN, even when urinary protein excretion was within the normal range of regular tests, the polypeptide pattern in urine differed significantly from that of healthy controls and patients with MN, indicating a specific "IgAN" pattern of polypeptide excretion. Classification regarding discrimination of IgAN from healthy controls and from MN had a sensitivity of 100% and 77%, respectively. Specificity was 90% and 100%, respectively. Compared to patterns established earlier in patients with minimal change disease (MCD), focal segmental glomerulosclerosis (FSGS), or diabetic nephropathy (DN), sensitivity and specificity were 100%. Treatment of the patients was associated with changes of the pattern, possibly indicating a therapeutic effect. CONCLUSION: Proteomic analysis with CE-MS coupling permits fast and accurate identification and differentiation of polypeptide patterns in the urine of patients with IgAN, allowing differentiation from healthy controls and, probably, other renal diseases.


Subject(s)
Glomerulonephritis, IGA/diagnosis , Proteinuria/urine , Adult , Aged , Electrophoresis, Capillary , Female , Glomerulonephritis, IGA/urine , Glomerulonephritis, Membranous/diagnosis , Glomerulonephritis, Membranous/urine , Humans , Male , Mass Spectrometry , Middle Aged , Proteomics , Sensitivity and Specificity
8.
Arthritis Rheum ; 50(11): 3651-7, 2004 Nov.
Article in English | MEDLINE | ID: mdl-15529388

ABSTRACT

OBJECTIVE: The histopathologic lesions in antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) have been studied extensively, but the exact composition of the cellular infiltrate is unclear. We undertook this study to analyze renal leukocyte infiltration and the cellular distribution within glomeruli and interstitium in 65 renal biopsy samples obtained from patients newly diagnosed as having AAV. METHODS: Renal cellular tissue infiltration was assessed with an immunoperoxidase method. Furthermore, the infiltrating cell types were correlated with clinical and histopathologic data. RESULTS: The predominant interstitial infiltrating cells were T lymphocytes, while monocytes and, to a lesser extent, granulocytes constituted the dominant infiltrating cell types in glomeruli. Interestingly, lymphocyte infiltration was predominantly periglomerular, especially around glomeruli with sclerosis or heavy crescent formation, while interstitial monocyte and neutrophil infiltration was diffusely distributed over the interstitial tissue. A significant correlation was found for the glomerular infiltration of CD68-positive macrophages with the presence of glomerular necrosis as well as with the number of glomeruli with crescents (P < 0.0001 and P = 0.005, respectively). No correlation was found for interstitial fibrosis with the infiltration of any leukocyte subset. Furthermore, a significant correlation was found for the interstitial as well as for the glomerular infiltration of CD68-positive macrophages with serum creatinine concentration at the time of biopsy (P = 0.001 and P = 0.006, respectively). CONCLUSION: These data underscore a major role of monocytes in addition to neutrophils in the tissue damage of AAV.


Subject(s)
Antibodies, Antineutrophil Cytoplasmic/immunology , Kidney/pathology , Leukocytes/pathology , Vasculitis/immunology , Vasculitis/pathology , Antibodies, Antineutrophil Cytoplasmic/classification , Antigens, CD/analysis , Antigens, Differentiation, Myelomonocytic/analysis , Creatinine/blood , Humans , Kidney/physiopathology , Kidney Glomerulus/pathology , Macrophages/immunology , Macrophages/pathology , Monocytes/pathology , Necrosis , Neutrophil Infiltration , T-Lymphocytes/pathology , Vasculitis/physiopathology
9.
Kidney Int ; 65(6): 2426-34, 2004 Jun.
Article in English | MEDLINE | ID: mdl-15149356

ABSTRACT

BACKGROUND: Proteomics applied in large scale may provide a useful diagnostic tool. METHODS: We developed an online combination of capillary electrophoresis with mass spectrometry, allowing fast and sensitive evaluation of polypeptides found in body fluids. Utilizing this technology, polypeptide patterns from urine are established within 45 minutes. About 900 to 2500 polypeptides as well as their concentrations are detected in individual urine samples without the need for specific reagents such as antibodies. To test this method for clinical application, we examined spot urine samples from 57 healthy individuals, 16 patients with minimal change disease (MCD), 18 patients with membranous glomerulonephritis (MGN), and 10 patients with focal segmental glomerulosclerosis (FSGS). RESULTS: One-hundred seventy-three polypeptides were present in more than 90% of the urine samples obtained from healthy individuals, while 690 polypeptides were present with more than 50% probability. These data permitted the establishment of a "normal" polypeptide pattern in healthy individuals. Polypeptides found in the urine of patients differed significantly from the normal controls. These differences allowed the distinction of specific protein spectra in patients with different primary renal diseases. Abnormal pattern of proteins were found even in urine from patients in clinical remission. CONCLUSION: The data indicate that capillary electrophoresis with mass spectrometry coupling provides a promising tool that permits fast and accurate identification and differentiation of protein patterns in body fluids of healthy and diseased individuals, thus enabling diagnosis based on these patterns.


Subject(s)
Kidney Diseases/diagnosis , Kidney Diseases/urine , Proteomics/methods , Adolescent , Adult , Aged , Aged, 80 and over , Case-Control Studies , Electrophoresis, Capillary , Female , Glomerulonephritis, Membranous/diagnosis , Glomerulonephritis, Membranous/urine , Glomerulosclerosis, Focal Segmental/diagnosis , Glomerulosclerosis, Focal Segmental/urine , Humans , Male , Mass Spectrometry , Middle Aged , Nephrosis, Lipoid/diagnosis , Nephrosis, Lipoid/urine , Peptides/isolation & purification , Peptides/urine
10.
Nephrol Dial Transplant ; 19(6): 1403-11, 2004 Jun.
Article in English | MEDLINE | ID: mdl-15069175

ABSTRACT

BACKGROUND: The anti-neutrophil cytoplasmic antibody (ANCA)-associated vasculitides are a group of heterogeneous diseases. This study was undertaken to investigate the outcome of Wegener's granulomatosis (WG), microscopic polyangiitis (MPA) and renal-limited vasculitis (RLV). Furthermore, we analysed the differences in patients with proteinase 3-ANCA (PR3-ANCA) and those with myeloperoxidase-ANCA (MPO-ANCA), which have not been assessed in a homogeneously treated group of patients with renal involvement. METHODS: In this retrospective analysis, 80 patients with a new diagnosis of WG, MPA or RLV with biopsy-proven renal involvement were followed over a median of 46.7 months (range: 0.8-181.9 months). All patients had induction treatment with cyclophosphamide and oral corticosteroids. RESULTS: At the end of follow-up, 23% were dependent on dialysis. Renal survival was significantly worse in patients with WG compared with patients with MPA or RLV (P = 0.04). A higher rate of end-stage renal disease (ESRD) was noticed in PR3-ANCA- vs MPO-ANCA-positive patients. A total of 21 patients (26%) died. Predictors of patient mortality were development of ESRD, older age and the maximum creatinine in the first month. Mortality was found to be higher in patients with WG and was significantly higher in PR3-ANCA-positive cases (P = 0.02). The relative risk of death was 9.32 times higher in PR3-ANCA- vs MPO-ANCA-positive patients. CONCLUSIONS: Our data underscore the pathogenetic potential of ANCA by demonstrating a more aggressive disease state and a poorer outcome in patients with PR3-ANCA.


Subject(s)
Antibodies, Antineutrophil Cytoplasmic/analysis , Granulomatosis with Polyangiitis/immunology , Vasculitis/immunology , Cyclophosphamide/therapeutic use , Glucocorticoids/therapeutic use , Granulomatosis with Polyangiitis/drug therapy , Humans , Immunosuppressive Agents/therapeutic use , Multivariate Analysis , Myeloblastin , Peroxidase/immunology , Prognosis , Retrospective Studies , Serine Endopeptidases/immunology , Survival Analysis , Treatment Outcome , Vasculitis/drug therapy , Vasculitis/mortality
11.
Kidney Int ; 63(4): 1302-12, 2003 Apr.
Article in English | MEDLINE | ID: mdl-12631347

ABSTRACT

BACKGROUND: Mesangial cell proliferation is a frequent finding in glomerulonephritis. In cultured mesangial cells, we demonstrated that inhibition of the zinc finger transcription factor, early growth response gene-1 (Egr-1), by specific antisense oligonucleotides (AS ODN) blocks mesangial cell proliferation. Therefore, we here investigated the effect of Egr-1 inhibition on the course of an experimental mesangioproliferative glomerulonephritis in vivo. METHODS: On day 3 after induction of anti-Thy-1.1 nephritis, specific glomerular oligonucleotide transfer was achieved by injection of an oligonucleotide/hemagglutinating virus of Japan/liposome mixture into the left renal artery. The right kidney was left untreated. RESULTS: Induction of nephritis led to a sixfold induction of Egr-1 protein on day 6 of disease. This increase in Egr-1 expression was reduced by 48% in the left kidney by transfer of specific AS ODN. In parallel, the increases in glomerular cellularity, number of mitoses, and glomerular tuft area observed in day 6 nephritic animals were inhibited in the left kidney by 60%, 53%, and 50%, respectively. Changes in the right kidney were not significantly influenced. Likewise, control oligonucleotides showed no effect. Finally, the expression of platelet-derived growth factor-B (PDGF-B), a known target gene of Egr-1, was repressed by transfer of specific AS ODN against Egr-1. CONCLUSION: We conclude that the transcription factor Egr-1 plays a critical role for mesangial cell proliferation in vivo. Interfering with the induction of Egr-1 or with its target genes could give rise to novel therapeutic principles in mesangioproliferative glomerulonephritis.


Subject(s)
DNA-Binding Proteins/genetics , Gene Transfer Techniques , Glomerular Mesangium/pathology , Glomerulonephritis, Membranoproliferative/pathology , Glomerulonephritis, Membranoproliferative/prevention & control , Immediate-Early Proteins , Transcription Factors/genetics , Animals , Cell Division , Early Growth Response Protein 1 , Glomerulonephritis, Membranoproliferative/therapy , Isoantibodies , Liposomes , Male , Mitosis , Oligonucleotides, Antisense/pharmacology , Proto-Oncogene Proteins c-sis/genetics , Rats , Rats, Sprague-Dawley , Sendai virus/genetics
13.
Kidney Int ; 62(2): 401-11, 2002 Aug.
Article in English | MEDLINE | ID: mdl-12110001

ABSTRACT

BACKGROUND: Nitric oxide (NO) exerts complex regulatory actions on mesangial cell (MC) biology, such as inhibition of proliferation, adhesion or contractility and induction of apoptosis. In our previous studies the NO-donor S-nitroso-glutathione (GSNO) was found to be a potent inhibitor of MC growth. This effect was mediated at least in part by inhibitory effects of GSNO on the transcription factor early growth response gene-1 (Egr-1) [10]. We therefore were interested in the regulation of gene expression in MC after treatment with NO. METHODS: To identify the genes that are regulated by NO in MC, gene expression was analyzed by representational difference analysis. Expression of connective tissue growth factor (CTGF) was studied by Northern and Western blot analyses. RESULTS: Cultured rat MCs treated with GSNO for 8 hours were compared with unstimulated MCs and the CTGF mRNA was found to be down-regulated. The down-regulation was dose-dependent and transient, with a maximum inhibition seen after 6 hours. In parallel, down-regulation of CTGF protein by GSNO was observed by Western blot analysis. Other NO-donors such as S-nitroso-N-acetyl-D,L-penicillamine and spermine-NO showed similar effects. The induction of the inducible NO-synthase by TNF-alpha, IL-1beta and LPS provoked a transient down-regulation of CTGF mRNA, an effect that could be partially overcome by pretreatment with the NOS-inhibitor Nomega-nitro-l-arginine methyl ester. The observed NO-effect could be simulated by treatment with the stable cGMP analog 8br-cGMP, and was abolished by blocking the guanylyl cyclase with the inhibitor NS2028. CONCLUSION: NO acts as a strong repressor of CTGF expression in cultured rat MC. Thus, in addition to its antiproliferative effects, NO potentially exerts antifibrotic activity by down-regulation of CTGF.


Subject(s)
Glomerular Mesangium/metabolism , Immediate-Early Proteins/genetics , Immediate-Early Proteins/metabolism , Intercellular Signaling Peptides and Proteins/genetics , Intercellular Signaling Peptides and Proteins/metabolism , Nitric Oxide/metabolism , Animals , Cells, Cultured , Connective Tissue Growth Factor , Cyclic GMP/metabolism , Dose-Response Relationship, Drug , Down-Regulation/physiology , Fibrosis , Gene Expression/drug effects , Gene Expression/physiology , Glomerular Mesangium/cytology , Kidney Diseases/pathology , Kidney Diseases/physiopathology , Male , Nitric Oxide Donors/pharmacology , Nitric Oxide Synthase/metabolism , Nitric Oxide Synthase Type II , RNA, Messenger/analysis , Rats , Rats, Sprague-Dawley , S-Nitrosoglutathione/pharmacology , Time Factors
16.
J Am Soc Nephrol ; 12(9): 1947-1957, 2001 Sep.
Article in English | MEDLINE | ID: mdl-11518789

ABSTRACT

Upon interaction with activated endothelium, monocytes and neutrophils form complexes of myeloid-related protein 8 (MRP8) (S100A8) and MRP14 (S100A9), two members of the calcium-binding S100 family that are secreted during transendothelial migration. In a pilot study of 20 renal transplant recipients and a validation study of 36 renal transplant recipients, MRP8/14 serum levels were measured with an enzyme-linked immunosorbent assay for 28 d, associated with C-reactive protein and creatinine serum levels, and grouped according to biopsy-proven acute rejection. Serum levels of MRP8/14 but not C-reactive protein were significantly increased for several days during the first 2 wk for the acute rejection groups in both studies (P < 0.005, on day 6 after transplantation). As determined by using receiver operating characteristic curves, the optimal cutoff for 100% specificity and high sensitivity (67%) for acute rejection on day 6 after transplantation was calculated to be 4.2 microg/ml for MRP8/14 in the pilot study; this value was confirmed in the validation study. Positive MRP8/14 serum levels preceded acute rejection episodes by a median of 5 d. A 3-d course of intravenous methylprednisolone therapy reduced prerejection MRP8/14 serum levels from 5.7 microg/ml to 3.3 microg/ml (P < 0.05). All MRP8/14 serum levels were below the cutoff during urinary tract infections, delayed graft function, or cytomegalovirus infections, and these values did not differ significantly from control values. It is concluded that the MRP8/14 complex is a very early serum marker suitable for monitoring of acute rejection with high sensitivity and specificity.


Subject(s)
Antigens, Differentiation/blood , Calcium-Binding Proteins/blood , Graft Rejection/blood , Kidney Transplantation , S100 Proteins/blood , Acute Disease , Adult , Aged , Biomarkers/blood , C-Reactive Protein/analysis , Calgranulin A , Calgranulin B , Cytomegalovirus Infections/blood , Glucocorticoids/therapeutic use , HLA Antigens/analysis , Histocompatibility , Humans , Injections, Intravenous , Kidney/physiopathology , Longitudinal Studies , Methylprednisolone/therapeutic use , Middle Aged , Pilot Projects , Time Factors , Transplantation, Homologous , Urinary Tract Infections/blood
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