scholarly journals Data Augmentation Based on Generative Adversarial Networks to Improve Stage Classification of Chronic Kidney Disease

2021 ◽  
Vol 12 (1) ◽  
pp. 352
Author(s):  
Yun-Te Liao ◽  
Chien-Hung Lee ◽  
Kuo-Su Chen ◽  
Chie-Pein Chen ◽  
Tun-Wen Pai
Keyword(s):  
Chronic Kidney Disease ◽  
Deep Learning ◽  
Kidney Disease ◽  
Classification System ◽  
Training Model ◽  
The United States ◽  
Generative Adversarial Networks ◽  
Generation Model ◽  
Ckd Stage ◽  
Gp Model

The prevalence of chronic kidney disease (CKD) is estimated to be 13.4% worldwide and 15% in the United States. CKD has been recognized as a leading public health problem worldwide. Unfortunately, as many as 90% of CKD patients do not know that they already have CKD. Ultrasonography is usually the first and the most commonly used imaging diagnostic tool for patients at risk of CKD. To provide a consistent assessment of the stage classifications of CKD, this study proposes an auxiliary diagnosis system based on deep learning approaches for renal ultrasound images. The system uses the ACWGAN-GP model and MobileNetV2 pre-training model. The images generated by the ACWGAN-GP generation model and the original images are simultaneously input into the pre-training model MobileNetV2 for training. This classification system achieved an accuracy of 81.9% in the four stages of CKD classification. If the prediction results allowed a higher stage tolerance, the accuracy could be improved by up to 90.1%. The proposed deep learning method solves the problem of imbalance and insufficient data samples during training processes for an automatic classification system and also improves the prediction accuracy of CKD stage diagnosis.

Abstract 5577: Short-Term Outcomes of STEMI and NSTEMI in Patients with Chronic Kidney Disease: A Report from the National Cardiovascular Data ACTION Registry

Circulation ◽  
2008 ◽  
Vol 118 (suppl_18) ◽  
Author(s):  
Caroline S Fox ◽  
Paul Muntner ◽  
Anita Y Chen ◽  
Karen P Alexander ◽  
Matthew T Roe ◽  
...  
Keyword(s):  
Chronic Kidney Disease ◽  
Kidney Disease ◽  
Beta Blockers ◽  
The United States ◽  
Relative Increase ◽  
High Risk Population ◽  
Major Bleed ◽  
Mdrd Equation ◽  
Ckd Stage ◽  
Study Population

Chronic kidney disease (CKD) is a risk factor for myocardial infarction (MI) and death. However, the relationship between severity of CKD and contemporary hospital-based management and outcomes across the spectrum of MI (STEMI and NSTEMI) has not been well-documented. The study population was drawn from the ACTION Registry, a nation-wide sample of STEMI (n=19,481) and NSTEMI (n=30,462) patients admitted to 274 hospitals in the United States between January 1 and December 31, 2007. Estimated glomerular filtration rate (eGFR) was calculated using the Modification of Diet in Renal Disease (MDRD) equation and categorized as ≥60, 30 to <60, 15 to <30 and eGFR<15 mL/min/1.73m 2 or dialysis. Use of acute (first 24 hours) therapies and early (first 48 hours) cardiac catheterization as well as in-hospital major bleeds, and death were compared across CKD stages in models adjusted for demographics, CVD history and prior procedures, and risk factors. Overall, 30.5% and 42.9% of patients with STEMI and NSTEMI, respectively, had CKD Stage III or greater (eGFR<60 ml/min/1.73m 2 or dialysis). Regardless of MI type, patients with CKD were less likely to receive acute evidence-based therapies including aspirin, beta-blockers or clopidogrel or to undergo early invasive care and were more likely to experience a major bleed or death (Table ). There were 1030 deaths among those presenting with STEMI, and 1223 among those with NSTEMI. There was a greater relative increase in death for patients with STEMI with advancing CKD stage than was seen in NSTEMI (P interaction <0.0001 for each stage). A large proportion of patients presenting with STEMI or NSTEMI have CKD. Further efforts to address treatment gaps in the management of MI in the presence of CKD are needed to improve outcomes in this high-risk population. Table- Multivariable adjusted odds ratios and 95% confidence intervals of outcomes based on CKD stage

Chronic kidney disease

2020 ◽  
pp. 4830-4860
Author(s):  
Alastair Hutchison
Keyword(s):  
Chronic Kidney Disease ◽  
Renal Replacement Therapy ◽  
Kidney Disease ◽  
Renal Disease ◽  
Replacement Therapy ◽  
The United States ◽  
Protein Excretion ◽  
Stage 4 ◽  
Ckd Stage ◽  
Stage 1

Chronic kidney disease (CKD) is defined as kidney damage lasting for more than 3 months characterized by structural or functional abnormalities of the kidney, with or without decreased glomerular filtration rate (GFR). CKD has been subdivided into six stages depending on the estimated GFR (eGFR) and degree of proteinuria: CKD stage 1 is eGFR greater than 90 ml/min (per 1.73 m2) with other evidence of renal disease; CKD stage 2 is eGFR 60 to 89 ml/min, with other evidence of renal disease; CKD stage 3a is eGFR 45 to 59 ml/min; CKD stage 3b is eGFR 30 to 44 ml/min; CKD stage 4 is eGFR 15 to 29 ml/min; and CKD stage 5 is eGFR less than 15 ml/min. At each stage the CKD is further categorized according to the degree of proteinuria based on the albumin:creatinine ratio (ACR), from A1 (no increase in protein excretion) to A3 (severe proteinuria). The eGFR is least accurate when the serum creatinine is within or near the normal range. Mild CKD is common, with about 10% of the population of the United States of America having CKD stage 1, 2, or 3 (combined), but advanced CKD is relatively rare (about 0.2% are receiving renal replacement therapy). Patients with CKD stage 1, 2, or 3 are at relatively low risk of progressing to require renal replacement therapy, but are at high risk of death from cardiovascular disease. This chapter discusses the definition, aetiology, and pathophysiology of CKD, followed by sections on the prevention of progression, medical management of the consequences of CKD (including diet, CKD mineral and bone disorders, advanced hyperparathyroidism, and anaemia), and preparation for renal replacement therapy or conservative management of uraemia.

Ultrasound-guided peripheral intravenous access in chronic kidney disease patients

2021 ◽  
pp. 112972982110122
Author(s):  
Lauren Icken ◽  
Ellora V Sharma ◽  
Jon W Schrock ◽  
Anne P Lally ◽  
Samuel J Tate ◽  
...  
Keyword(s):  
Chronic Kidney Disease ◽  
Kidney Disease ◽  
The United States ◽  
Survey Study ◽  
Success Rates ◽  
Ultrasound Guided ◽  
Long Term Effect ◽  
Ckd Stage ◽  
Peripheral Intravenous Access ◽  
The Impact

Objective: Ultrasound-guided peripheral intravenous (USPIV) catheters are being placed in emergency department (ED) patients with increasing frequency. USPIV catheters have been shown to improve the success rates of cannulation. It is unknown what the long-term effect of USPIV placement will be on fistula creation in chronic kidney disease (CKD) patients considering these ultrasound-guided peripheral lines often target the same deeper vessels used for fistulas. This study aimed to survey whether emergency medicine programs place restrictions on USPIV placement in patients with CKD stages 3–5. Methods: This was a survey study encompassing all 110 emergency ultrasound fellowship directors in the United States at the time the survey was conducted. Data was collected on an anonymous and voluntary basis. The primary outcome was the number of programs with restrictions on USPIV placement in patients with CKD stage 3 or greater. Results: Of the 56 programs that responded, 21% reported having policies limiting which patients were appropriate for USPIV. Despite this, only one program reported placing restrictions on USPIV in CKD stage 3 or greater ( p < 0.0001). Conclusions: Emergency departments do not have or follow restrictions placed on USPIV placement in patients with CKD stage 3 or greater. The use of these veins in the ED may result in thrombosis as well as inflammation and permanent scarring which could negatively impact the ability to utilize those vessels for fistula creation. Future studies are needed to further characterize the impact of USPIV on fistula creation.

P0203EARLY DETECTION OF BREAST ARTERIAL CALCIFICATION IN DIFFERENT STAGES OF CHRONIC KIDNEY DISEASE PATIENTS

2020 ◽  
Vol 35 (Supplement_3) ◽  
Author(s):  
Basma Sultan ◽  
Hamdy Omar ◽  
Housseini Ahmed ◽  
Mahmoud Elprince ◽  
Osama Anter adly ◽  
...  
Keyword(s):  
Chronic Kidney Disease ◽  
Kidney Disease ◽  
Lipid Profile ◽  
Statistical Significance ◽  
University Hospital ◽  
Arterial Calcification ◽  
Control Group ◽  
Inpatient Ward ◽  
Stage 4 ◽  
Ckd Stage

Abstract Background and Aims Vascular calcification (VC) plays a major role in cardiovascular disease (CVD), which is one of the main causes of mortality in patients with chronic kidney disease (CKD). The study aims at early detection of breast arterial calcification (BAC) in different stages of CKD (stage 2, 3& 4) patients as an indicator of systemic VC. Method A case control study was conducted targeting CKD women, aged 18- 60 years old. The sample was divided into 3 groups; A,B,C (representing stage 2, 3 & 4 of CKD) from women who attended nephrology and Internal medicine clinics and admitted in inpatient ward in Suez Canal University Hospital. A 4th group (D) was formed as a control group and included women with normal kidney functions (each group (A, B, C, D) include 22 women). The selected participants were subjected to history taking, mammogram to detect BAC and biochemical assessment of lipid profile, Serum creatinine (Cr), Mg, P, Ca, PTH and FGF23. Results Our study detected presence of BAC in about 81.8% of hypertensive stage 4 CKD patients compared with 50% in stage 3 CKD, also in the majority of stage 4 CKD patients who had abnormal lipid profile parameters and electrolyte disturbance. Most of the variables had statistical significance regarding the presence of BAC. Conclusion Although it is difficult to determine the definite stage at which the risk of VC begins but in our study, it began late in stage 2 CKD, gradually increased prevalence through stage 3 and became significantly higher in stage 4. These results suggest that preventive strategies may need to begin as early as stage 2 CKD.

scholarly journals Heart Rate Variability and Long Chain n-3 Polyunsaturated Fatty Acids in Chronic Kidney Disease Patients on Haemodialysis: A Cross-Sectional Pilot Study

Nutrients ◽  
2021 ◽  
Vol 13 (7) ◽  
pp. 2453
Author(s):  
Ana M Pinto ◽  
Helen L MacLaughlin ◽  
Wendy L Hall
Keyword(s):  
Chronic Kidney Disease ◽  
Fatty Acids ◽  
Heart Rate ◽  
Heart Rate Variability ◽  
Kidney Disease ◽  
Polyunsaturated Fatty Acids ◽  
Cardiac Death ◽  
Cross Sectional ◽  
Ckd Stage ◽  
Long Chain

Low heart rate variability (HRV) is independently associated with increased risk of sudden cardiac death (SCD) and all cardiac death in haemodialysis patients. Long chain n-3 polyunsaturated fatty acids (LC n-3 PUFA) may exert anti-arrhythmic effects. This study aimed to investigate relationships between dialysis, sleep and 24 h HRV and LC n-3 PUFA status in patients who have recently commenced haemodialysis. A cross-sectional study was conducted in adults aged 40–80 with chronic kidney disease (CKD) stage 5 (n = 45, mean age 58, SD 9, 20 females and 25 males, 39% with type 2 diabetes). Pre-dialysis blood samples were taken to measure erythrocyte and plasma fatty acid composition (wt % fatty acids). Mean erythrocyte omega-3 index was not associated with HRV following adjustment for age, BMI and use of β-blocker medication. Higher ratios of erythrocyte eicosapentaenoic acid (EPA) to docosahexaenoic acid (DHA) were associated with lower 24 h vagally-mediated beat-to-beat HRV parameters. Higher plasma EPA and docosapentaenoic acid (DPAn-3) were also associated with lower sleep-time and 24 h beat-to-beat variability. In contrast, higher plasma EPA was significantly related to higher overall and longer phase components of 24 h HRV. Further investigation is required to investigate whether patients commencing haemodialysis may have compromised conversion of EPA to DHA, which may impair vagally-mediated regulation of cardiac autonomic function, increasing risk of SCD.

scholarly journals Chronic kidney disease progression among patients with type 2 diabetes identified in US administrative claims: a population cohort study

2020 ◽  
Author(s):  
Csaba P Kovesdy ◽  
Danielle Isaman ◽  
Natalia Petruski-Ivleva ◽  
Linda Fried ◽  
Michael Blankenburg ◽  
...  
Keyword(s):  
Type 2 Diabetes ◽  
Chronic Kidney Disease ◽  
Cohort Study ◽  
Kidney Disease ◽  
Disease Progression ◽  
Administrative Claims ◽  
Short Period ◽  
Ckd Stage

Abstract Background Chronic kidney disease (CKD), one of the most common complications of type 2 diabetes (T2D), is associated with poor health outcomes and high healthcare expenditures. As the CKD population increases, a better understanding of the prevalence and progression of CKD is critical. However, few contemporary studies have explored the progression of CKD relative to its onset in T2D patients using established markers derived from real-world care settings. Methods This retrospective, population-based cohort study assessed CKD progression among adults with T2D and with newly recognized CKD identified from US administrative claims data between 1 January 2008 and 30 September 2018. Included were patients with T2D and laboratory evidence of CKD as indicated by the established estimated glomerular filtration rate (eGFR) and urine albumin:creatinine ratio (UACR) criteria. Disease progression was described as transitions across the eGFR- and UACR-based stages. Results A total of 65 731 and 23 035 patients with T2D contributed to the analysis of eGFR- and UACR-based CKD stage progression, respectively. CKD worsening was observed in approximately 10–17% of patients over a median follow-up of 2 years. Approximately one-third of patients experienced an increase in eGFR values or a decrease in UACR values during follow-up. Conclusions A relatively high proportion of patients were observed with disease progression over a short period of time, highlighting the need for better identification of patients at risk of rapidly progressive CKD. Future studies are needed to determine the clinical characteristics of these patients to inform earlier diagnostic and therapeutic interventions aimed at slowing disease progression.

scholarly journals Hyperkalaemia management and related costs in chronic kidney disease patients with comorbidities in Spain

2021 ◽  
Author(s):  
Antonio Olry de Labry Lima ◽  
Óscar Díaz Castro ◽  
Jorge M Romero-Requena ◽  
M de los Reyes García Díaz-Guerra ◽  
Virginia Arroyo Pineda ◽  
...  
Keyword(s):  
Chronic Kidney Disease ◽  
Kidney Disease ◽  
Ion Exchange ◽  
Health Care Expenditures ◽  
Ion Exchange Resin ◽  
High Potassium ◽  
Electrolyte Disorder ◽  
Ckd Stage ◽  
Exchange Resins ◽  
Resin Treatment

ABSTRACT Background Hyperkalaemia (HK) is a common electrolyte disorder in patients with chronic kidney disease (CKD) and/or treated with inhibitors of the renin-angiotensin-aldosterone system (RAASi). The aim of this study is to determine the severity, current management and cost of chronic HK. Methods Retrospective cohort study of patients with chronic HK and CKD, heart failure or diabetes mellitus between 2011 and 2018. The study follow-up was 36 months. Results 1,499 patients with chronic HK were analysed, 66.2% presented mild, 23.4% moderate and 10.4% severe HK. The severity was associated with CKD stage. Most patients (70.4%) were on RAASi therapies, which were frequently discontinued (discontinuation rate was 39.8%, 49.8% and 51.8% in mild, moderate and severe HK, respectively). This RAASi discontinuation was similar with or without resin prescription. Overall, ion exchange resins were prescribed to 42.5% of patients with HK and prescription were related to the severity of HK, being 90% for severe HK. Adherence to resin treatment was very low (36.8% in the first year, 17.5% in the third year) and potassium persisted elevated in most patients with severe HK. The annual healthcare cost per patient with HK was 5,929€, reaching 12,705€in severe HK. Costs related to HK represent 31.9% of the annual cost per HK patient and 58.8% of the specialised care cost. Conclusions HK was usually managed by RAASi discontinuation and ion exchange resin treatment. Most patients with HK were non-adherent to resins and those with severe HK remained with high potassium levels, despite bearing elevated health care expenditures.

scholarly journals The Copenhagen chronic kidney disease echo study (COInCYDE)

2020 ◽  
Vol 41 (Supplement_2) ◽  
Author(s):  
N Landler ◽  
S Bro ◽  
B Feldt-Rasmussen ◽  
D Hansen ◽  
A.L Kamper ◽  
...  
Keyword(s):  
Blood Pressure ◽  
Chronic Kidney Disease ◽  
Cohort Study ◽  
Kidney Disease ◽  
Cardiac Function ◽  
Left Ventricular ◽  
Funding Source ◽  
Ckd Stage ◽  
Significant Difference ◽  
Stage 1

Abstract Background The cardiovascular mortality of patients with chronic kidney disease (CKD) is 2–10 times higher than in the average population. Purpose To estimate the prevalence of abnormal cardiac function or structure across the stages CKD 1 to 5nonD. Method Prospective cohort study. Patients with CKD stage 1 to 5 not on dialysis, aged 30 to 75 (n=875) and age-/sex-matched controls (n=173) were enrolled consecutively. All participants underwent a health questionnaire, ECG, morphometric and blood pressure measurements. Blood and urine were analyzed. Echocardiography was performed. Left ventricle (LV) hypertrophy, dilatation, diastolic and systolic dysfunction were defined according to current ESC guidelines. Results 63% of participants were men. Mean age was 58 years (SD 12.6 years). Mean eGFR was 46.7 mL/min/1,73 m (SD 25.8) for patients and 82.3 mL/min/1,73 m (SD 13.4) for controls. The prevalence of elevated blood pressure at physical exam was 89% in patients vs. 53% in controls. Patients were more often smokers and obese. Left ventricular mass index (LVMI) was slightly, albeit insignificantly elevated at CKD stages 1 & 2 vs. in kontrols: 3.1 g/m2, CI: −0.4 to 6.75, p-value 0.08. There was no significant difference in LV-dilatation between patients and controls. Decreasing diastolic and systolic function was observed at CKD stage 3a and later: LVEF decreased 0.95% (CI: −1.5 to −0.2), GLS increased 0.5 (CI: 0.3 to 0.8), and OR for diastolic dysfunction increased 3.2 (CI 1.4 to 7.3) pr. increment CKD stage group. Conclusion In accordance to previous studies, we observe in the CPHCKD cohort study signs of early increase of LVMI in patients with CKD stage 1 & 2. Significant decline in systolic and diastolic cardiac function is apparent already at stage 3 CKD. Figure 1. Estimated GFR vs. GLS & histogram of GLS Funding Acknowledgement Type of funding source: Public hospital(s). Main funding source(s): The Capital Region of Denmark

scholarly journals Dietary Micronutrients and Risk of Chronic Kidney Disease: A Cohort Study with 12 Year Follow-Up

Nutrients ◽  
2021 ◽  
Vol 13 (5) ◽  
pp. 1517
Author(s):  
Juyeon Lee ◽  
Kook-Hwan Oh ◽  
Sue-Kyung Park
Keyword(s):  
Chronic Kidney Disease ◽  
Cohort Study ◽  
Kidney Disease ◽  
Epidemiologic Study ◽  
Population Based ◽  
Dietary Guidelines ◽  
Dietary Intakes ◽  
Increased Risk ◽  
Ckd Stage

We investigated the association between dietary micronutrient intakes and the risk of chronic kidney disease (CKD) in the Ansan-Ansung study of the Korean Genome and Epidemiologic Study (KoGES), a population-based prospective cohort study. Of 9079 cohort participants with a baseline estimate glomerular filtration rate (eGFR) ≥60 mL/min/1.73 m2 and a urine albumin to creatinine ratio (UACR) <300 mg/g and who were not diagnosed with CKD, we ascertained 1392 new CKD cases over 12 year follow-up periods. The risk of CKD according to dietary micronutrient intakes was presented using hazard ratios (HRs) and 95% confidence intervals (95% CIs) in a full multivariable Cox proportional hazard models, adjusted for multiple micronutrients and important clinico-epidemiological risk factors. Low dietary intakes of phosphorus (<400 mg/day), vitamin B2 (<0.7 mg/day) and high dietary intake of vitamin B6 (≥1.6 mg/day) and C (≥100 mg/day) were associated with an increased risk of CKD stage 3B and over, compared with the intake at recommended levels (HR = 6.78 [95%CI = 2.18–21.11]; HR = 2.90 [95%CI = 1.01–8.33]; HR = 2.71 [95%CI = 1.26–5.81]; HR = 1.83 [95%CI = 1.00–3.33], respectively). In the restricted population, excluding new CKD cases defined within 2 years, an additional association with low folate levels (<100 µg/day) in higher risk of CKD stage 3B and over was observed (HR = 6.72 [95%CI = 1.40–32.16]). None of the micronutrients showed a significant association with the risk of developing CKD stage 3A. Adequate intake of micronutrients may lower the risk of CKD stage 3B and over, suggesting that dietary guidelines are needed in the general population to prevent CKD.

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