scholarly journals A clinical, proteomics, and artificial intelligence-driven model to predict acute kidney injury in patients undergoing coronary angiography

2019 ◽  
Vol 42 (2) ◽  
pp. 292-298 ◽  
Author(s):  
Nasrien E. Ibrahim ◽  
Cian P. McCarthy ◽  
Shreya Shrestha ◽  
Hanna K. Gaggin ◽  
Renata Mukai ◽  
...  
2020 ◽  
Vol 41 (Supplement_2) ◽  
Author(s):  
L Lei ◽  
Y He ◽  
Z Guo ◽  
B Liu ◽  
J Liu ◽  
...  

Abstract Background Patients with congestive heart failure (CHF) are vulnerable to contrast-induced acute kidney injury (CI-AKI), but few prediction models are currently available. Objectives We aimed to establish a simple nomogram for CI-AKI risk assessment for patients with CHF undergoing coronary angiography. Methods A total of 1876 consecutive patients with CHF (defined as New York Heart Association functional class II-IV or Killip class II-IV) were enrolled and randomly (2:1) assigned to a development cohort and a validation cohort. The endpoint was CI-AKI defined as serum creatinine elevation of ≥0.3 mg/dL or 50% from baseline within the first 48–72 hours following the procedure. Predictors for the nomogram were selected by multivariable logistic regression with a stepwise approach. The discriminative power was assessed using the area under the receiver operating characteristic (ROC) curve and was compared with the classic Mehran score in the validation cohort. Calibration was assessed using the Hosmer–Lemeshow test and 1000 bootstrap samples. Results The incidence of CI-AKI was 9.06% (n=170) in the total sample, 8.64% (n=109) in the development cohort and 9.92% (n=61) in the validation cohort (p=0.367). The simple nomogram including four predictors (age, intra-aortic balloon pump, acute myocardial infarction and chronic kidney disease) demonstrated a similar predictive power as the Mehran score (area under the curve: 0.80 vs 0.75, p=0.061), as well as a well-fitted calibration curve. Conclusions The present simple nomogram including four predictors is a simple and reliable tool to identify CHF patients at risk of CI-AKI, whereas further external validations are needed. Figure 1 Funding Acknowledgement Type of funding source: None


2021 ◽  
Vol 70 (Suppl-4) ◽  
pp. S828-32
Author(s):  
Sajid Khan ◽  
Abdul Hameed Siddiqui ◽  
Ariz Samin ◽  
Syed Hassan Mustafa ◽  
Akhtar Gul ◽  
...  

Objective: To determine the frequency of acute kidney injury among patients undergoing coronary angiography. Study Design: Descriptive cross-sectional study. Place and Duration of Study: Department of Cardiology, Hayatabad Medical Complex, Peshawar, from Jan 2018 to Jul 2018. Methodology: This study was conducted in the in the Department of Cardiology, Hayatabad Medical Complex, Peshawar from 22nd Jan 2018 to 22nd Jul 2018. Through a descriptive cross-sectional study design, a total of 116 patients scheduled for coronary angiography were included in the study in a consecutive manner and baseline / follow up serum creatinine was recorded to detect acute kidney injury. Results: In this study 116 patients were included, 61.2% males and 38.8% females. Mean age of the patients was 55.6 years with a standard deviation of 6.6 years. Mean baseline serum creatinine level was 0.9 ± 0.11mg/dl which was 1.5 ± 0.11 48 hours after coronary angiography (p 0.000). AKI was recorded in 19.8% of patients. Conclusion: Acute kidney injury after coronary angiography is not uncommon in our population. More studies are recommended on its risk factors and complications to draw future directions for its control and prevention.


2021 ◽  
Vol 10 (18) ◽  
pp. 4140
Author(s):  
Łukasz Kuźma ◽  
Anna Tomaszuk-Kazberuk ◽  
Anna Kurasz ◽  
Małgorzata Zalewska-Adamiec ◽  
Hanna Bachórzewska-Gajewska ◽  
...  

Atrial fibrillation (AF) symptoms may mimic coronary artery disease (CAD) which reflects the difficulties in qualifying AF patients for invasive diagnostics. A substantial number of coronary angiographies may be unnecessary or even put patients at risk of post-contrast acute kidney injury (PC-AKI), especially patients with chronic kidney disease (CKD). We aimed to investigate the hypothesis indicating higher prevalence of PC-AKI in patients with AF scheduled for coronary angiography. The study population comprised of 8026 patients referred for elective coronarography including 1621 with AF. In the comparison of prevalence of PC-AKI in distinguished groups we can see that kidney impairment was twice more frequent in patients with AF in both groups with CKD (CKD (+)/AF (+) 6.24% vs. CKD (+)/AF (−) 3.04%) and without CKD (CKD (−)/AF (+) 2.32% vs. CKD (−)/AF (−) 1.22%). In our study, post-contrast acute kidney disease is twice more frequent in patients with AF, especially in subgroup with chronic kidney disease scheduled for coronary angiography. Additionally, having in mind results of previous studies stating that AF is associated with non-obstructive coronary lesions on angiography, patients with AF and CKD may be unnecessarily exposed to contrast agent and possible complications.


2010 ◽  
Vol 78 (8) ◽  
pp. 803-809 ◽  
Author(s):  
Matthew T. James ◽  
William A. Ghali ◽  
Marcello Tonelli ◽  
Peter Faris ◽  
Merril L. Knudtson ◽  
...  

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