Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Method for establishing post-coronary artery bypass transplantation acute kidney injury prediction model

A technology for acute kidney injury and coronary artery, applied in the field of biomedicine, can solve the problem of bias in patient evaluation, and achieve the effects of abundant samples, good discrimination, and high prediction accuracy

Pending Publication Date: 2021-05-25
FUWAI HOSPITAL CHINESE ACADEMY OF MEDICAL SCI
View PDF0 Cites 3 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Evaluation may be biased in patients today undergoing CABG alone, especially with cardiac insufficiency

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Method for establishing post-coronary artery bypass transplantation acute kidney injury prediction model
  • Method for establishing post-coronary artery bypass transplantation acute kidney injury prediction model
  • Method for establishing post-coronary artery bypass transplantation acute kidney injury prediction model

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0034] From 2010 to 2019, 3659 domestic patients with complete clinical data who received coronary artery bypass grafting due to heart failure were collected as modeling research objects. The collected patients included: gender, hyperlipidemia, brain natriuretic peptide, thyroid function, Hemoglobin, alanine aminotransferase, hypertension, body mass index, history of myocardial infarction, diabetes, cardiovascular stent implantation, elevated serum creatinine, cardiac surgery, smoking history, peripheral arterial disease, cerebrovascular events, preoperative Critical condition, CCS level 4, preoperative atrial fibrillation or atrial flutter, NYHA class III or IV, left ventricular ejection fraction (LVEF<35%), combined valve surgery, combined aortic surgery, non-elective surgery, chronic obstructive Twenty-seven risk factors including lung disease, cardiopulmonary bypass surgery and perioperative blood transfusion were used as research objects.

[0035] The definition of acute ...

Embodiment 2

[0038] Statistical analysis: All variables are categorical variables, represented by frequency (percentage). In univariate analysis, the significance of risk factors is sorted according to the absolute value of the correct rate, and the P value is required to be less than 0.1. Multi-factor Logistic regression analysis adopts the "Enter" method, which is an optional analysis method in the regression analysis method column, and a line graph prediction model is established based on the Logistic regression equation.

[0039] The 3659 patients were divided into two groups according to age, sex and body mass index, one of which was used as a modeling group, and the other was used as a verification group. The number of people in the modeling group was 2365, and the number of people in the verification group was 1294. The distribution of age, gender and body mass index indicators in the modeling group and the verification group is basically the same.

[0040] In the modeling group (n=...

Embodiment 3

[0051] Independent risk factors alanine aminotransferase and brain natriuretic peptide on the influence experiment of this line diagram prediction model, the verification object is the modeling group population, when this line diagram prediction model includes gender, preoperative serum creatinine increased, LVEF<35 %, 7 independent risk factors including previous myocardial infarction, hypertension, cardiopulmonary bypass surgery and perioperative blood transfusion, the area under the receiver operating curve (AUC) was 0.738; when gender was included in the model, preoperative serum creatinine increased , LVEF<35%, previous myocardial infarction, hypertension, cardiopulmonary bypass surgery, perioperative blood transfusion and alanine aminotransferase and other 8 independent risk factors, the area under the receiver operating curve (AUC) was 0.762; When the model includes 8 independent risk factors such as gender, preoperative serum creatinine increase, LVEF<35%, previous myoc...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses a method for establishing a post-coronary artery bypass transplantation acute kidney injury prediction model, which comprises the following steps of: a risk assessment model is firstly established by collecting and sorting hospital data of a large number of domestic patients and combining direct single-factor and indirect single-factor regression screening and multi-factor regression optimization analysis; the accuracy and the reliability of the evaluation model are effectively improved by increasing the sample size and incorporating new risk factors, especially introducing two risk factors of alanine aminotransferase increase and brain natriuretic peptide; therefore, an effective assessment and prediction method is provided for acute kidney injury risk assessment of coronary artery bypass transplantation of heart failure patients in China, and the method is of great significance to healthy development of the medical level in China.

Description

technical field [0001] The invention belongs to the field of biomedicine, in particular to a method for establishing a prediction model of acute kidney injury after coronary artery bypass grafting. Background technique [0002] Coronary heart disease is the most common cause of heart failure, coronary artery bypass grafting (CABG) surgery is one of the important methods of surgical treatment of coronary heart disease combined with cardiac insufficiency. However, due to the high requirements for surgical techniques and the complexity of perioperative management, severe perioperative complications of such patients remain high. Among the many complications, the incidence of acute kidney injury (AKI) is relatively high, and postoperative Organ dysfunction, most commonly cardiac insufficiency combined with AKI, is closely associated with perioperative mortality and postoperative quality of life. At present, many predictive scoring systems for renal insufficiency after cardiac su...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
IPC IPC(8): G16H50/50G16H50/30G16H50/20G16H50/70
CPCG16H50/50G16H50/30G16H50/20G16H50/70
Inventor 侯剑峰林宏远
Owner FUWAI HOSPITAL CHINESE ACADEMY OF MEDICAL SCI
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic, Popular Technical Reports.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap|About US| Contact US: help@patsnap.com