• 제목/요약/키워드: ARRHYTHMIA

검색결과 613건 처리시간 0.029초

심전도 신호의 리듬 특징을 이용한 부정맥 검출 (Arrhythmia Detection Using Rhythm Features of ECG Signal)

  • 김성완
    • 한국컴퓨터정보학회논문지
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    • 제18권8호
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    • pp.131-139
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    • 2013
  • 본 논문에서는 먼저 심전도 진단을 위한 처리 과정별 관련 연구내용을 살펴본 후 심전도 신호의 리듬 특징을 이용하여 부정맥을 검출 및 분류하는 방법을 제안한다. 특징 추출에서는 리듬 구간에 대하여 동일성 및 규칙성 등의 리듬 및 심박 분포에 관련되는 특징을 추출하게 되며, 리듬 분류에서는 리듬 구간의 특징에 대하여 미리 구축된 규칙 베이스를 이용하여 리듬 유형을 분류하게 된다. MIT-BIH 부정맥 데이터베이스의 모든 리듬 유형에 대한 실험을 통하여 정상 리듬 규칙만으로도 100% 부정맥 검출 성능을 보였으며, 부정맥 리듬 규칙으로는 유형 분류 적용 가능성을 확인하였다.

다변량 시계열 자료를 이용한 부정맥 예측 (Prediction of arrhythmia using multivariate time series data)

  • 이민혜;노호석
    • 응용통계연구
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    • 제32권5호
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    • pp.671-681
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    • 2019
  • 최근에 부정맥 환자가 증가하면서 머신러닝을 이용한 부정맥을 예측하는 연구가 활발하게 진행되고 있다. 기존의 많은 연구들은 특정한 시점의 RR 간격 데이터에서 추출한 특징변수 다변량 데이터에 기반하여 부정맥을 예측하였다. 본 연구에서는 심장 상태가 시간에 따라 변해가는 패턴도 부정맥 예측에 중요한 정보가 될 수 있다고 생각하여 일정한 시간 간격을 두고 특징변수의 다변량 벡터를 추출하여 쌓음으써 얻어지는 다변량 시계열 데이터로 부정맥을 예측하는 것의 유용성에 대해 살펴보았다. 1-Nearest Neighbor 방법과 그것을 앙상블(ensemble)한 learner를 중심으로 비교했을 경우 시계열의 특징을 고려한 적절한 시계열 거리함수를 선택하여 시계열 정보를 활용한 다변량 시계열 데이터 기반 방법의 분류 성능이 더 좋게 나오는 것을 확인하였다.

CYP3A4 기질과 억제제 약물의 병용 고령환자에서 부정맥 부작용 연관성 (Association of Arrhythmia in the Elderly Patients on Combination Therapy of CYP3A4 Substrates and Inhibitors with the Korean Claims Data)

  • 김태우;장준혁;추은정;박래웅;이숙향
    • 한국임상약학회지
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    • 제33권4호
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    • pp.242-253
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    • 2023
  • Background: Arrhythmia due to QT prolongation is one of the most serious adverse events with drug interactions in the elderly. This study aimed to examine the incidence of arrhythmia in Korean elderly patients who administered both cytochrome P450 3A4 (CYP3A4) substrates and inhibitors. Methods: Patients using CYP3A4 substrate and inhibitor were selected from the 2017 elderly patient dataset (the Korean Health Insurance Review and Assessment Service - Aged Population Sample). Selection criteria were patients with a medication possession ratio over 80%, medication duration of at least 7 days, and a follow-up period of 3 months or more. The patient's basic information is age, gender, health insurance type, and comorbidities. The top 50 drug pairs and comorbidity with high-incidence arrhythmia were presented. Results: In patients with drug combinations for over 7 days, there were 981 incidences of arrhythmia, and 351 incidences in those with combinations for over 30 days. The comorbidities of congestive heart failure and myocardial infarction had a significant association with incidence of arrhythmia. Among patients with 7 days or longer, the drug pairs [substrates-inhibitors] with significant adjusted odds ratio (aOR) were [propranolol-cimetidine] (aOR, 2.25; 95% confidence interval [CI], 1.66-3.04). Among patients with 30 days or longer, the drug pairs with significant aOR were [tramadol-amiodarone] (aOR, 2.87; 95% CI, 1.97-4.19). Conclusions: In elderly patients, the incidence of arrhythmia was high with drug interactions of CYP3A4 substrates and inhibitors. The comorbidity of congestive heart failure was the risk factor.

Electrical Remodeling of Left Atrium Is a Better Predictor for Recurrence Than Structural Remodeling in Atrial Fibrillation Patients Undergoing Radiofrequency Catheter Ablation

  • Yun Gi Kim;Ha Young Choi;Jaemin Shim;Kyongjin Min;Yun Young Choi;Jong-Il Choi;Young-Hoon Kim
    • Korean Circulation Journal
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    • 제52권5호
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    • pp.368-378
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    • 2022
  • Background and Objectives: Recurrence rates after radiofrequency catheter ablation (RFCA) in atrial fibrillation (AF) patients are not low especially in non-paroxysmal AF. The diameter of left atrium (LA) has been widely used to predict the recurrence after RFCA for decades. However, LA diameter represents structural remodeling of LA and does not reflect electrical remodeling. We aimed to determine the predictive value of electrical remodeling of LA which is represented by the amount of low voltage zone (LVZ). Methods: We performed a retrospective cohort analysis of AF patients who underwent de novo RFCA in a single-center. Results: A total of 3,120 AF patients with de novo RFCA were analyzed. Among these patients, 537 patients underwent an electroanatomic mapping with bipolar voltage measurement of LA. The diameter of LA and flow velocity of LA appendage (LAA) differed significantly according to quartile group of LVZ area and percentage: patients with high LVZ had large LA diameter and low LAA flow velocity (p<0.001). Freedom from late recurrence (LR) was significantly lower in patients with high LVZ area and percentage (p<0.001). The diameter and surface area of LA had area under curve (AUC) of 0.592 and 0.593, respectively (p=0.002 for both). The predictive value of LVZ area (AUC, 0.676) and percentage (AUC, 0.671) were both superior compared with LA diameter (p=0.011 and 0.027 for each comparison). Conclusions: In conclusion, LVZ can predict freedom from LR after RFCA in AF patients. Predictive value was higher in parameters reflecting electrical rather than structural remodeling of LA.

부정맥(不整脈)에 대(對)한 동서의학적(東西醫學的) 문헌고찰(文獻考察) (A Investigation into Arrhythmia between East and West medicine)

  • 정광식;김영균;권정남;김경민
    • 대한한방내과학회지
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    • 제21권5호
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    • pp.747-763
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    • 2000
  • through a literal study upon Arrhythmia between east and west medicine, the results were as follows 1. Arrhythmia is not only irregular cardiac beat but disorder of cardiac impulse making and conduction disturbance. it means almost irregularity of interval between two beat 2. In the east medicine, arrhythmia is represented various category as palpitation, continuous palpitation, dizziness, consumption which give the first consideration by the accompanied symptoms. A separate way in a diagnostics it become a base of diagnosis of diseases and decision of prognosis by the examination of pulse 3. In the west medicine, Arrhythmia is classified as disorder of heart rate, rhythm, conduction disturbance or tachycardia, bradycardia and it is concomitant with fatigue, palpitation, dyspnoea, syncope, chest discomfort 4. The diagnostic study of pulse condition which represent arrhythmia was started from $\mathbb{<}$Nae-Kyung$\mathbb{>}$ and it was revealed as pulse condition of rapid pulse, slow pulse, swift pulse, running pulse, knotted pulse, intermittent pulse etc. Out of them running pulse, knotted pulse, intermittent pulse which obviously are concomitant with irregularity of interval are clinically meaningful in a conditions of disease and decision of prognosis. and the significance of these pulse condition are transformed through the changes of the times 5. According to cause of disease it is classified by Arrhythmia(running pulse, knotted pulse, intermittent pulse) due to heat, cold, phlegm, deficiency(or insufficiency) and There are three categories of etiological factor that is, endogenous, exogenous and non-exo-endogenous factor. the endogenous factor is insufficiency of the heart Ki, deficiency of both Ki and blood, intemal stagnation of phlegm and fluid, stagnation of seven emotions. the exogenous factor is caused by stagnation of Ki and blood by six exogenous pathogenic factor and the non-exo-endgenous factors are improper diet, overstrain, traumatic injury. A cause of arrhythmia in western medicine are a organic and pathological change of the heart itself and malfunction of the autonomic nervous system.

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DCT, DWT와 신경망을 이용한 심전도 부정맥 분류 (Classification of ECG arrhythmia using Discrete Cosine Transform, Discrete Wavelet Transform and Neural Network)

  • 윤석주;김광준;장창수
    • 한국전자통신학회논문지
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    • 제7권4호
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    • pp.727-732
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    • 2012
  • 본 논문은 DCT, DWT와 역전파 신경망을 이용하여 MIT-BIH 부정맥 데이터베이스의 심전도 신호로부터 정상파와 부정맥 분류를 제안하였다. 역전파 신경망에 사용할 특징입력을 추출하기 위해 첫 번째 단계에서는 DCT 변환을 이용하여 15개의 계수를 선택하였다. 두 번째 단계에서는 DWT 변환 후 각 detail 계수들의 최대값, 최소값, 평균, 분산, 표준편차를 추출하였다. 역전파 신경망은 55개의 특징입력을 이용하여 정상파와 부정맥 파형을 분류하였고, 98.8%의 분류 성능을 나타냈다.

Classification of Premature Ventricular Contraction using Error Back-Propagation

  • Jeon, Eunkwang;Jung, Bong-Keun;Nam, Yunyoung;Lee, HwaMin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권2호
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    • pp.988-1001
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    • 2018
  • Arrhythmia has recently emerged as one of the major causes of death in Koreans. Premature Ventricular Contraction (PVC) is the most common arrhythmia that can be found in clinical practice, and it may be a precursor to dangerous arrhythmias, such as paroxysmal insomnia, ventricular fibrillation, and coronary artery disease. Therefore, we need for a method that can detect an abnormal heart beat and diagnose arrhythmia early. We extracted the features corresponding to the QRS pattern from the subject's ECG signal and classify the premature ventricular contraction waveform using the features. We modified the weighting and bias values based on the error back-propagation algorithm through learning data. We classify the normal signal and the premature ventricular contraction signal through the modified weights and deflection values. MIT-BIH arrhythmia data sets were used for performance tests. We used RR interval, QS interval, QR amplitude and RS amplitude features. And the hidden layer with two nodes is composed of two layers to form a total three layers (input layer 0, output layer 3).

소아 부정맥의 비약물적 치료 (Nonpharmacological treatment of arrhythmia)

  • 배은정
    • Clinical and Experimental Pediatrics
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    • 제49권9호
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    • pp.930-936
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    • 2006
  • Although antiarrhythmic medication has been the main treatment modality for arrhythmia in children, in recent decades technological development and computerization have made great advances in nonpharmacological therapy. This article reviews the transcatheter radiofrequency ablation for tachycardia in children, recent advances of device therapy for bradycardia, antitachycardia pacing, implantable cardioverter defibrillator. As a new field of device therapy, cardiac resynchronization therapy for congestive heart failure is also mentioned.

다중채널 실시간 부정맥 검출 시스템 설계에 관한 연구 (Multi-channel Real Time Arrhythmia Detection System)

  • 이경중;송향봉
    • 대한의용생체공학회:의공학회지
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    • 제8권2호
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    • pp.215-222
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    • 1987
  • This paper describes the design of a real time arrhythmia detection system using five variables : heart rate, QS width, morphology, alls deviation, and ST segment. To detect individual variables for four patients, we designed multi-processor system. The results of the analysis derived from simulators and 50 patients are compared with the medical diagnoses. The results show that the analysis was able to detect irregularly occuring arrhythmia which does not show up in routine medical examination.

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역전달 신경회로망을 이용한 심전도 파형의 부정맥 분류 (Classification of ECG Arrhythmia Signals Using Back-Propagation Network)

  • 권오철;최진영
    • 대한의용생체공학회:의공학회지
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    • 제10권3호
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    • pp.343-350
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    • 1989
  • A new algorithm classifying ECG Arrhythmia signals using Back-propagation network is proposed. The base-line of ECG signal is detected by high pass filter and probability density function then input data are normalized for learning and classifying. In addition, ECG data are scanned to classify Arrhythmia signal which is hard to find R-wave. A two-layer perceptron with one hidden layer along with error back-propagation learning rule is utilized as an artificial neural network. The proposed algorithm shows outstanding performance under circumstances of amplitude variation, baseline wander and noise contamination.

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