Extracting and analyzing ejection fraction values from electronic echocardiography reports in a large health maintenance organization.
The left ventricular ejection fraction value is an important prognostic indicator of cardiovascular outcomes including morbidity and mortality and is often used clinically to indicate severity of heart disease. However, it is usually reported in free-text echocardiography reports. We developed and validated a computerized algorithm to extract ejection fraction values from echocardiography reports and applied the algorithm to a large volume of unstructured echocardiography reports between 1995 and 2011 in a large health maintenance organization. A total of 621,856 echocardiography reports with a description of ejection fraction values or systolic functions were identified, of which 70 percent contained numeric ejection fraction values and the rest (30%) were text descriptions explicitly indicating the systolic left ventricular function. The 12.1 percent (16.0% for male and 8.4% for female) of these extracted ejection fraction values are <45 percent. Validation conducted based on a random sample of 200 reports yielded 95.0 percent sensitivity and 96.9 percent positive predictive value.
Kaiser Permanente Southern California, USA.
Fagen
F
Xie
Kaiser Permanente Southern California, USA.
Chengyi
C
Zheng
Kaiser Permanente Los Angeles Medical Center, USA.
Albert
A
Yuh-Jer Shen
Kaiser Permanente Southern California, USA.
Wansu
W
Chen
D000293:Adolescent; D000328:Adult; D000368:Aged; D004452:Echocardiography / Q000379:methods / Q000706:statistics & numerical data*; D005260:Female; D006279:Health Maintenance Organizations / Q000458:organization & administration / Q000706:statistics & numerical data; D006801:Humans; D008297:Male; D008875:Middle Aged; D013318:Stroke Volume; D016277:Ventricular Function, Left
Echocardiography reports; ejection fraction; information retrieval; left ventricle; natural language processing