Discriminant analysis of laboratory tests in patients admitted to a coronary care unit.
Discriminant analysis of chemistry and hematology laboratory test results was used to classify patients with and without myocardial infarction in a coronary care unit. We studied 64 patients with myocardial infarction and 70 patients without infarction, using logistic regression, linear and quadratic discriminant analyses on untransformed and logarithmically transformed data. Serum aspartate aminotransferase (AST, EC 2.6.1.1), the best single discriminating test, classified 73% of patients correctly. Quadratic discriminant analysis on log-transformed data had a 98.5% classification accuracy when all variables were used in the discriminant function and had the highest classification accuracy and precision. All of the discriminant methods had acceptable cross-validation.
Lacher
D A
DA
Department of Pathology, Medical College of Ohio, Toledo 43699.
Paolino
M J
MJ
D000328:Adult; D000368:Aged; D000410:Alanine Transaminase / Q000097:blood; D001219:Aspartate Aminotransferases / Q000097:blood; D001774:Blood Chemical Analysis; D003325:Coronary Care Units; D005260:Female; D006400:Hematocrit; D006403:Hematologic Tests; D006801:Humans; D008297:Male; D008875:Middle Aged; D009203:Myocardial Infarction / Q000097:blood*; D012709:Serum Albumin / Q000032:analysis; D013223:Statistics as Topic
D012709:Serum Albumin; D001219:Aspartate Aminotransferases; D000410:Alanine Transaminase