The ability to predict the presence and extent (number of affected vessels) of coronary artery disease objectively from an exercise treadmill test and thallium-201 myocardial perfusion scintiscans was evaluated using linear discriminant function analysis. Exercise and redistribution scans in the 30 ° left anterior oblique view were characterized by their two dimensional Fourier transforms. The analysis was performed in 141 persons, including 110 patients with coronary artery disease (70 percent or greater stenosis of luminal diameter) and 31 control subjects. There were 43 patients with single vessel and 67 patients with multivessel disease.