Am. J. Respir. Crit. Care Med., Vol 150, No. 5, 11 1994, 1279-1285.
Likelihood ratios for a sleep apnea clinical prediction rule
WW Flemons, WA Whitelaw, R Brant and JE Remmers
Department of Medicine, Foothills Hospital, Calgary, Alberta, Canada.
Nocturnal polysomnography, the standard diagnostic test for sleep apnea, is
an expensive and limited resource. In order to help identify the urgency of
need for treatment, we determined which clinical features were most useful
for establishing an accurate estimate of the probability that a patient had
sleep apnea. Of 263 physician-referred patients, 200 were eligible for the
study and 180 (90%) completed it. All patients had their histories recorded
with a standard questionnaire, and underwent anthropomorphic measurements
and nocturnal polysomnography. Sleep apnea was defined as more than 10
episodes of apnea or hypopnea per hour of sleep. Multiple linear and
logistic regression models predictive of sleep apnea were compared with
physicians' subjective impressions and previously reported models.
Likelihood ratios were calculated for several levels of a sleep apnea
clinical score produced by one of the linear models. Predictors of sleep
apnea in the final model (R2 = 0.34) included neck circumference,
hypertension, habitual snoring, and bed partner reports of nocturnal
gasping/choking respirations. This model was superior to physician
impression, slightly inferior to more detailed linear and logistic models,
and comparable to previously reported models. A sleep apnea clinical score
of less than 5 had a likelihood ratio of 0.25 (95% CI: 0.15 to 0.42) and a
corresponding posttest probability of 17%, while a score of greater than 15
had a likelihood ratio of 5.17 (95% CI: 2.54 to 10.51) and posttest
probability of 81%. These likelihood ratios can simply and accurately
determined the probability of whether a patient has sleep apnea.
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Copyright © 1994 American Thoracic Society
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