Skip to main content
. 2023 Dec 27;34(7):4379–4392. doi: 10.1007/s00330-023-10540-3

Table 3.

Linear mixed effects model to predict several clinical (SGRQ, 6MWT, FEV1, FEV1/FVC) and radiological (%Emphysema, %Air Trapping) dependent variables using the produced anomaly score as a predictor, for the COPDGene test cohort (n = 1310). Note: Models are adjusted for age, gender, BMI, smoking status, smoking duration, and a random term for the study site. This model was compared with a baseline model that omits the anomaly score. Conditional R2 is adjusted for the number of regressors added. Bold values indicate a greater R2 per dependent variable. p-values are reported per model and for the comparison between them and are corrected for multiple comparisons. * %Emphysema and %Air Trapping were skewed, so a log transformation was applied

Dependent variable Predictor Adjusted conditional R2 p-value
SGRQ Age, gender, BMI, smoking status, smoking duration, (center) 0.24 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.36 p < .001
6MWT Age, gender, BMI, smoking status, smoking duration, (center) 0.41 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.45 p < .001
FEV1 Age, gender, BMI, smoking status, smoking duration, (center) 0.22 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.49 p < .001
FEV1/FVC Age, gender, BMI, smoking status, smoking duration, (center) 0.26 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.54 p < .001
Emphysema % * Age, gender, BMI, smoking status, smoking duration, (center) 0.38 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.54 p < .001
Air Trapping % * Age, gender, BMI, smoking status, smoking duration, (center) 0.33 p < .001 p < .001
Age, gender, BMI, smoking status, smoking duration, anomaly score, (center) 0.58 p < .001

R2, overall conditional coefficient of determination; BMI, body mass index; SGRQ, St. George’s Respiratory Questionnaire; 6MWT, 6-min walking test; FEV1, forced expiratory volume in 1 s; FEV1/FVC, FEV1-to-forced vital capacity ratio