Description

Bertens et al developed a model for predicting an exacerbation within 2 years for a patient with COPD. The authors are from University Medical Center Utrecht in the Netherlands.


 

Patient selection: COPD, age >= 65 years

 

Outcome: exacerbation within the next 24 months. An exacerbation was defined as symptomatic deterioration requiring pulsed oral steroid therapy or hospitalization.

 

Parameters:

(1) previous exacerbations

(2) FEV1 as percent of predicted, per 5% interval

(3) pack years of smoking, as 2 times the log transformation

(4) history of vascular disease (stroke, transient ischemic attack, peripheral arterial disease)

Parameter

Finding

Points

previous exacerbation

0

0

 

1 or more

1.62

history of vascular disease

no

0

 

yes

0.65

 

where:

• The LOG10 of 0 cannot be calculated, so a substitute number is given.

 

X =

= (points for previous exacerbations) – (0.05 * (FEV1 as percent) / 5) + (0.15 * 2 * LOG10(pack years)) + (points for history of vascular disease) – 1.33

 

probability of exacerbation over the next 2 years =

= 1 / (1 + EXP((-1) *X))

 

Performance:

• The area under the ROC curve was 0.66 in the validation cohort.

 


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