Lecture 9 - Which Investigation do I order? Diagnostic Test Accuracy Flashcards
Sensitivity
Probability of a positive test in a diseased person (PID)
Specificity
Probability of a negative test in a non-diseased person
How is test accuracy determined?
- Appropriate spectrum of patients is used
- Each patient in the study undergoes BOTH the diagnostic test in question AND the reference (gold) standard
- Comparison between the two test is blind and independent
What is the formula for sensitivity?
TP / (TP + FN)
or
a/(a+c)
What is the formula for specificity?
TN / (TN + FP)
or
d/(b+d)
What is Positive Predictive Valve (PPV)?
Probability of disease given a +ve result
The proportion of individuals who test positively (a + b) AND truly have the disease (a)
What is Negative Predictive Value (NPV)?
Probability of NO disease given a -ve result
The proportion of individuals who test negatively (c + d) AND truly do not have the disease (d)
What do the predictive values of a test depend on?
- Accuracy of the test
- Pre-test probability (or prevalence of the disease)
How do you know if a test is helpful?
The Youden Index
What is the formula for the Youden Index and what are its parameters for a useful test?
Youden Index = sensitivity + specificity -1
for a test to be useful, Youden index should be >0
SpPin
With a highly specific test, a positive result rules in the diagnosis
SnNout
With a highly sensitive test, a negative result rules out the diagnosis
What is the formula for PPV?
PPV = a / (a +b)
or
PPV = TP / (TP + FP)
What is the formula for NPV?
NPV = d / (c + d)
or
NPV = TN / (FN + TN)
What do likelihood ratios describe?
How much the odds change after applying results of a test