Lecture 2 Flashcards
What are the criteria for an ideal biosensor?
(1) Clinical performance of biomarker
(2) analytical performance of biosensor
What defines the clinical performance of the biomarker
Sensitivity and Specificity
In the clinical performance of the biomarker, what are the four outcomes of a test?
(1) True positive (Sensitivity)
(2) True negative (Specificity)
(3) False negative
(4) False positive
What is clinical sensitivity?
True positive rate (TPR): the probability that the biomarker will be detected positive in the diseased patient.
Write an equation describing clinical sensitivit of a biosensor.
TP/(TP+FN)
Write an equation describing clinical specificity of a biosensor.
TN/(TN+FP)
What is clinical specificity?
true negative rate (TNR): the probability that the biomarker will be absent or below a given threshold in a “non-disease” control.
What does it mean to have a biomarker with 100% sensitivity?
all individuals with confirmed disease test positive for the biomarker
What does it mean to have a biomarker with 100% specificity?
all individuals without disease test negative for the biomarker
What does the Receiver Operating Characteristic (ROC) curve describe?
a graphical representation of the relationship between sensitivity (y) and specificity (x=1-specificity)
How to plot ROC?
true positive rate (y=sensitivity) against false negative rate (x=1-specificity)
Why do we use the ROC curve?
to assess the efficacy of a biomarker for every possible cutoff point (i.e., for every chosen threshold value that distinguishes healthy from sick)
A change in cutoff value that leads to an increase in sensitivity will typically be at the expense of lowering specificity, and vice versa.
What does the area under the ROC curve measures?
the biomarker (or test) ability to discriminate between “healthy” and “sick” states
How can you increase the clinical performance of biomarkers? give an example.
Combination of different biomarkers (multiplexing). For example, using PSA along Age to diagnose prostate cancer is a better test/ indicator that using PSA alone.
What are the requirements for high analytical performance if biosensors?
(1) Sensitivity
(2) Specificity
(3) precision