USMLE purpose: Work backward from sensitivity, specificity, and prevalence to build a 2×2 diagnostic table.
When prevalence is given but sample size is missing, choose N = 1000, build the diagnostic table, then calculate PPV.
Example: sensitivity 95%, specificity 80%, prevalence 20%, N = 1000.
| Disease + | Disease - | |
|---|---|---|
| Test + | 190 | 160 |
| Test - | 10 | 640 |
| Total | 200 | 800 |
PPV = 190 / (190 + 160) = 190 / 350 ≈ 54%
| Given | Use it to fill | Formula |
|---|---|---|
| Prevalence | Disease+ column total | Prevalence × N |
| Sensitivity | True positives among disease+ | TP / disease+ |
| Specificity | True negatives among disease− | TN / disease− |
| Positive test actually infected? | PPV | TP / TP+FP |