Statistics

Statistics
Photo by Edge2Edge Media / Unsplash

Case control

  • Risk factors
  • Odds ratio
    • \(\text{Odds Ratio} = \frac{\text{Odds of cases}}{\text{Odds of controls}}\)
  • Rare diseases
  • Start with disease (case) and no disease (control) -> What caused this (exposure)?
  • "Case-control" = "Cases Come First"
    (You start with cases, then go backward to find causes)

Cohort

  • Relative risk
  • Start with exposure -> What happens next (cases/disease)?
  • "Cohort" = "Cause → Effect"
    (You go forward in time: Exposure → Outcome)

SD

  • 1 - 68%
  • 2 - 95%
  • 3 - 99.7%

Formulas

  • Atributable Risk (AR)
    • \(AR = \text{incidence risk in group} = \frac{ \text{a} } { \text{a} + \text{b} } \)
  • Absolute relative risk reduction (ARR)
    • \(ARR = \text{AR in control group} - \text{AR in treatment group} = \frac{ \text{c} } { \text{c} + \text{d} } - \frac{ \text{a} } { \text{a} + \text{b} }\)
  • Relative Risk (RR)
    • \(RR = \frac{\text{treatment incidence risk}}{\text{control incident risk}}\)
  • Relative risk reduction (RRR)
    • \(RRR = \frac{\text{ARR}}{\text{control rate}}\)
    • \(RRR = 1-\text{RR} \)
  • Number needed to treat (NNT)
    • \(NNT = \frac{1}{\text{ARR}}\)