Biostatistics
Terms
Sensitivity
Specificity
Positive Predictive value
Negative Predictive value
p-value
- probability of getting the difference at least as big as that observed if the null hypothesis is true
two-sided p-value
- include the possiblity that the difference could have been of the same size but in the opposite direction.
Trials
Pilot
- feasibility of delivering a treatment
Phase I
- toxicity-finding and dose-determination
Phase II
- clinical efficacy, traditional stopping rules for allow for as many as 14 consecutive nonresponders.
Phase III
- Randomized trial.
Tests
Parametric methods: assume normal distribution
non-Parametric methods: uses ranks and particularly useful in small data sets.
Purpose of test | non-parametric Method | Parametric counterpart |
---|---|---|
Difference between paired observation | Wilcoxon signed rank test (sign test) | Paired t-test |
Difference between two groups | Wilcoxon rank sum test | two-sample t-test |
Difference between 2 or more groups | Kruskal-Wallis one-way analysis of variance | One-way analysis of variance |
Chi-squared test
- test whether there is an association between row variables and column variables
- ie. binary groups and binary outcome.
Fisher exact test
- a form of chi-squared test where chi-squared test is not a good enough approximateion
- ie. overall total of the table is < 20
- or overall total is 20 - 40 and smallest of the four expected number is < 5.
Regression Model
Regression model | |||
---|---|---|---|
Type of outcome variable | Type | Measure of exposure effect | Effects |
Numerical, Continuous | Linear | mean difference | Additive |
Numerical, Ordered | Ordinal | mean difference | Additive |
Binary | Logistic | Odds ratio | Multiplicative |
Matched binary | Conditional logistic | Odds ratio | Multiplicative |
Time to binary event | Poisson | Rate ratio | Multiplicative |
Time to binary event | Cox | Hazard ratio | Multiplicative |
Display Data
Box-and-whisker plot
- displaying a distribution of data.
Life Tables
- display survival patterns of successive time points.
Kaplan-meier Estimate
- is life table with continuous time line.
page revision: 15, last edited: 30 Jun 2007 20:32