Is there an interest in causation?
Yes; if yes, how important
Types of association?
Observational studies?
-cohort (prospective and retrospective)
-case control
cross-sectional
analytical observational studies do what?
observe events as they happen (or did happen) w/ no active role in events
Another name for cohort studies?
Types of errors?
- systematic error
Random errors?
more likely to cancel out as the measurements increase
Confounding variable?
a variable that distorts the association between the exposure and outcome
-either strengthen or weaken the association; Type I/II error
What makes a confounding variable?
Alcohol leads to (arrow) lung cancer. What’s the confounding variable?
Smoking
-correlated w/ alcohol and a risk factor for lung cancer even if you don’t drink alcohol
Controlling confounding factors? (at design stage)
Controlling confounding factors? (at analysis stage)
- multivariable adjustment
Randomization?
an attempt to evenly distribute potential (unknown) con founders in the intervention and control groups in a randomized controlled trial
Restriction?
prevents confounding, but may be reduce the study size reducing statistical power
Ex: Concern that maternal smoking may be a confounder in associations between childhood lead exposure and reduced IQ. Restrict study population to kids w/ non smoking moms
Multivariable adjustment?
can adjust (control) for the effects of many variables simultaneously
Selection bias?
selective differences between the comparison groups that distorts the relationship between exposure and outcome
-Ex: healthy worker effect; only picking ppl who are considered healthy to work or be in the study
Information bias?
measurement bias; Investigators who know exposure status may be more or less likely to ascertain the outcome (diagnostic bias)
-to fix this, blinding of investigator and subjects
Controlling bias?
selection bias and measurement bias must be controlled at the design stage
How to limit selection bias?
Representative sampling from the same population
How to limit measurement bias?
blinding
Strengths of cohort studies?
Weaknesses of cohort studies?
Weaknesses of cohort studies?
Case control studies?
a type of observational study commonly used to look at factors associated with diseases or outcomes
-one group that has the disease (cases) are tested while another group w/o the disease (controls) are given the same exposure