Stats 3 Flashcards

(49 cards)

1
Q

List the following in terms of the level of evidence they provide: cross sectional, cohort (longitudinal), case control, descriptive case reports and case series, ecological, intervention or clinical trials.

A

1) descriptive
2) ecological
3) cross sectional
4) case control
5) cohort
6) intervention or clinical trials

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2
Q

What do ecological studies do?

A

Look at the association between exposure and disease on a population or area level rather than on an individual level

Eg: association between smoking and cardiovascular disease: look at average cigs sold pp in USA state and rate of cardiovascular mortality

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3
Q

What is ecological fallacy?

A

With ecological studies any associations seen are on a population level and may not translate to individual level

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4
Q

How do you analyse ecological data?

A

Usually analysed on a group level as a scatter plot

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5
Q

Main disadvantage of ecological studies?

A

Data often not available on confounders

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6
Q

What is a cross sectional study?

A

Collects observations on individuals at one point in time- providing snapshot of the health of a population

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7
Q

Do you know the disease prevalence from a cross sectional study?

A

No- it is not included

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8
Q

Can confounding occur in a cross sectional study?

A

Yes but as long as data on potential confounders are collected they can be dealt with at the analysis stage (stratification or multiple regression)

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9
Q

How do you analyse cross sectional studies?

A

Associations initially assessed by computing appropriate measure of effect (odds ratio/mean dif etc)
95% CI and statistical significance

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10
Q

Are cross sectional studies useful for studying rare exposures or rare outcomes?

A

No

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11
Q

What are cross sectional studies useful for?

A

How much disease there is in a population and to look at cross sectional associations between exposure and disease

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12
Q

In what type of study are the people chosen based on presence or absence of disease?

A

Case control

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13
Q

Are case control studies useful for rare diseas s?

A

Yes - reduces how many normal people are required and is useful for looking at risk factors for rare diseases
But cannot look at how much disease there is!

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14
Q

Prevalent or incident cases can be used for case control studies- explain!

A
Prevalent = people who had the disease at a particular point or period in time 
Incident= new cases that arise within a fixed period of time!
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15
Q

How analyse case control studies?

A

Cross tabulate the outcome against exposure to find % exposed among cases and among controls
Test statistical significance using chi-squared test as variables are categorical

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16
Q

What is the only measure of effect suitable for case control studies?

A

Odds ratio & 95% CI

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17
Q

What do you use to calculate adjusted odds ratios (ratio which has had the effect of confounders removed)

A

A multivariate model called multiple logistic regression

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18
Q

What are matched case control studies?

A

Controls selected so they are matched to a case based on specific variables believed to be confounding

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19
Q

Main advantage of case control studies

A

No need for follow up
Reduces number of disease free people needed
It is possible to study multiple exposures

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20
Q

Disadvantages of case control studies

A

Only possible to look at one outcome

Bias is a problem- specifically selection bias

21
Q

What does a cohort study measure?

A

Measures incidence of disease (gold standard for epidemiologists)

22
Q

What would an ideal cohort study look like?

A

Over time- start with population of that population look at those without disease then over time look at those exposed and not exposed and which develop disease and which don’t.

23
Q

Difference between incidence and prevalence?

A

Incidence is the rate of new (or newly diagnosed) cases of disease.
Prevalence= the number of cases alive with the disease during a period.

24
Q

What is a longitudinal study?

A

Series of cross-sectional surveys recruiting a study population to participate over time

25
Name 5 types of cohort study's?
1) Longitudinal 2) retrospective (exposure and outcome have already occurred) 3) perspective studies (exposures may not have occurred yet but the disease outcome has NOT) 4) occupational cohorts (for rare exposures) 5) cohorts with no specific exposure in mind- eg black womens health study
26
Benefits of cohort studies?
Selection bias NOT a problem as selection of people occurs before disease
27
Problems with cohort studies
Loss of follow up Expensive Can be inefficient for rare diseases
28
How do you calculate incidence risk?
Number of new cases of disease during a time period/ total population at risk (need cohort of people followed over time)
29
What is an open cohort study?
People recruited into cohorts at different times
30
How do you calculate incidence rate? What type of study is it appropriate for?
Number of new cases of disease/ total persons time at risk
31
What is rate ratio?
Used for cohort studies which look at incidence rate Rate ratio= rate of disease amongst exposed/ rate of disease amongst unexposed Tells you how much more likely the exposed group are to develop the disease than the exposed group
32
What does a rate ratio of 0.13 for veg eaters vs non veg eaters for cancer mean?
High veg eaters 87% less likely to develop colorectal cancer
33
What are randomised controlled trials/ clinical trials/ intervention studies?
Human experiments where the investigator implements the intervention of interest and determines which are exposed and unexposed
34
How do you reduce chance, confounding and bias in a RCT?
Chance minimised by estimating study power Confounding removed my randomisation Bias removed by blinding
35
What is the difference between explanatory trials and pragmatic trials?
Explanatory- measure the efficiency of an intervention under optimal conditions. Pragmatic trials- measure the effectiveness of an interventions implemented in practice
36
What is a type I error?
When you reject the null hypothesis when it is true
37
What is allocation concealment?
Treatment allocated after the subject has been recruited and after baseline measurements taken
38
What are the two approaches for calculating sample size?
1) compute how many subjects are needed to estimate the effect of interest with a specified degree of precision 2) compute the number of subjects needed to test the hypothesis of interest with certain power.
39
What information do you need to obtain a prevalence estimate and 95% CI?
1) rough guess of prevalence (or SD if continuous) | 2) idea of how precise or narrow you want the CI
40
What do you need if you want a narrower CI?
More people
41
If you plan to carry out a statistical test to compare two groups (power approach) what info do u need?
1) rough guess of prevalence- % without come in baseline group. Or SD and mean is continuous outcome 2) minimum difference you want to be able to detect 3) set the probability of type 1 error (same level as p-value, 0.5 or 5%) 4) set the prob of type II error
42
What relation does the prob of type II error have on the power of the study?
1- prob of type 2 =power of study Power of study is usually 80-90%
43
What is the power of a study?
Probability of detecting an effect as significant if it really exists (usually 80-90%)
44
Name two computer packages used to calculate sample size
SamplePower | NQuery
45
What is a cause?
An exposure that produces the diesease
46
What are risk factors?
Exposure that increases risk of disease
47
Risk factors are not necessarily cause because of what?
1) Chance 2) Indirect causation (risk factors associated with disease but not cause) 3) reverse causation (disease maybe causing Rf) 4) confounding
48
How do you calculate is there is a strong association in a study?
Odds ratio or risk ratios of >2 *not true for every case*
49
List Bradford-Hill 9 criteria to assess studies
1) strength of association 2) consistency and replication 3) is the effect specific 4) temporality (cause must precede onset of disease!) 5) biological gradient 6) plausibility 7) coherence (does association fit with what's already known) 8) experimental evidence (does intervention in exposure influence disease outcome?) 9) Analogy- is there a similar cause- effect relationship we already know of?