session ii study design session overview developing and testing hypotheses study designs:...
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Session II
Study Design
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Session Overview
• Developing and testing hypotheses
• Study Designs: – Selection– Implementation
• Sampling
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Learning Objectives
• Understand the differences in methodology between various study designs
• Be able to describe the advantages and disadvantages of alternative study designs
• Know how to assess which study design to apply during an outbreak investigation
• Understand how to select cases and controls in a case-control study design
• Understand sampling
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Basic Steps of an Outbreak Investigation
1. Verify the diagnosis and confirm the outbreak
2. Define a case and conduct case finding
3. Tabulate and orient data: time, place, person
4. Take immediate control measures
5. Formulate and test hypothesis
6. Plan and execute additional studies
7. Implement and evaluate control measures
8. Communicate findings
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Exposure and Outcome
A study considers two main factors: exposure and outcome
• Exposure refers to factors that might influence one’s risk of disease– Smoking– Eating at a particular restaurant
• Outcome refers to case definitions – Individuals who do and do not have the
disease/condition of interest
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Developing Hypotheses
• A hypothesis is an educated guess about an association that is testable in a scientific investigation
• Descriptive data provide information to develop hypotheses
• Hypotheses tend to be broad initially and are then refined to have a narrower focus
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Example• Hypothesis: People who ate at the church picnic
were more likely to become ill– Exposure is eating at the church picnic– Outcome is illness - diarrhea and fever, where diarrhea
is defined as at least 3 soft stools in a 24 hour period
• Hypothesis: People who ate the egg salad at the church picnic were more likely to have laboratory-confirmed Salmonella– Exposure is eating egg salad at the church picnic– Outcome is laboratory confirmation of Salmonella
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Analytic Studies
• Used to test the current hypothesis:– Is there an association between exposure and
disease?– How strong is the association?
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Analytic Studies
Two types used in outbreak investigations– Cohort– Case-control
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Definition of a Cohort
In epidemiology, “Any designated group of
individuals who are followed or traced over
a period of time.”
- Last, JM. A Dictionary of Epidemiology, 3rd ed. New York: Oxford University Press, 1995
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Cohort Study Types
A cohort study analyzes an exposure / disease relationship within the entire cohort.
• Prospective– The Framingham Study
• Retrospective – Usually used in outbreak investigations
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Cohort Studies
Disease No Disease
StudyPopulation
Exposed Non-exposed
No DiseaseDisease
Exposure isself selected
Follow throughtime
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Cohort Study
• Identify cohort
– Do not select cohort so that either everyone is
exposed or everyone is diseased
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Cohort Studies:Prospective vs. Retrospective
Exposure Outcome
Prospective Assessed at beginning of study
Followed into the future for outcome
Retrospective Assessed at some point in the past
Outcome has already occurred
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Cohort Study
• Preferred study design when:
– Members of cohort are easily identifiable
– Members of a cohort are easily accessible
– Exposure is rare
– There may be multiple diseases involved
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Cohort Study Example
• Recent norovirus outbreaks on cruise ships
• Attempt to interview all passengers
• Collect food history information
MMWR: December 13, 2002 / 51(49);1112-1115
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Cohort Study Examples
• Shigellosis among swimmers in a Georgia park– Used park registry to identify park visitors
Iwamoto M, Hlady G, Jeter M et al. Shigellosis among Swimmers in a Freshwater Lake-Georgia, 2003. Presented at the 53rd Annual Epidemic Intelligence Service Conference. Atlanta, GA. April, 2004.
• Whirlpools and Methicillin-Resistant Staphylococcus aureus– Occurred on a college football team
Begier EM, Barrett FK, Mshar PA et al. Body Shaving, Whirlpools, and Football: An Out break of Methicillin-Resistant Staphylococcus aureus Cutaneous Infections in a College Football Team-Connecticut, 2003. Presented at the 53rd Annual Epidemic Intelligence Service Conference. Atlanta, GA. April, 2004.
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Case-Control Study
• Sometimes, identifying a cohort is difficult– Members of cohort can’t be identified /
contacted
• Case-control study is alternative
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Case-control Studies
StudyPopulation
Cases Controls
No ExposureNo ExposureHad Exposure Had Exposure
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Case-Control Study
Steps in a Case-Control Study:
1. Identify the source population2. Establish a case definition and select cases3. Select controls
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Case-Control Study
Step 1 - Identify source population
• Represents the population that the cases came from; is similar to the cohort in a cohort study
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Case-Control Study
Step 2 – Establish a case definition
and select cases
• A standard set of criteria for deciding disease status– Clinical criteria, time, place, and
person
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Case-Control Study
Step 3 – Select controls
• Represent source population
• Collect same exposure information as for
cases
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Case-Control Study
Step 3 – Select controls (cont’d.)
• Sources of controls
– Random sample
– Friends of cases
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Cohort versus Case-Control
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Study Design
Advantages Disadvantages
Cohort
1. Least prone to selection bias
2. Can reasonably conclude that cause preceded disease
3. Can study several diseases at once
4. Can examine rare exposures
5. Retrospective can be low-cost
1. Prospective can be expensive, time-consuming
2. Prospective can lead to loss to follow up
3. Exposed may be followed more closely than unexposed, yielding invalid conclusions about causality
Case- Control
1. Less expensive and quicker than cohort
2. Can examine the effect of multiple exposures
3. Require a smaller sample population
1. Inefficient for studying rare exposures
2. Susceptible to selection bias
3. Cannot directly estimate the risk of disease
4. Cannot study several diseases at once
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Matching in Case-Control Studies
• Makes one or more case and control attributes similar (e.g., age, gender, residence)
• An unmatched study design is usually preferred
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Matching: Points to Consider
• More complex data analysis required
• Inability to assess role of matching factor on disease status– Do not match on exposure factor
• Potential for over-matching
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Sampling
Sampling is the systematic selection of a portion of the larger source population. A sample should be representative of the larger source population.
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Sampling
Why sample?
Because it is more efficient – saves time and money!
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Sampling
Sample size
Is the purpose of the study to determine the source of the outbreak? – A small number of cases and controls can reveal risk
factors for infection.
Is the purpose of the study to determine the number of persons who become sick over a specific period of time?– A cohort study would require a larger sample.
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Sampling
Types of sampling
Simple random sample (SRS) Randomly select persons to participate in study. There are many variations of SRS.
Convenience sampleChoose those individuals who are easily accessible.
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Sampling
Problems with convenience sampling
• Based on subjective judgment
• Cases may or may not be representative of the total population
• May lead to biased results
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Session II Summary
• An analytic study is used to test scientific hypotheses that may help support actions for specific control measures and to help prevent recurrence of a problem.
• A case definition with specific criteria helps you select your study population, as long as it does not include the hypothesis.
• Case-control studies, when conducted properly, are generally adequate and usually more efficient than cohort studies.
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Session II Summary
• Cohort studies may be preferable when you work with confined (e.g., easily identifiable and accessible) study populations such as on a cruise ship or at a wedding reception.
• Case-control study controls need to be representative of the source population, and not matched on the exposure factor if matching is used.
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References and Resources• Begier EM, Barrett FK, Mshar PA et al. Body Shaving, Whirlpools, and
Football: An Out break of Methicillin-Resistant Staphylococcus aureus Cutaneous Infections in a College Football Team-Connecticut, 2003. Presented at the 53rd Annual Epidemic Intelligence Service Conference. Atlanta, GA. April, 2004.
• Centers for Disease Control and Prevention (1992). Principles of Epidemiology: 2nd Edition. Public Health Practice Program Office: Atlanta, GA.
• Centers for Disease Control and Prevention "Gastroenteritis at a University in Texas" http://www.phppo.cdc.gov/phtn/casestudies/classroom/gastro.htm
• Gordis, L. (2000). Epidemiology: 2nd Edition. W.B. Saunders Company: Philadelphia, PA.
• Gregg, M.B. (2002). Field Epidemiology: 2nd Edition. Oxford University Press: New York.
• Hennekens, C.H. and Buring, J.E. (1987). Epidemiology in Medicine. Little, Brown and Company: Boston/Toronto.
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References and Resources• Iwamoto M, Hlady G, Jeter M et al. Shigellosis among Swimmers in a
Freshwater Lake-Georgia, 2003. Presented at the 53rd Annual Epidemic Intelligence Service Conference. Atlanta, GA. April, 2004.
• Kleinbaum, D., Sullivan, K., and Barker, N. (2003). ActivEpi Companion Textbook. Springer-Verlag: New York.
• Last, J.M. (2001). A Dictionary of Epidemiology: 4th Edition. Oxford University Press: New York.
• McNeill, A. (January 2002). Measuring the Occurrence of Disease: Prevalence and Incidence. Epid 160 lecture series, UNC Chapel Hill School of Public Health, Department of Epidemiology.
• Morton, R.F, Hebel, J.R., McCarter, R.J. (2001). A Study Guide to Epidemiology and Biostatistics: 5th Edition. Aspen Publishers, Inc.: Gaithersburg, MD.
• North Carolina Center for Public Health Preparedness. March 2005 Public Health Information Network session: “Descriptive and Analytic Epidemiology.” http://www.sph.unc.edu/nccphph/phtin/index.htm
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References and Resources• University of North Carolina at Chapel Hill School of Public Health,
Department of Epidemiology, and the Epidemiologic Research & Information Center (June 1999). ERIC Notebook. Issue 2. http://www.sph.unc.edu/courses/eric/eric_notebooks.htm
• University of North Carolina at Chapel Hill School of Public Health, Department of Epidemiology, and the Epidemiologic Research & Information Center (July 1999). ERIC Notebook. Issue 3. http://www.sph.unc.edu/courses/eric/eric_notebooks.htm
• University of North Carolina at Chapel Hill School of Public Health, Department of Epidemiology, and the Epidemiologic Research & Information Center (September 1999). ERIC Notebook. Issue 5. http://www.sph.unc.edu/courses/eric/eric_notebooks.htm
• University of North Carolina at Chapel Hill School of Public Health, Department of Epidemiology (August 2000). Laboratory Instructor’s Guide: Analytic Study Designs. Epid 168 lecture series. http://www.epidemiolog.net/epid168/labs/AnalyticStudExerInstGuid2000.pdf