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Types of Studies in
Research
Dr Yashodhara Gaur
Professor, G.R. Medical College, Gwalior
President Obst Gynaecology Society Gwalior
Research Study
Statistical inference
Biological inference
Study sample
Conclusion about a population
(association)
Conclusion about scientific
theory(causation)
Observational study designs Experimental
study
 Descriptive studies (Interventional
study)
 Case reports Clinical trials
 Case series
 Analytical study designs
 Retrospective studies
 Case control study
 Prospective study designs
 Cohort study
Type of Research Studies
____________________________________________________________________
Observational studies Interventional studies
____________________________________________________________________
Cross-sectional Case-control Cohort Clinical trials
Outcome Yes Yes No No
Exposure Yes Yes Yes Yes
Time of enquiry Still
(one time contact)
____________________________________________________________________________
__
Objective Descriptive Analytical studies
Burden of problem Causal relationship
Hypothesis generation Hypothesis generation & testing
Research Studies Eye-catching Point
Case Control Study
Case Control Study
 A case-control study is designed to help
determine if an exposure is associated with
an outcome (i.e., disease or condition of
interest)
 In theory, the case-control study can be
described simply. First, identify the cases (a
group known to have the outcome) and the
controls (a group known to be free of the
outcome)
 Then, look back in time to learn which
subjects in each group had the exposure(s),
comparing the frequency of the exposure in
the case group to the control group.
 By definition, a case-control study is always
retrospective because it starts with an
outcome then traces back to investigate
exposures
Case Control Study
 Both exposure and outcome(disease) have occurred before
the start of study
 The study proceeds backwards from effect to cause, and is
thus called retrospective
 It uses a control or comparison group to support or refute an
inference
Case Control: Study Design
Venous thromboembolism Without venous
present (cases) thromboembolism
(controls)
Oral contraceptive
Exposure present a b
Not exposed c d
Odds of disease in the exposed group: a/b
Odds of disease in the unexposed group: c/d
Odds Ratio= (a/b)/(c/d)=ad/bc
Case Control Study (Example)
Case control study
 Applications in research: Particularly appropriate for
 Investigating outbreaks: Study of endophthalmitis
following ocular surgery. When an outbreak is in
progress, answers must be obtained quickly
 Studying rare diseases or outcomes: Study of risk factors
for uveal melanoma, or corneal ulcers
Steps in conducting a Case-control study
 Define a study population
(source of cases and
controls)
 Define and select cases
 Define and select controls
 Measure exposure
 Estimate disease risk
associated with exposure
Case Control Study
Advantage & Disadvantage
Advantages
 Can obtain findings quickly
 Can often be undertaken with
minimal funding
 Efficient for rare diseases
 Can study multiple exposures
 Generally requires few study
subjects
Disadvantages
 Cannot generate incidence
data
 Subject to bias
 Difficult if record keeping is
either inadequate or
unreliable
 Selection of controls can be
difficult
Cohort Study
Cohort Study
 Group of people with defined
characteristics who are followed up to
determine incidence of, or mortality
from, some specific disease, all causes of
death, or some other outcome.”
 In a cohort study, an outcome or disease-
free study population is first identified by
the exposure or event of interest and
followed in time until the disease or
outcome of interest occurs
 Because exposure is identified before the
outcome, cohort studies have a temporal
framework to assess causality and thus
have the potential to provide the
strongest scientific evidence
Cohort Study: Design
Cohort Study
 Cohort studies are particularly advantageous for examining
rare exposures because subjects are selected by their
exposure status
 Additionally, the investigator can examine multiple outcomes
simultaneously.
Five steps in a cohort study
 Identify the study subjects; i.e.
the cohort population.
 Obtain baseline data on the
exposure; measure the
exposure at the start. (The
exposure may be a particular
event, a permanent state or a
reversible state.)
 Select a sub-classification of
the cohort—the unexposed
control cohort—to be the
comparison group.
Five steps in a cohort study
 Follow up; measure the outcomes using records, interviews or
examinations. (Note: Outcomes must be defined in advance and
should be specific and measurable.)
 Do the data analysis where the outcomes are assessed and
compared.
Cohort studies: Types
Prospective or Retrospective
 Prospective studies are carried out from the present time
into the future
 Because prospective studies are designed with specific data
collection methods, it has the advantage of being tailored to
collect specific exposure data and may be more complete
 The disadvantage of a prospective cohort study may be the
long follow-up period while waiting for events or diseases to
occur
 Thus, this study design is inefficient for investigating diseases
with long latency periods and is vulnerable to a high loss to
follow-up rate
Cohort studies: Types
Prospective or Retrospective
 Retrospective cohort studies, also known as historical cohort studies, are carried
out at the present time and look to the past to examine medical events or
outcomes
 In other words, a cohort of subjects selected based on exposure status is chosen
at the present time, and outcome data (i.e. disease status, event status), which
was measured in the past, are reconstructed for analysis
 The primary disadvantage of this study design is the limited control the
investigator has over data collection
 The existing data may be incomplete, inaccurate, or inconsistently measured
between subjects
 However, because of the immediate availability of the data, this study design is
comparatively less costly and shorter than prospective cohort studies.
Cohort Study: Advantages
 Gather data regarding sequence of
events; can assess causality
 Examine multiple outcomes for a given
exposure
 Good for investigating rare exposures
 Can calculate rates of disease in exposed
and unexposed individuals over time
(e.g. incidence, relative risk)
Cohort Study: Disadvantages
 Large numbers of subjects are required to
study rare exposures
 Susceptible to selection bias
 Prospective Cohort Study
 May be expensive to conduct
 May require long durations for follow-up
 Maintaining follow-up may be difficult
 Susceptible to loss to follow-up or
withdrawals
 Retrospective Cohort Study
 Susceptible to recall bias or information
bias
 Less control over variables
Snapshot
Temporal Design of Observational Studies
 STROBE stands for an international, collaborative initiative
of epidemiologists, methodologists, statisticians,
researchers and journal editors involved in the conduct and
dissemination of observational studies, with the common
aim of STrengthening the Reporting of OBservational
studies in Epidemiology.
 The STROBE Statement is being endorsed by a growing
number of biomedical journals
 https://www.strobe-statement.org/index.php?id=available-
checklists
Cross-sectional Study
Cross-sectional Study
 Cross-sectional study design is a type of observational study
design
 In a cross-sectional study, the investigator measures the
outcome and the exposures in the study participants at the
same time
 The investigator can study the association between these
variables
 It is also possible that the investigator will recruit the study
participants and examine the outcomes in this population
 The investigator may also estimate the prevalence of the
outcome in those surveyed
Cross-sectional study
Participants
recruited
based on
inclusion and
exclusion
criteria
Estimate the
prevalence (of
exposure and
outcome as well)
Calculate odds
ratio
Study the
exposure
and
outcome at
the same
time
Measurements in a Cross-sectional Study
 Cross-sectional study designs
may be used for population-
based surveys
 Cross-sectional studies may
also be used for estimating the
prevalence in clinic-based
studies. (What is the
prevalence of HIV in patients
presenting with an STI?)
 Cross-sectional studies may
also be used to calculate the
Odd-ratios
Strengths of a Cross-sectional Study
 Cross-sectional studies can usually be conducted relatively
faster and are inexpensive – particularly when compared with
cohort studies (prospective)
 These are studies are conducted either before planning a
cohort study or a baseline in a cohort study. These types of
designs will give us information about the prevalence of
outcomes or exposures; this information will be useful for
designing the cohort study
 These study designs may be useful for public health planning,
monitoring, and evaluation. For example, sometimes the
National AIDS Programme conducted cross-sectional sentinel
surveys among high-risk groups and ante-natal mothers every
year to monitor the prevalence of HIV in these groups.
Limitations of a Cross-sectional Study
 Since this is a 1-time measurement of exposure and
outcome, it is difficult to derive causal relationships from
cross-sectional analysis
 Careful about interpreting the associations and direction
of associations from a cross-sectional survey
 Prevalence of an outcome depends on the incidence of
the disease as well as the length of survival following the
outcome
Case reports and Case series
Case reports and Case series
 Case reports, which generally consist of
three or fewer patients, are prepared to
illustrate features in the practice of
medicine and potentially create new
research questions that may contribute
to the acquisition of additional
knowledge in the literature
 Case series involve multiple patients;
they are a qualitative research method
and include in-depth analyses or
experiential inquiries of a person or
group in their real-world setting
Case reports and Case series
Applications
 Clinical case reports and case series are
beneficial tools in graduate medical
education
 The preparation and presentation of case
studies can help students and residents
acquire and apply clinical competencies in
the areas of medical knowledge, practice-
based learning, systems-based practice,
professionalism, and communication
 In this aspect, case studies provide a tool for
developing clinical skills through problem-
based learning methods
 Descriptive studies that are prepared for
illustrating novel, unusual, or atypical
features identified in patients in medical
practice, and they potentially generate new
research questions
Advantages of Case reports & Case studies
One case to initiate a signal (case
report)
Provide stronger evidence with
multiple cases (cases series)
Observational
Educational
Easy to do (fast and no financial
support needed)
Identify rare manifestations of a
disease or drug
Disadvantages of case reports and case
studies
 No control (uncontrolled)
 Difficult to compare different cases
 Cases may not be generalizable
 Selection bias
 Unknown future outcome/follow-up
Clinical trials
Clinical trials
 A clinical trial is any research study that
prospectively assigns human participants
or groups of humans to one or more
health-related interventions to evaluate
the effects on health outcomes.
 Interventions include but are not
restricted to drugs, cells and other
biological products, surgical procedures,
radiological procedures, devices,
behavioural treatments, process-of-care
changes, preventive care, etc.
Why do a clinical trial ?
 To answer a clinical problem
 To gain new knowledge about a
new or established treatment
 To support a “claim”
For gaining government
regulatory approval
For marketing a drug, device, or
technique
Development of a Clinical Trial
Idea

Reviews from the experts(Sponsor or CRO)

First planning meeting (basic design features)

Second planning meeting (draft protocol)

Final protocol (ethical and scientific, signed by a statistician)

Evaluation (scientific review, IRB, funding)

Implementation

Final analysis and publication
Clinical Trials Design
 Randomized or Non-
randomized
 Parallel or Cross-over
study
 Blinded (Masking): Single/
Double blinded
Clinical Trials: Musk know
 New Drugs & Clinical Trials 2019
 Indian Good Clinical Practice
 Clinical Trial Registry in India
 Clinical Trial Compensation
Systematic reviews & Meta-
analysis
Systematic reviews & Meta-analysis
 Systematic review
 A systematic review collects all possible studies
related to a given topic and design, and
reviews and analyzes their results
 During the systematic review process, the
quality of studies is evaluated, and a statistical
meta-analysis of the study results is conducted
on the basis of their quality
 Meta-analysis
 A meta-analysis is a valid, objective, and
scientific method of analyzing and combining
different results
 In order to obtain more reliable results, a
meta-analysis is mainly conducted on
randomized controlled trials (RCTs), which
have a high level of evidence
Narrative review Systematic review
+ meta-analysis
1. Questions Broad Focused
2. Search strategy Limited Exhaustive,
reproducible
3. Quality
assessment
4. Study weight Same weight for all
studies
Higher weights to
precise studies
5. Statistical analysis
6. Bias High Low
Narrative vs Systematic review
Why do a Meta-analysis or Systematic
review?
 To find out relation between two
(or more) variables from pooled
available literature
 To make plethora of information
more digestible
 To settle controversy arising from
conflicting studies
 Increase power & precision
 Meta-analysis is level-I evidence
Flowchart illustrating a systematic review
Questions to ask when assessing the
quality of a systematic review
1. Was the review conducted according to a pre-specified protocol?
2. Was the question focused and well formulated?
3. Were the right types of studies eligible for the review?
4. Was the method of identifying all relevant information comprehensive?
a. Is it likely that relevant studies were missed?
b. Was publication bias considered?
5. Was the data abstraction from each study appropriate?
a. Were the methods used in each primary study appraised?
6. Was the information synthesized and summarized appropriately?
a. If the results were mathematically combined in meta-analysis, then
were the methods described in sufficient detail, and was it reasonable to do so?
Pros of Meta-analysis
 Systematic searches for clinical evidence
 Explicit and standardized methods for search and
selection of evidence sources
 Thorough appraisal of the internal validity of primary
studies
 Quantitative synthesis with increased statistical power
 Increased external validity by appraising the effect of
an intervention (exposure) across different settings
 Ability to control for between study variation
 Including moderators to explain variation
Cons of Meta-analysis
 Adds together apples and oranges
 GIGO phenomenon: garbage-in,
garbage-out
 Publication bias
 Not original research
 Big RCTs definitely better
 Average effect largely unapplicable to
individuals
Lau et al, Lancet 1998
Types of studies in research

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Types of studies in research

  • 1. Types of Studies in Research Dr Yashodhara Gaur Professor, G.R. Medical College, Gwalior President Obst Gynaecology Society Gwalior
  • 2. Research Study Statistical inference Biological inference Study sample Conclusion about a population (association) Conclusion about scientific theory(causation)
  • 3. Observational study designs Experimental study  Descriptive studies (Interventional study)  Case reports Clinical trials  Case series  Analytical study designs  Retrospective studies  Case control study  Prospective study designs  Cohort study Type of Research Studies
  • 4. ____________________________________________________________________ Observational studies Interventional studies ____________________________________________________________________ Cross-sectional Case-control Cohort Clinical trials Outcome Yes Yes No No Exposure Yes Yes Yes Yes Time of enquiry Still (one time contact) ____________________________________________________________________________ __ Objective Descriptive Analytical studies Burden of problem Causal relationship Hypothesis generation Hypothesis generation & testing Research Studies Eye-catching Point
  • 6. Case Control Study  A case-control study is designed to help determine if an exposure is associated with an outcome (i.e., disease or condition of interest)  In theory, the case-control study can be described simply. First, identify the cases (a group known to have the outcome) and the controls (a group known to be free of the outcome)  Then, look back in time to learn which subjects in each group had the exposure(s), comparing the frequency of the exposure in the case group to the control group.  By definition, a case-control study is always retrospective because it starts with an outcome then traces back to investigate exposures
  • 7. Case Control Study  Both exposure and outcome(disease) have occurred before the start of study  The study proceeds backwards from effect to cause, and is thus called retrospective  It uses a control or comparison group to support or refute an inference
  • 9. Venous thromboembolism Without venous present (cases) thromboembolism (controls) Oral contraceptive Exposure present a b Not exposed c d Odds of disease in the exposed group: a/b Odds of disease in the unexposed group: c/d Odds Ratio= (a/b)/(c/d)=ad/bc Case Control Study (Example)
  • 10. Case control study  Applications in research: Particularly appropriate for  Investigating outbreaks: Study of endophthalmitis following ocular surgery. When an outbreak is in progress, answers must be obtained quickly  Studying rare diseases or outcomes: Study of risk factors for uveal melanoma, or corneal ulcers
  • 11. Steps in conducting a Case-control study  Define a study population (source of cases and controls)  Define and select cases  Define and select controls  Measure exposure  Estimate disease risk associated with exposure
  • 12. Case Control Study Advantage & Disadvantage Advantages  Can obtain findings quickly  Can often be undertaken with minimal funding  Efficient for rare diseases  Can study multiple exposures  Generally requires few study subjects Disadvantages  Cannot generate incidence data  Subject to bias  Difficult if record keeping is either inadequate or unreliable  Selection of controls can be difficult
  • 14. Cohort Study  Group of people with defined characteristics who are followed up to determine incidence of, or mortality from, some specific disease, all causes of death, or some other outcome.”  In a cohort study, an outcome or disease- free study population is first identified by the exposure or event of interest and followed in time until the disease or outcome of interest occurs  Because exposure is identified before the outcome, cohort studies have a temporal framework to assess causality and thus have the potential to provide the strongest scientific evidence
  • 16. Cohort Study  Cohort studies are particularly advantageous for examining rare exposures because subjects are selected by their exposure status  Additionally, the investigator can examine multiple outcomes simultaneously.
  • 17. Five steps in a cohort study  Identify the study subjects; i.e. the cohort population.  Obtain baseline data on the exposure; measure the exposure at the start. (The exposure may be a particular event, a permanent state or a reversible state.)  Select a sub-classification of the cohort—the unexposed control cohort—to be the comparison group.
  • 18. Five steps in a cohort study  Follow up; measure the outcomes using records, interviews or examinations. (Note: Outcomes must be defined in advance and should be specific and measurable.)  Do the data analysis where the outcomes are assessed and compared.
  • 19. Cohort studies: Types Prospective or Retrospective  Prospective studies are carried out from the present time into the future  Because prospective studies are designed with specific data collection methods, it has the advantage of being tailored to collect specific exposure data and may be more complete  The disadvantage of a prospective cohort study may be the long follow-up period while waiting for events or diseases to occur  Thus, this study design is inefficient for investigating diseases with long latency periods and is vulnerable to a high loss to follow-up rate
  • 20. Cohort studies: Types Prospective or Retrospective  Retrospective cohort studies, also known as historical cohort studies, are carried out at the present time and look to the past to examine medical events or outcomes  In other words, a cohort of subjects selected based on exposure status is chosen at the present time, and outcome data (i.e. disease status, event status), which was measured in the past, are reconstructed for analysis  The primary disadvantage of this study design is the limited control the investigator has over data collection  The existing data may be incomplete, inaccurate, or inconsistently measured between subjects  However, because of the immediate availability of the data, this study design is comparatively less costly and shorter than prospective cohort studies.
  • 21. Cohort Study: Advantages  Gather data regarding sequence of events; can assess causality  Examine multiple outcomes for a given exposure  Good for investigating rare exposures  Can calculate rates of disease in exposed and unexposed individuals over time (e.g. incidence, relative risk)
  • 22. Cohort Study: Disadvantages  Large numbers of subjects are required to study rare exposures  Susceptible to selection bias  Prospective Cohort Study  May be expensive to conduct  May require long durations for follow-up  Maintaining follow-up may be difficult  Susceptible to loss to follow-up or withdrawals  Retrospective Cohort Study  Susceptible to recall bias or information bias  Less control over variables
  • 23. Snapshot Temporal Design of Observational Studies
  • 24.  STROBE stands for an international, collaborative initiative of epidemiologists, methodologists, statisticians, researchers and journal editors involved in the conduct and dissemination of observational studies, with the common aim of STrengthening the Reporting of OBservational studies in Epidemiology.  The STROBE Statement is being endorsed by a growing number of biomedical journals  https://www.strobe-statement.org/index.php?id=available- checklists
  • 26. Cross-sectional Study  Cross-sectional study design is a type of observational study design  In a cross-sectional study, the investigator measures the outcome and the exposures in the study participants at the same time  The investigator can study the association between these variables  It is also possible that the investigator will recruit the study participants and examine the outcomes in this population  The investigator may also estimate the prevalence of the outcome in those surveyed
  • 27. Cross-sectional study Participants recruited based on inclusion and exclusion criteria Estimate the prevalence (of exposure and outcome as well) Calculate odds ratio Study the exposure and outcome at the same time
  • 28. Measurements in a Cross-sectional Study  Cross-sectional study designs may be used for population- based surveys  Cross-sectional studies may also be used for estimating the prevalence in clinic-based studies. (What is the prevalence of HIV in patients presenting with an STI?)  Cross-sectional studies may also be used to calculate the Odd-ratios
  • 29. Strengths of a Cross-sectional Study  Cross-sectional studies can usually be conducted relatively faster and are inexpensive – particularly when compared with cohort studies (prospective)  These are studies are conducted either before planning a cohort study or a baseline in a cohort study. These types of designs will give us information about the prevalence of outcomes or exposures; this information will be useful for designing the cohort study  These study designs may be useful for public health planning, monitoring, and evaluation. For example, sometimes the National AIDS Programme conducted cross-sectional sentinel surveys among high-risk groups and ante-natal mothers every year to monitor the prevalence of HIV in these groups.
  • 30. Limitations of a Cross-sectional Study  Since this is a 1-time measurement of exposure and outcome, it is difficult to derive causal relationships from cross-sectional analysis  Careful about interpreting the associations and direction of associations from a cross-sectional survey  Prevalence of an outcome depends on the incidence of the disease as well as the length of survival following the outcome
  • 31. Case reports and Case series
  • 32. Case reports and Case series  Case reports, which generally consist of three or fewer patients, are prepared to illustrate features in the practice of medicine and potentially create new research questions that may contribute to the acquisition of additional knowledge in the literature  Case series involve multiple patients; they are a qualitative research method and include in-depth analyses or experiential inquiries of a person or group in their real-world setting
  • 33. Case reports and Case series Applications  Clinical case reports and case series are beneficial tools in graduate medical education  The preparation and presentation of case studies can help students and residents acquire and apply clinical competencies in the areas of medical knowledge, practice- based learning, systems-based practice, professionalism, and communication  In this aspect, case studies provide a tool for developing clinical skills through problem- based learning methods  Descriptive studies that are prepared for illustrating novel, unusual, or atypical features identified in patients in medical practice, and they potentially generate new research questions
  • 34. Advantages of Case reports & Case studies One case to initiate a signal (case report) Provide stronger evidence with multiple cases (cases series) Observational Educational Easy to do (fast and no financial support needed) Identify rare manifestations of a disease or drug
  • 35. Disadvantages of case reports and case studies  No control (uncontrolled)  Difficult to compare different cases  Cases may not be generalizable  Selection bias  Unknown future outcome/follow-up
  • 37. Clinical trials  A clinical trial is any research study that prospectively assigns human participants or groups of humans to one or more health-related interventions to evaluate the effects on health outcomes.  Interventions include but are not restricted to drugs, cells and other biological products, surgical procedures, radiological procedures, devices, behavioural treatments, process-of-care changes, preventive care, etc.
  • 38. Why do a clinical trial ?  To answer a clinical problem  To gain new knowledge about a new or established treatment  To support a “claim” For gaining government regulatory approval For marketing a drug, device, or technique
  • 39. Development of a Clinical Trial Idea  Reviews from the experts(Sponsor or CRO)  First planning meeting (basic design features)  Second planning meeting (draft protocol)  Final protocol (ethical and scientific, signed by a statistician)  Evaluation (scientific review, IRB, funding)  Implementation  Final analysis and publication
  • 40. Clinical Trials Design  Randomized or Non- randomized  Parallel or Cross-over study  Blinded (Masking): Single/ Double blinded
  • 41. Clinical Trials: Musk know  New Drugs & Clinical Trials 2019  Indian Good Clinical Practice  Clinical Trial Registry in India  Clinical Trial Compensation
  • 42. Systematic reviews & Meta- analysis
  • 43. Systematic reviews & Meta-analysis  Systematic review  A systematic review collects all possible studies related to a given topic and design, and reviews and analyzes their results  During the systematic review process, the quality of studies is evaluated, and a statistical meta-analysis of the study results is conducted on the basis of their quality  Meta-analysis  A meta-analysis is a valid, objective, and scientific method of analyzing and combining different results  In order to obtain more reliable results, a meta-analysis is mainly conducted on randomized controlled trials (RCTs), which have a high level of evidence
  • 44. Narrative review Systematic review + meta-analysis 1. Questions Broad Focused 2. Search strategy Limited Exhaustive, reproducible 3. Quality assessment 4. Study weight Same weight for all studies Higher weights to precise studies 5. Statistical analysis 6. Bias High Low Narrative vs Systematic review
  • 45. Why do a Meta-analysis or Systematic review?  To find out relation between two (or more) variables from pooled available literature  To make plethora of information more digestible  To settle controversy arising from conflicting studies  Increase power & precision  Meta-analysis is level-I evidence
  • 46. Flowchart illustrating a systematic review
  • 47. Questions to ask when assessing the quality of a systematic review 1. Was the review conducted according to a pre-specified protocol? 2. Was the question focused and well formulated? 3. Were the right types of studies eligible for the review? 4. Was the method of identifying all relevant information comprehensive? a. Is it likely that relevant studies were missed? b. Was publication bias considered? 5. Was the data abstraction from each study appropriate? a. Were the methods used in each primary study appraised? 6. Was the information synthesized and summarized appropriately? a. If the results were mathematically combined in meta-analysis, then were the methods described in sufficient detail, and was it reasonable to do so?
  • 48. Pros of Meta-analysis  Systematic searches for clinical evidence  Explicit and standardized methods for search and selection of evidence sources  Thorough appraisal of the internal validity of primary studies  Quantitative synthesis with increased statistical power  Increased external validity by appraising the effect of an intervention (exposure) across different settings  Ability to control for between study variation  Including moderators to explain variation
  • 49. Cons of Meta-analysis  Adds together apples and oranges  GIGO phenomenon: garbage-in, garbage-out  Publication bias  Not original research  Big RCTs definitely better  Average effect largely unapplicable to individuals Lau et al, Lancet 1998

Editor's Notes

  1. Since this is a 1-time measurement of exposure and outcome, it is difficult to derive causal relationships from cross-sectional analysis These studies are also prone to certain biases. For example, we wish to study the relation between diet and exercise and being overweight/obese. We conduct a cross-sectional study and recruit 250 individuals. We assess their dietary habits, exercise habits, and body mass index at one point of time in a cross-sectional survey. However, individuals who are overweight/obese have started to exercise more or altered their feeding habits (eat more salads). Hence, in a cross-sectional survey, we may find that overweight/obese individuals are also more likely to eat salads and exercise more. Thus, we have to be careful about interpreting the associations and direction of associations from a cross-sectional survey The prevalence of an outcome depends on the incidence of the disease as well as the length of survival following the outcome. For example, even if the incidence of HIV (number of new cases) goes down in one particular community, the prevalence (total number of cases – old as well as new) may increase. This may be due to cumulative HIV positive cases over a period. Thus, just performing cross-sectional surveys may not be sufficient to understand disease trends in this situation.