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EPIDEMIOLOGY
- A BRIEF INTRODUCTION
- PAUL BARRATT
OVERVIEW
• What is epidemiology and epidemiological thinking?
• A brief history of epidemiology
• The burden of musculoskeletal pain on population
• A brief overview of epidemiological study designs
• Incidence vs. prevalence
EPIDEMIOLOGY, A
DEFINITION
“Epidemiology is the study of the distribution and
determinants of health-related states or events
(including disease), and the application of this study to
the control of diseases and other health problems”
(WHO 2006)
EPIDEMIOLOGICAL
THINKING
• Epidemiology is concerned determining if there is an association
between a characteristic or exposure and a disease. Conclusions
in epidemiology are based on comparisons.
• As a comparative science, it is necessary to have measures that
can be meaningfully compared
• Clues to aetiology come from comparing disease rates in groups
with differing levels of exposure
• Therefore, epidemiology thrives on heterogeneity. If everyone
smoked 20 cigarettes per day the link with lung cancer would
have been undetectable.
KEY ASPECTS OF
EPIDEMIOLOGICAL RESEARCH
• formulation of a research question and hypothesis
• selection of a study population
• critical evaluation of study designs (strengths and
weaknesses)
• skills needed to gather information
• exposure and outcome assessment
• recognizing potential sources of bias
TOOLS OF EPIDEMIOLOGY
• scientific methods for study/research
• techniques for collecting and organizing information
• information about the biological basis of health and
illness
• information about human behaviour that affects
health
• people skills needed to gather information
PURPOSES OF
EPIDEMIOLOGY
Population-based health management:
• to better understand the burden and causes of health
problems in target human populations
• to inform changes that decrease risk and improve
health
A BRIEF HISTORY
• Hippocrates (460 – 377 BC) “father of medicine”
Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0)
• first epidemiologist;
• sought a logic to sickness; examined relationships
between occurrence of disease and environmental
influences.
• described disease from rational rather than supernatural
basis.
• observed that different diseases occur in different
locations e.g. malaria and yellow fever mostly in swampy
areas
• introduced the terms epidemic and endemic
JOHN GRAUNT (1620-1674 AD)
• described disease occurrence and death with the use of systematic
methods
• developed early human statistical and census methods
• developed life tables and calculated life expectancy
THOMAS SYDENHAM
(1624-1689)
• approached study of disease from observational basis
rather than accepted traditional theories.
• didn’t identify causes of disease but advanced useful
treatments including fresh air, good diet and exercise
• other physicians rejected these at the time
Image: Wellcome Collection. Attribution 4.0 international (CC BY 4.0)
JAMES LIND
(1716-1794)
• ‘Treatise on Scurvy’ -identified symptoms of scurvy and
the fact that disease common in sailors.
• looked at the air and damp living conditions as a possible
cause.
• compared their experience with healthy subjects
• set up controlled experiments with diet and observed
that citrus fruit most effective in reversing symptoms.
Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0)
JOHN SNOW
(1813-1858)
• ‘Father of modern epidemiology’; traced source of a cholera
outbreak in Soho, London 1854.
• sceptic of the widely held ‘miasma’ theory.
• identified source as public water pump on Broad Street drawing
water from sewage-polluted sections of the Thames
• major event in history of public health and geography and
• regarded as founding event in the science of epidemiology
Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0)
A variant of the original map made by John Snow in 1854.
Cholera cases are highlighted in black.
Image: Wellcome Collection. Attribution 4.0 international (CC BY 4.0)
BRITISH DOCTORS STUDY
1954
• led by Richard Doll and Austin Bradford Hill
• prospective cohort study
• lent very strong statistical support to the suspicion
that tobacco smoking was linked to lung cancer.
GLOBAL BURDEN OF
DISEASE STUDY
• GBD 2010, (Lancet Dec 2012)
• largest ever systematic effort to describe the global
distribution and causes of a wide array of major disease
• aims: “new, robust, and reliable estimates of burden for
all major diseases, injuries, and risks that are widely
disseminated, understood, and easily used by
policymakers, researchers, funders, and practitioners”
• underway since 2008 >175 diseases and injuries, 20 risk
factors
• >480 experts globally
MUSCULOSKELETAL PAIN
• The second greatest cause of disability after mental and
behavioural disorders (GBD 2010)
• includes joint diseases such as osteoarthritis and rheumatoid
arthritis; back and neck pain; osteoporosis and fragility fractures;
soft tissue ‘rheumatism’; injuries due to sports and in the
workplace; and trauma
• pain, physical disability and loss of personal and economic
independence
CURRENT ESTIMATES OF PEOPLE
AFFECTED WORLDWIDE
(LANCET 2012) IN MILLIONS
0
100
200
300
400
500
600
700
Back pain 632 Neck pain 332 Osteoarthritis
knee 251
Other 561
MAIN CONTRIBUTORS BY YEARS LIVED WITH
DISABILITY (YLD)
IN MILLIONS
0
20
40
60
80
100
Low back pain 83.1 Neck pain 33.6 Osteoarthritis 17.1
RANKING OF MAJOR CAUSES OF
DEATH AND DISABILITY
(% DALYS - DISABILITY ADJUSTED LIFE
YEARS)
0
5
10
15
OTHER GBD FINDINGS
• Disability due to musculoskeletal disorders is estimated
to have increased by 45% from 1990 – 2010
• Osteoarthritis is the fastest increasing major health
condition
• This relates to ageing of the population, increased
obesity and lack of physical activity
• incidence of low back pain (LBP) is highest in the third
decade, prevalence increases with age until the 60–65
year age group and then gradually declines (Hoy et al
2010 for GBD)
OTHER REPORTED RISK
FACTORS FOR LBP
• low educational status
• stress, anxiety, depression,
• job dissatisfaction, low levels of social support in the
workplace
• whole-body vibration.
(Hoy et al 2010)
OTHER GBD FINDINGS
• Working age people with long-term back problems
were more than two and a half times more likely not
to be in the labour force
• With three or more additional conditions, this goes up
substantially – more than nine times more likely not to
be in the labour force
COSTS
• Musculoskeletal pain costs £30 billion in the UK
• Of which £12.3 billion back pain
• £584 million on prescriptions for pain in UK (CMO
2008)
• MSK disorders cost 2% of the EU domestic product
• 49.9% of total cost of sickness absence in Europe
lasting longer than 3 days (Bevan et al 2009)
EPIDEMIOLOGY CONTRIBUTION
TO POPULATION-BASED HEALTH
MANAGEMENT
• Assess health states and health needs of a target
population
• Implement and evaluate interventions designed to
improve the health of that population
• Efficiently and effectively provide care for a population
consistent with community's culture, policy and health
resource values
CHALLENGES IN
EPIDEMIOLOGICAL
INVESTIGATIONS
• difficulties in defining and measuring the disease
• imprecision determining the time of onset
• prolonged intervals between exposure to agent and
onset (induction period) and between disease onset and
detection (latency)
• multi-factorial disease aetiology
• differential effect of factors and course of disease.
PRINCIPAL TYPES OF
EPIDEMIOLOGICAL STUDY DESIGN
COHORT STUDY -
PROSPECTIVE
• Longitudinal study - observing the temporal order of
events
• follows a group of healthy people with different levels
of exposure and assesses what happens to their health
over time
• Used to assess incidence
• Effect measure: risk ratio (or relative risk) = ratio of the
risk in the exposed ÷ risk in the unexposed
COHORT STUDY -
PROSPECTIVE
ADVANTAGES
• Ethical – people not deliberately
exposed to risk factors
• recall bias minimized
• exposure precedes the health
outcome — a condition necessary
for causation
• useful for relatively common
diseases
DISADVANTAGES
• potential large sample size
• outcomes must be determined as
they develop
• portion of the cohort may be lost
(selection bias)
• potential exposure/outcome
misclassification (measurement
bias)
• Expensive and time consuming
COHORT STUDY -
RETROSPECTIVE
• Exposure and subsequent outcome have already
occurred in the past
• collect the data now and establish risk of developing a
disease if exposed to a particular risk factor
• examines possible risk and protection variables in
relation to a result that is already established
COHORT STUDY -
RETROSPECTIVE
ADVANTAGES
• Can be smaller scale
• require less time to complete
• better for analysing multiple
outcomes
• Can address rarer diseases
with smaller sample size -
diseased people identified at
outset
• Not expensive
DISADVANTAGES
• temporal relationship difficult
to assess
• Selection bias of controls
possible
• misclassification bias possible
owing to retrospective aspect
• need to rely on others for
accurate record-keeping
CASE CONTROL STUDY
• compares subjects who have condition or disease
("cases") with those who do not but are otherwise
similar ("controls") with regard to how frequently a
factor or attribute is present
• used to identify risk factors (variables associated with
increased risk of disease)
CASE CONTROL STUDY
ADVANTAGES
• Useful for rare health
outcomes
• Quicker and cheaper than
cohort study
DISADVANTAGES
• Selection bias possible
• Controls may not be
comparable to cases
• Recall bias possible
• results may be confounded by
unobserved factors
• weak evidence for causal
inferences
CROSS SECTIONAL STUDY
• Descriptive
• observation of all of a population, or a representative
subset, at a defined time
• compares group members in terms of their current
health & exposure status
• preliminary data to support further research
• used to assess prevalence
• effect measure: odds ratio (OR)
CROSS SECTIONAL STUDY
ADVANTAGES
• provides data on the entire
population under study
• relatively quick and easy to
conduct
• Large studies at relatively low
cost
DISADVANTAGES
• descriptive so cause-and-
effect relationships cannot be
inferred
• data collection may be a
source of report or recall bias
• may be considerable cohort
differences
CASE SERIES (OR CLINICAL
SERIES)
• Descriptive study
• Tracks patients with known exposure given similar
treatment or-
• examines medical record for exposure and outcome
• Is retrospective or prospective
• Single patient or small number of patients
• Consecutive (all patients reporting to author) or non-
consecutive (a selection)
CASE SERIES
ADVANTAGES
• May identify unusual feature
leading to new hypothesis
• Useful when a disease is
uncommon
• May be first to provide clues
for new disease or adverse
effect
DISADVANTAGES
• Cannot make inferences
about general population
• May be confounded by
selection bias
• Calculations of absolute or
relative risk not possible
Incidence vs. Prevalence
PREVALENCE
• Proportion of population found to
have condition:
• at a specific point in time –(point
prevalence) or
• at some time during a specified
period – (period prevalence)
• Expressed as percentage or
proportion
• Cross sectional studies
INCIDENCE
• Measure of risk of developing a
condition within a specified time
• Incidence proportion = number
new cases within a time period ÷
size of the population initially at
risk
• Expressed as percentage or
proportion per time period
• Longitudinal studies
Incidence vs. Prevalence
cont.
•
Incidence conveys information about risk of contracting
the disease, whereas prevalence indicates how
widespread the disease is.
• When studying possible aetiology of a disease, better to
analyse incidence, since prevalence doesn’t provide a
pure measure of risk.
• However, longitudinal studies, which measure incidence,
are more lengthy & expensive than cross sectional
studies which measure prevalence.
HIERARCHY OF EVIDENCE
• The relative weight carried by the main types of epidemiological
study puts them in the following order (from strongest to
weakest):
1 cohort studies
2 case control studies
3 cross sectional studies
4 case reports
(Greenhalgh 2010)
REFERENCES
Bevan S, Quadrello T, McGee R, Mahdon M, Vavrovsky A and Barham L, (2009). Fit for
Work? Musculoskeletal Disorders in the European Workforce. London: The Work
Foundation.
Chief Medical Officer (CMO) Annual Report (2006)
Doll R, Hill AB. (1954) The mortality of doctors in relation to their smoking habits, BMJ 328
(7455): 1529
Global Burden of Disease study 2010 The Lancet, Vol 280 Issue 9859 Pages 2053 - 2054, 15
December 2012
Hoy D, Brooks DP, Blythe F, Buchbinder FR, The Epidemiology of low back pain Best Practice
& Research, Clinical Rheumatology 24 (2010) 769–781
WHO Library Cataloguing-in-Publication Data, Basic epidemiology. Bonita, R. Beaglehole,
Kjellström T, 2nd edition.1.Epidemiology III.World Health Organization. 2006

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A Brief Introduction to Epidemiology

  • 1. EPIDEMIOLOGY - A BRIEF INTRODUCTION - PAUL BARRATT
  • 2. OVERVIEW • What is epidemiology and epidemiological thinking? • A brief history of epidemiology • The burden of musculoskeletal pain on population • A brief overview of epidemiological study designs • Incidence vs. prevalence
  • 3. EPIDEMIOLOGY, A DEFINITION “Epidemiology is the study of the distribution and determinants of health-related states or events (including disease), and the application of this study to the control of diseases and other health problems” (WHO 2006)
  • 4. EPIDEMIOLOGICAL THINKING • Epidemiology is concerned determining if there is an association between a characteristic or exposure and a disease. Conclusions in epidemiology are based on comparisons. • As a comparative science, it is necessary to have measures that can be meaningfully compared • Clues to aetiology come from comparing disease rates in groups with differing levels of exposure • Therefore, epidemiology thrives on heterogeneity. If everyone smoked 20 cigarettes per day the link with lung cancer would have been undetectable.
  • 5. KEY ASPECTS OF EPIDEMIOLOGICAL RESEARCH • formulation of a research question and hypothesis • selection of a study population • critical evaluation of study designs (strengths and weaknesses) • skills needed to gather information • exposure and outcome assessment • recognizing potential sources of bias
  • 6. TOOLS OF EPIDEMIOLOGY • scientific methods for study/research • techniques for collecting and organizing information • information about the biological basis of health and illness • information about human behaviour that affects health • people skills needed to gather information
  • 7. PURPOSES OF EPIDEMIOLOGY Population-based health management: • to better understand the burden and causes of health problems in target human populations • to inform changes that decrease risk and improve health
  • 8. A BRIEF HISTORY • Hippocrates (460 – 377 BC) “father of medicine” Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0) • first epidemiologist; • sought a logic to sickness; examined relationships between occurrence of disease and environmental influences. • described disease from rational rather than supernatural basis. • observed that different diseases occur in different locations e.g. malaria and yellow fever mostly in swampy areas • introduced the terms epidemic and endemic
  • 9. JOHN GRAUNT (1620-1674 AD) • described disease occurrence and death with the use of systematic methods • developed early human statistical and census methods • developed life tables and calculated life expectancy
  • 10. THOMAS SYDENHAM (1624-1689) • approached study of disease from observational basis rather than accepted traditional theories. • didn’t identify causes of disease but advanced useful treatments including fresh air, good diet and exercise • other physicians rejected these at the time Image: Wellcome Collection. Attribution 4.0 international (CC BY 4.0)
  • 11. JAMES LIND (1716-1794) • ‘Treatise on Scurvy’ -identified symptoms of scurvy and the fact that disease common in sailors. • looked at the air and damp living conditions as a possible cause. • compared their experience with healthy subjects • set up controlled experiments with diet and observed that citrus fruit most effective in reversing symptoms. Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0)
  • 12. JOHN SNOW (1813-1858) • ‘Father of modern epidemiology’; traced source of a cholera outbreak in Soho, London 1854. • sceptic of the widely held ‘miasma’ theory. • identified source as public water pump on Broad Street drawing water from sewage-polluted sections of the Thames • major event in history of public health and geography and • regarded as founding event in the science of epidemiology Image: Wellcome Collection. Attribution 4.0 International (CC BY 4.0)
  • 13. A variant of the original map made by John Snow in 1854. Cholera cases are highlighted in black. Image: Wellcome Collection. Attribution 4.0 international (CC BY 4.0)
  • 14. BRITISH DOCTORS STUDY 1954 • led by Richard Doll and Austin Bradford Hill • prospective cohort study • lent very strong statistical support to the suspicion that tobacco smoking was linked to lung cancer.
  • 15. GLOBAL BURDEN OF DISEASE STUDY • GBD 2010, (Lancet Dec 2012) • largest ever systematic effort to describe the global distribution and causes of a wide array of major disease • aims: “new, robust, and reliable estimates of burden for all major diseases, injuries, and risks that are widely disseminated, understood, and easily used by policymakers, researchers, funders, and practitioners” • underway since 2008 >175 diseases and injuries, 20 risk factors • >480 experts globally
  • 16. MUSCULOSKELETAL PAIN • The second greatest cause of disability after mental and behavioural disorders (GBD 2010) • includes joint diseases such as osteoarthritis and rheumatoid arthritis; back and neck pain; osteoporosis and fragility fractures; soft tissue ‘rheumatism’; injuries due to sports and in the workplace; and trauma • pain, physical disability and loss of personal and economic independence
  • 17. CURRENT ESTIMATES OF PEOPLE AFFECTED WORLDWIDE (LANCET 2012) IN MILLIONS 0 100 200 300 400 500 600 700 Back pain 632 Neck pain 332 Osteoarthritis knee 251 Other 561
  • 18. MAIN CONTRIBUTORS BY YEARS LIVED WITH DISABILITY (YLD) IN MILLIONS 0 20 40 60 80 100 Low back pain 83.1 Neck pain 33.6 Osteoarthritis 17.1
  • 19. RANKING OF MAJOR CAUSES OF DEATH AND DISABILITY (% DALYS - DISABILITY ADJUSTED LIFE YEARS) 0 5 10 15
  • 20. OTHER GBD FINDINGS • Disability due to musculoskeletal disorders is estimated to have increased by 45% from 1990 – 2010 • Osteoarthritis is the fastest increasing major health condition • This relates to ageing of the population, increased obesity and lack of physical activity • incidence of low back pain (LBP) is highest in the third decade, prevalence increases with age until the 60–65 year age group and then gradually declines (Hoy et al 2010 for GBD)
  • 21. OTHER REPORTED RISK FACTORS FOR LBP • low educational status • stress, anxiety, depression, • job dissatisfaction, low levels of social support in the workplace • whole-body vibration. (Hoy et al 2010)
  • 22. OTHER GBD FINDINGS • Working age people with long-term back problems were more than two and a half times more likely not to be in the labour force • With three or more additional conditions, this goes up substantially – more than nine times more likely not to be in the labour force
  • 23. COSTS • Musculoskeletal pain costs £30 billion in the UK • Of which £12.3 billion back pain • £584 million on prescriptions for pain in UK (CMO 2008) • MSK disorders cost 2% of the EU domestic product • 49.9% of total cost of sickness absence in Europe lasting longer than 3 days (Bevan et al 2009)
  • 24. EPIDEMIOLOGY CONTRIBUTION TO POPULATION-BASED HEALTH MANAGEMENT • Assess health states and health needs of a target population • Implement and evaluate interventions designed to improve the health of that population • Efficiently and effectively provide care for a population consistent with community's culture, policy and health resource values
  • 25. CHALLENGES IN EPIDEMIOLOGICAL INVESTIGATIONS • difficulties in defining and measuring the disease • imprecision determining the time of onset • prolonged intervals between exposure to agent and onset (induction period) and between disease onset and detection (latency) • multi-factorial disease aetiology • differential effect of factors and course of disease.
  • 27. COHORT STUDY - PROSPECTIVE • Longitudinal study - observing the temporal order of events • follows a group of healthy people with different levels of exposure and assesses what happens to their health over time • Used to assess incidence • Effect measure: risk ratio (or relative risk) = ratio of the risk in the exposed ÷ risk in the unexposed
  • 28. COHORT STUDY - PROSPECTIVE ADVANTAGES • Ethical – people not deliberately exposed to risk factors • recall bias minimized • exposure precedes the health outcome — a condition necessary for causation • useful for relatively common diseases DISADVANTAGES • potential large sample size • outcomes must be determined as they develop • portion of the cohort may be lost (selection bias) • potential exposure/outcome misclassification (measurement bias) • Expensive and time consuming
  • 29. COHORT STUDY - RETROSPECTIVE • Exposure and subsequent outcome have already occurred in the past • collect the data now and establish risk of developing a disease if exposed to a particular risk factor • examines possible risk and protection variables in relation to a result that is already established
  • 30. COHORT STUDY - RETROSPECTIVE ADVANTAGES • Can be smaller scale • require less time to complete • better for analysing multiple outcomes • Can address rarer diseases with smaller sample size - diseased people identified at outset • Not expensive DISADVANTAGES • temporal relationship difficult to assess • Selection bias of controls possible • misclassification bias possible owing to retrospective aspect • need to rely on others for accurate record-keeping
  • 31. CASE CONTROL STUDY • compares subjects who have condition or disease ("cases") with those who do not but are otherwise similar ("controls") with regard to how frequently a factor or attribute is present • used to identify risk factors (variables associated with increased risk of disease)
  • 32. CASE CONTROL STUDY ADVANTAGES • Useful for rare health outcomes • Quicker and cheaper than cohort study DISADVANTAGES • Selection bias possible • Controls may not be comparable to cases • Recall bias possible • results may be confounded by unobserved factors • weak evidence for causal inferences
  • 33. CROSS SECTIONAL STUDY • Descriptive • observation of all of a population, or a representative subset, at a defined time • compares group members in terms of their current health & exposure status • preliminary data to support further research • used to assess prevalence • effect measure: odds ratio (OR)
  • 34. CROSS SECTIONAL STUDY ADVANTAGES • provides data on the entire population under study • relatively quick and easy to conduct • Large studies at relatively low cost DISADVANTAGES • descriptive so cause-and- effect relationships cannot be inferred • data collection may be a source of report or recall bias • may be considerable cohort differences
  • 35. CASE SERIES (OR CLINICAL SERIES) • Descriptive study • Tracks patients with known exposure given similar treatment or- • examines medical record for exposure and outcome • Is retrospective or prospective • Single patient or small number of patients • Consecutive (all patients reporting to author) or non- consecutive (a selection)
  • 36. CASE SERIES ADVANTAGES • May identify unusual feature leading to new hypothesis • Useful when a disease is uncommon • May be first to provide clues for new disease or adverse effect DISADVANTAGES • Cannot make inferences about general population • May be confounded by selection bias • Calculations of absolute or relative risk not possible
  • 37. Incidence vs. Prevalence PREVALENCE • Proportion of population found to have condition: • at a specific point in time –(point prevalence) or • at some time during a specified period – (period prevalence) • Expressed as percentage or proportion • Cross sectional studies INCIDENCE • Measure of risk of developing a condition within a specified time • Incidence proportion = number new cases within a time period ÷ size of the population initially at risk • Expressed as percentage or proportion per time period • Longitudinal studies
  • 38. Incidence vs. Prevalence cont. • Incidence conveys information about risk of contracting the disease, whereas prevalence indicates how widespread the disease is. • When studying possible aetiology of a disease, better to analyse incidence, since prevalence doesn’t provide a pure measure of risk. • However, longitudinal studies, which measure incidence, are more lengthy & expensive than cross sectional studies which measure prevalence.
  • 39. HIERARCHY OF EVIDENCE • The relative weight carried by the main types of epidemiological study puts them in the following order (from strongest to weakest): 1 cohort studies 2 case control studies 3 cross sectional studies 4 case reports (Greenhalgh 2010)
  • 40. REFERENCES Bevan S, Quadrello T, McGee R, Mahdon M, Vavrovsky A and Barham L, (2009). Fit for Work? Musculoskeletal Disorders in the European Workforce. London: The Work Foundation. Chief Medical Officer (CMO) Annual Report (2006) Doll R, Hill AB. (1954) The mortality of doctors in relation to their smoking habits, BMJ 328 (7455): 1529 Global Burden of Disease study 2010 The Lancet, Vol 280 Issue 9859 Pages 2053 - 2054, 15 December 2012 Hoy D, Brooks DP, Blythe F, Buchbinder FR, The Epidemiology of low back pain Best Practice & Research, Clinical Rheumatology 24 (2010) 769–781 WHO Library Cataloguing-in-Publication Data, Basic epidemiology. Bonita, R. Beaglehole, Kjellström T, 2nd edition.1.Epidemiology III.World Health Organization. 2006

Editor's Notes

  1. (This image is in the public domain)