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MEDICAL EPIDEMIOLOGY
Epidemiology is the study of the incidence, distribution and determinants of diseases in human
populations.
Clinical medicine is mostly concerned with individuals who have a disease. Epidemiology
concentrates on populations with diseases and usually attempts to identify associations and causes,
and, (optimistically), prevention of diseases - “What, why, and what might be done?”
Epidemiological data can be obtained by many means including:
• Surveys
• Morbidity data
• Mortality data
• Registers of disease prevalence and incidence
• General practice or hospital attendance
• Inspection of centrally held records
Screening
Usually a screening test should be highly selective and highly sensitive. Problems arise when
screening large populations for rare diseases even when false positive tests are uncommon (Fig. 1)
The major problem of epidemiology is the accurate identification of the causes of what is observed,
especially when there are several candidate causes and several potential underlying cofactors. For
example the effect of Social class on many conditions may be obvious, or hidden, or controversial.
Are the higher mortality rates in social class V are associated with unemployment, but are they caused
by unemployment?
SOCIAL CLASSES
I. Professional
II. Semi-professional
III. Skilled. Non-manually skilled IIIN
manually skilled IIIM
IV. Semi-skilled
V. Unskilled
Population studies deal with:
• Individuals who have a specific disease
• Individuals who do not have the disease
• Changes in frequency of specific diseases
• Patterns of disease
• Incidence rates of specific disease
• Prevalence rates of specific diseases
1
Principals of epidemiological inquiry
Incidence: the number of new cases of a disease in a population occurring in a
defined time = “How many new cases?” (Fig. 2)
Prevalence: the frequency of the disease is at a specified point in time in a defined
population = “How many cases are there altogether?” (Fig. 2)
Incidence rate: the incidence divided by the total population
Prevalence rate: the prevalence divided by the total population
First there must be an idea, probably derived from a casual observation, then a hypothesis which can be
investigated to provide description, quantification, then analysis and finally interventional studies to
test the hypothesis.
Description involves reporting:
• The variation of disease and the putative cause
• The geographical or situational variation
• Variation of putative causes
• Variation of the disease
• Variation in the disease in those affected
Often factors, such as age, affect disease incidence and prevalence. A useful assessment as to whether
there is a change in serious disease is the standardized mortality ratio which is the expected number of
individuals with the disease compared with the actual number. This should be done for whole
populations and subsections of populations (age often affects diseases and it would be important to find
the standardized mortality ratio in those of various ages).
Life expectancy is the mean number of years that individuals drawn from a specified population can
expect to live.
Descriptive studies are studies of the variation in incidence of a disease according to time, place, or
person and may:
• Suggest causes of disease
• Enable quantification of the health problem
• Enable quantification of the financial implications
2
Analytical studies are designed to quantify the risk of disease associated with a putative risk factor.
The relative risk is the amount of disease that a putative factor might cause is the incidence amongst
those exposed to the putative factor divided by the incidence amongst those not exposed to the
putative risk factor.
The absolute excess risk is the incidence amongst those exposed to the putative factor minus the
incidence amongst those not exposed to the putative risk factor (Fig. 3).
The odds ratio is the ratio of the probability that an event of interest occurs to the probability that it
does not (the odds ratio approximates to the relative risk if the risk of disease is low).
Prospective studies
Prospective studies (also known as longitudinal or cohort studies) entail following up individuals who
are exposed to a putative risk factor and discovering how many develop the disease in question.
The advantages of prospective observations are:
• Knowing that exposure to the putative risk factor antedates the disease
• Knowing that there should be more accurate observations “looking for the disease at the time rather
than relying on adequacy of notes made at the time”
• Unexplained associations may become apparent if varied observations are made
There are problems with prospective studies:
• They may take many years to produce results - and thus are often not career-enhancing for those in
training
• They may require a large number of observations (especially if the disease in question is rare)
3
Retrospective studies
Retrospective studies can be case controlled (in which there is a comparison of samples of individuals
who have developed the disease with a sample who have not). The relative risk cannot be identified
because the proportions of the population from which each group are drawn are usually not known.
The advantages of retrospective studies include:
• Potential speed of completion
• Smaller numbers are often required
• They are usually cheaper
• They are useful for rare diseases (waiting for rare diseases to occur can be very boring)
The disadvantages of retrospective studies include:
• Uncertainty as to whether the putative risk factor preceded the disease (as it should)
• Reliance in part on the individual memories of events, or notes of events made at the time
• Identification of relevant individuals are often unfocussed because of failure to look for risk factors
or the disease at the time
• No straightforward assessment of the excess risk is possible (although indirect assessments for rare
diseases are possible)
Intervention studies
Intervention studies assess the effect of planned interventions and thus can be planned and costed
within a defined timescale.
Statistical analysis (link) can then reveal the degree that changes observed happened by chance or
occurred because of the intervention.
Control groups who had not received the intervention are used to compare outcome. These can be:
• Historical controls - patients with the disease who, in the past, had not received the intervention
• Geographical controls - patients surveyed elsewhere where the putative risk factor may be different
• Randomized controls - the intervention or lack of intervention is randomly allocated to comparable
individuals
Historical or geographical controls might not compare like with like. Patients who are more severely
affected by a disease might gravitate towards researching centers and thus the results may not be
representative of the population as a whole. Trials can be designed using a control group and other
groups, each group receiving a different intervention.
Not all associations are causal. The best illustration is the association of lung cancer with alcohol
intake. Alcohol does not cause lung cancer. It is the increased frequency of smoking in those with a
high alcohol intake that is the cause. Establishment that an association is causal entails:
• the identification of associations
• discovering if the pattern of disease can be altered by intervening or altering the putative
cause
• by discovering a similar population who have differing patterns of the disease and observing
if the same risk factor(s) are present and what the incidence of the disease is in that group.
When trying to assess associations it is important that all combinations of two events are considered
(Figures 4 and 5).
Prevention
There are three types of prevention:
• Primary prevention. Prevention of future occurrence in unaffected individuals by removing a
cause. Possible causes include environmental, economic, social, educational, and dietary factors.
Interventions include remedying adverse causes and vaccination programmes
• Secondary prevention. Prevention of clinical disease by screening, early detection and/or treatment
• Tertiary prevention (in theory) prevention of disease by treating clinical cases
Prophylaxis usually refers to prevention using drugs. Primary prophylaxis is using a drug to prevent a
disease before it occurs whereas secondary prophylaxis is used once a disease has occurred in an
individual in an attempt to prevent it recurring.
4
5
6

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Epidemiology

  • 1. MEDICAL EPIDEMIOLOGY Epidemiology is the study of the incidence, distribution and determinants of diseases in human populations. Clinical medicine is mostly concerned with individuals who have a disease. Epidemiology concentrates on populations with diseases and usually attempts to identify associations and causes, and, (optimistically), prevention of diseases - “What, why, and what might be done?” Epidemiological data can be obtained by many means including: • Surveys • Morbidity data • Mortality data • Registers of disease prevalence and incidence • General practice or hospital attendance • Inspection of centrally held records Screening Usually a screening test should be highly selective and highly sensitive. Problems arise when screening large populations for rare diseases even when false positive tests are uncommon (Fig. 1) The major problem of epidemiology is the accurate identification of the causes of what is observed, especially when there are several candidate causes and several potential underlying cofactors. For example the effect of Social class on many conditions may be obvious, or hidden, or controversial. Are the higher mortality rates in social class V are associated with unemployment, but are they caused by unemployment? SOCIAL CLASSES I. Professional II. Semi-professional III. Skilled. Non-manually skilled IIIN manually skilled IIIM IV. Semi-skilled V. Unskilled Population studies deal with: • Individuals who have a specific disease • Individuals who do not have the disease • Changes in frequency of specific diseases • Patterns of disease • Incidence rates of specific disease • Prevalence rates of specific diseases 1
  • 2. Principals of epidemiological inquiry Incidence: the number of new cases of a disease in a population occurring in a defined time = “How many new cases?” (Fig. 2) Prevalence: the frequency of the disease is at a specified point in time in a defined population = “How many cases are there altogether?” (Fig. 2) Incidence rate: the incidence divided by the total population Prevalence rate: the prevalence divided by the total population First there must be an idea, probably derived from a casual observation, then a hypothesis which can be investigated to provide description, quantification, then analysis and finally interventional studies to test the hypothesis. Description involves reporting: • The variation of disease and the putative cause • The geographical or situational variation • Variation of putative causes • Variation of the disease • Variation in the disease in those affected Often factors, such as age, affect disease incidence and prevalence. A useful assessment as to whether there is a change in serious disease is the standardized mortality ratio which is the expected number of individuals with the disease compared with the actual number. This should be done for whole populations and subsections of populations (age often affects diseases and it would be important to find the standardized mortality ratio in those of various ages). Life expectancy is the mean number of years that individuals drawn from a specified population can expect to live. Descriptive studies are studies of the variation in incidence of a disease according to time, place, or person and may: • Suggest causes of disease • Enable quantification of the health problem • Enable quantification of the financial implications 2
  • 3. Analytical studies are designed to quantify the risk of disease associated with a putative risk factor. The relative risk is the amount of disease that a putative factor might cause is the incidence amongst those exposed to the putative factor divided by the incidence amongst those not exposed to the putative risk factor. The absolute excess risk is the incidence amongst those exposed to the putative factor minus the incidence amongst those not exposed to the putative risk factor (Fig. 3). The odds ratio is the ratio of the probability that an event of interest occurs to the probability that it does not (the odds ratio approximates to the relative risk if the risk of disease is low). Prospective studies Prospective studies (also known as longitudinal or cohort studies) entail following up individuals who are exposed to a putative risk factor and discovering how many develop the disease in question. The advantages of prospective observations are: • Knowing that exposure to the putative risk factor antedates the disease • Knowing that there should be more accurate observations “looking for the disease at the time rather than relying on adequacy of notes made at the time” • Unexplained associations may become apparent if varied observations are made There are problems with prospective studies: • They may take many years to produce results - and thus are often not career-enhancing for those in training • They may require a large number of observations (especially if the disease in question is rare) 3
  • 4. Retrospective studies Retrospective studies can be case controlled (in which there is a comparison of samples of individuals who have developed the disease with a sample who have not). The relative risk cannot be identified because the proportions of the population from which each group are drawn are usually not known. The advantages of retrospective studies include: • Potential speed of completion • Smaller numbers are often required • They are usually cheaper • They are useful for rare diseases (waiting for rare diseases to occur can be very boring) The disadvantages of retrospective studies include: • Uncertainty as to whether the putative risk factor preceded the disease (as it should) • Reliance in part on the individual memories of events, or notes of events made at the time • Identification of relevant individuals are often unfocussed because of failure to look for risk factors or the disease at the time • No straightforward assessment of the excess risk is possible (although indirect assessments for rare diseases are possible) Intervention studies Intervention studies assess the effect of planned interventions and thus can be planned and costed within a defined timescale. Statistical analysis (link) can then reveal the degree that changes observed happened by chance or occurred because of the intervention. Control groups who had not received the intervention are used to compare outcome. These can be: • Historical controls - patients with the disease who, in the past, had not received the intervention • Geographical controls - patients surveyed elsewhere where the putative risk factor may be different • Randomized controls - the intervention or lack of intervention is randomly allocated to comparable individuals Historical or geographical controls might not compare like with like. Patients who are more severely affected by a disease might gravitate towards researching centers and thus the results may not be representative of the population as a whole. Trials can be designed using a control group and other groups, each group receiving a different intervention. Not all associations are causal. The best illustration is the association of lung cancer with alcohol intake. Alcohol does not cause lung cancer. It is the increased frequency of smoking in those with a high alcohol intake that is the cause. Establishment that an association is causal entails: • the identification of associations • discovering if the pattern of disease can be altered by intervening or altering the putative cause • by discovering a similar population who have differing patterns of the disease and observing if the same risk factor(s) are present and what the incidence of the disease is in that group. When trying to assess associations it is important that all combinations of two events are considered (Figures 4 and 5). Prevention There are three types of prevention: • Primary prevention. Prevention of future occurrence in unaffected individuals by removing a cause. Possible causes include environmental, economic, social, educational, and dietary factors. Interventions include remedying adverse causes and vaccination programmes • Secondary prevention. Prevention of clinical disease by screening, early detection and/or treatment • Tertiary prevention (in theory) prevention of disease by treating clinical cases Prophylaxis usually refers to prevention using drugs. Primary prophylaxis is using a drug to prevent a disease before it occurs whereas secondary prophylaxis is used once a disease has occurred in an individual in an attempt to prevent it recurring. 4
  • 5. 5
  • 6. 6