1. South West Public Health Observatory
Key Data Sources for
Public Health
Public Health Information and Evidence Seminar
Mark Dancox
4th
November 2010
2. South West Public Health Observatory
In this session
⢠Main sources of data used in Public Health
⢠Over-view of special methods used to measure the health
of a population
⢠Specific data sources for the South West
3. South West Public Health Observatory
First things first
⢠In public health we are often interested in the frequency,
distribution and determinants of health problems and
disease in populations.
⢠The unit of interest is the POPULATION not the individual.
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What data do we use?
⢠Raw data, only available to NHS employees with
appropriate role-based permissions:
â Births
â Deaths
â Hospital Admissions
â Cancer Registrations
â GP consultations
â Prescriptions
â A&E attendances
â Population
⢠Need to aggregate data so that it canât be identified
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Whatâs the distribution?
⢠Often want to tie in frequency information to location.
⢠Consideration of geography is therefore important:
â Postcode
â Lower Super Output Area
â Local Authorities
â Primary Care Trusts
â Strategic Health Authorities
⢠Need to link geography information to births and deaths
data
⢠Social Marketing datasets linkage
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⢠Mortality
â All cause
â Specific cause
â Place of death
⢠Life Expectancy
â General measure of health
â At birth
â Disability Free
⢠Births
â Birth Rate
â Infant Mortality
Some common types of measures:
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â Widely accepted system of classifying diseases and
causes of death developed by the World Health
Organisation.
â Updated every 10 years or so to keep up with advances
in medical knowledge and improvements in methods of
diagnoses.
â Changes in coding can present problems when looking
at the occurrence of specific causes of death through
time.
â ONS regularly produce data on mortality statistics using
the ICD-10 system.
ICD-10
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â Infectious and parasitic diseases
â Neoplasms
â Diseases of the blood and blood forming organs
â Endocrinal and Nutritional diseases
â Mental and behavioural disorders
â Diseases of the circulatory system
â Diseases of the respiratory system
â Injury, poisoning and certain other causes of external
consequences
ICD-10 Headings include:
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Hospital Admissions (HES)
⢠Principal source of data on all admissions to NHS hospitals
in England.
⢠Data warehouse containing details of all admissions to NHS
hospitals in England.
⢠Includes private patients treated in NHS hospitals, patients
who were resident outside of England and care delivered
by treatment centres (including those in the independent
sector) funded by the NHS.
⢠Contains details of all NHS outpatient appointments in
England
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Determinants : Factors affecting health
⢠Health is affected by many factors, as summarised by
Dahlgren and Whiteheadâs diagramâŚ
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What are the determinants ?
⢠Age, sex and constitutional factors
⢠Lifestyle
⢠Agriculture and Food production
⢠Education
⢠Work Environment
⢠Unemployment
⢠Water and Sanitation
⢠Health Care Services
⢠Housing
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Deprivation
⢠Prepared by DCLG
⢠Area based measure based on seven âdomainsâ
â Health and Disability
â Income
â Employment
â Education skills and Training
â Barriers to housing and services
â Crime
â Living Environment
⢠Applies to England
⢠IMD2004 and IMD2007 available
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Surveys
⢠Established surveys can provide information on the
determinants of health
â Health Survey for England
â General Household Survey
â Longitudinal Study
â Active People
â National Child Measurement Program
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Health Survey for England
⢠Annual
⢠Questionnaire-based answers with physical measurements
and analysis of blood samples.
⢠Blood pressure, height and weight, smoking, drinking and
general health are covered every year.
⢠An interview with each eligible person in the household is
followed by a nurse visit.
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General Household Survey
⢠Information from people living in households in England
⢠Annual
⢠Data collected on
â household and family information
â housing tenure and household accommodation
â consumer durables including vehicle ownership
â employment
â education
â health and use of health services
â smoking and drinking
â family information including marriage, cohabitation and fertility
â income
â demographic information about household members including
migration.
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South West Observatory Modules
⢠Further information on the determinants of health can be
found via the modules of the South West Observatory:
â Economy
â Skills and Learning
â Planning
â Environment
â Crime
â Culture
⢠State of the South West
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Special methods of measuring public health
⢠Published sources of Public Health data use different
methods of measuring the health of a population:
â Incidence
â Prevalence
â Crude Rate
â Standardised Rates
â (confidence intervals)
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Prevalence
Prevalence quantifies the proportion of individuals
in a population who have the disease at a specific
instant.
Total number of cases at a given time
Prevalence =
Total population at that time
Note: No time period is involved here.
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Incidence
Incidence quantifies the number of new cases of
disease that develop in a population of individuals
at risk during a specified time period.
Number of new cases in period of time
Incidence =
Population at risk
The denominator, âpopulation at riskâ , should
consist of the entire population in which new cases
can occur.
20. Incidence and prevalence
Sick population
(Prevalence)
Healthy
population
Incidence (new cases)
die (mortality)
recover
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Crude Rate
⢠Is the number of cases in a population divided by
the total population during a specific time interval.
⢠Provides information on the experience of the
population.
⢠Useful for the allocation of health resources and
public health planning.
⢠However if comparing heart disease rates between
two populations where one population had a larger
proportion of young people then differences in
rates might simply reflect the relationship between
heart disease and age.
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Category-Specific Rates
⢠To account for different population distributions of a
factor of interest we can present and compare
category-specific rates.
⢠These are calculated on a subgroup of the
population which is defined by stratifying the
populations into categories e.g age.
⢠They permit comparisons between different
categories within the same population.
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Age standardisation
⢠Occurrence of disease in one area may appear
to be higher than in another because:
â Population structures are different
â One area is older than another
⢠Standardisation used to adjust for the effects
of age on mortality rates or other rates
⢠Direct or Indirect
⢠Involves the calculation of numbers of expected
events which are then compared with numbers
of observed events
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Two Methods of standardisation
⢠Different methods available but âDirectâ and âIndirectâ
methods are most common
⢠Can calculate confidence intervals for each
⢠Which method used depends on the comparisons to be
performed and the availability of data
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When to use which?
⢠No right or wrong approach, butâŚ
â Direct standardisation useful to compare different areas
or through time
â Indirect Standardisation useful to determine if disease
incidence is high or low in one area.
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Measures in actionâŚ.Health Profiles
Social marketing being increasingly used in applications such as
Mosaic, People and Places.
Fee attached to using some of these. Some of them are free however.
Using this set of health indicators we can construct a number of measures summarising the health of a population.
There are many factors that can affect health.
At the biological level, our genetic heritage may make us susceptible to specific conditions such as hypertension, sickle cell anaemia, cancer and haemophilia.
Then there is how we live â how much we exercise, what we eat, what we drink and what we might smoke. That people in some societies seem to live longer than in others probably reflects differences in the interaction of these factors.
Then there is the environment. Hippocrates, âthe father of medicineâ, was one of the first to identify the environment as determinant. He noted that the seasons had an impact and the influence of where people lived. It was a prophetic suggestion, later borne out in modern society. Along with the innovations of Industrial Revolution came urbanisation and in particular problems of squalid housing, poor sanitation and polluted water supplies. Concern at the combined effect of these factors gave rise to the first Public Health Act of 1848.
More latterly, the âshrinkingâ of the earth through advances in transport has now made it easier than ever for individuals - and diseases â to move freely across the globe. Whilst economic progress has many advantages there can be positive and negative impacts on health.
Prevalence is a measure of the population affected by a specific condition at a specific point in time. As such, it is a measure of the probability that a an individual in the population will suffer from the condition of interest.
Other examples of prevalence are point, period an lifetime prevalence.
Point prevalence: relates to prevalence with respect to a specific point in time - Did you have an asthma attack on Monday?
Period prevalence: related to prevalence over a defined period of time - Did you have an asthma attack in January?
Lifetime prevalence: Have you ever had an asthma attack?
The Quality Outcomes Framework (QOF) data collected by GPs contains information on the prevalence of specific conditions.
Incidence can be thought of as the rate at which new cases are recorded in a specific unit of time amongst the population at risk of developing it. Consequently, people who already have the condition would not be included in the denominator as they are no longer âat riskâ as such.
Note that it is important to specify the time period being used since the number of incident cases can be made arbitrarily large or small depending on the length of the time period being considered.
The relationship between incidence and prevalence can also be pictured using the âtapâ diagram.
Here we can see that the number of incident case contribute to the reservoir of those in the population with the condition.
This reservoir may be depleted by natural means such as death or cure from the condition.
If the person recovers, they become disease free and so can be legitimately be judged to be a potential incident case once again.
Note that those who are cured once again become eligible for entry to the âat risk of being an incident caseâ population.
Dividing the total number of cases by the total population at risk during a specific time period provides an estimate of the crude rate.
As well as being straightforward to understand it also provides a measure of the disease experience in a population. However, the simplicity of the calculation of crude rates is also a shortcoming as it does not take into account the age structure of a population.
A high crude rate in one area and low crude rate in another may simply reflect differences in age structure between areas rather than any real differences in the occurrence of disease.
One approach to looking at the disease experience of a population is by looking at age specific rates.
This in effect removes the confounding effect of factors such as age and gender and can allow comparisons to be made between populations.
However, it is not always easy to establish what is going on if there are many different specific rates to consider. The next slide will show what I meanâŚ.
The method of standardisation provides a method for adjusting for the effects of differing age structures.
There are two main flavours â indirect and direct â though there are other more specialised methods that could be used.
Which of these methods is used in practice will depend on what data is to hand and what sort of comparisons are going to be made.
Comparisons should only be made on a disease-by-disease basis. It is not meaningful to use standardised rates to make comparisons between different diseases.
The method of standardisation provides a method for adjusting for the effects of differing age structures.
There are two main flavours â indirect and direct â though there are other more specialised methods that could be used.
Which of these methods is used in practice will depend on what data is to hand and what sort of comparisons are going to be made.
Comparisons should only be made on a disease-by-disease basis. It is not meaningful to use standardised rates to make comparisons between different diseases.
There are various different ways in which the extent of disease in a population can be quantified. The Health Profiles published by APHO and the Department of Health include measures such as crude rates and standardised rates.
Of course, there are numerous other sources of information that can be used such as the National Clinical Health Outcomes database. The aim of this session is to provide some background to the measures that each of these sources use.
There are various different ways in which the extent of disease in a population can be quantified. The National Clinical Health Outcomes Database includes various measures such as crude rates and standardised rates for a range of conditions.
Two versions of NCHOD are available. On is aimed at users in the NHS and the other is intended for consumption by
The general public. The difference between each of this is principally suppression of low counts in the generally accessible version.
The aim of this session is to provide some background to the measures that each of these sources use.