Comparison of methods to identify individuals at increased risk of coronary
disease from the general population
S Wilson, senior research fellow1,
A Johnston, professor1, J Robson, senior lecturer2, N Poulter, professor3,
D Collier, senior research fellow1, G
Feder, professor2, M J Caulfield, professor1
1 Clinical Pharmacology, William Harvey Research
Institute, Barts and The London, Queen Mary's School of Medicine and Dentistry,
London EC1M 6BQ, 2 General Practice and Primary Care, Institute of
Community Health Sciences, Barts and The London, Queen Mary's School of Medicine
and Dentistry, London E1 4NS, 3 Cardiovascular Studies Unit, Clinical
Pharmacology and Therapeutics, Imperial College London, St Mary's Campus, London
W2 1PG
Objectives To evaluate the guidelines on measurement of cholesterol in
the national service framework for coronary heart diseaseand to
compare alternative strategies for identifying peopleat high risk of
coronary disease in the general population.
Design Comparison of methods (national service framework criteria,
Sheffield tables, age threshold of 50 years, estimated risk
assessment using fixed cholesterol values) for identifyingpeople
with a 10 year coronary event risk of 15% or greater.
Setting Health survey for England 1998.
Subjects 6307 people aged between 30 and 74 years with no historyof myocardial infarction, stroke, or angina.
Main outcome measures Proportion of the total population selected for
measurement of cholesterol and proportion of people at 15%or greater
risk identified.
Results The national service framework guidelines selected 43.4% (95%
confidence interval 42.2% to 44.6%) of the study populationfor
cholesterol measurement and identified 81.2% (80.2% to82.2%) of
those at 15% or greater risk. The Sheffield tablesselected 73.1%
(72.0% to 74.2%) for cholesterol measurementand identified 99.91%
(99.83% to 99.99%) of those at 15% orgreater risk. An age threshold
of 50 years selected 46.3% (45.1%to 47.5%) for cholesterol
measurement and identified 92.8%(92.1% to 93.4%) of those at 15% or
greater risk. Estimatedrisk assessments using fixed cholesterol
values selected 17.8%(16.8% to 18.7%) for cholesterol measurement
and identified75.9% (74.8% to 76.9%) of those at 15% or greater
risk.
Conclusion Measuring the cholesterol concentration of everyoneaged 50 years and over is a simple and efficient method of
identifying people at high risk of coronary disease in thegeneral
population.
National guidelines for the prevention of coronary heart disease
recommend the use of absolute risk profiles to guide decisionson
treatment.13 This approach
enables clinicians totarget treatment to people who face the
greatest risk of heartattack, stroke, or death.
One of the major barriers to routine assessment of coronaryrisk
is that its accurate assessment requires knowledge ofboth total
cholesterol and high density lipoprotein cholesterol.45 Although most people referred to outpatients for
cardiovascularproblems will have their serum lipids measured,
extending cholesterolscreening to the entire population is not
generally consideredto be cost effective.6
This has led to the development ofdifferent methods to select people
at high risk from the generalpopulation for measurement of
cholesterol and hence accuraterisk assessment.
Four screening methods are commonly used in the United Kingdom.
Firstly, in the section on primary prevention, the nationalservice
framework for coronary heart disease published in 2000recommends
measurement of cholesterol for people with hypertension,diabetes, or
a family history of hyperlipidaemia or prematureischaemic heart
disease.3 Secondly, the Sheffield tables tailorcholesterol measurement to those people who are most likelyto
be at 15% or greater risk on the basis of knowledge of their other
cardiovascular risk factors, including age, sex, smokingstatus, and
presence or absence of hypertension, diabetes,and left ventricular
hypertrophy.7 Thirdly, people can be
selected for cholesterol measurement on the basis of theirage. Many
screening and primary prevention programmes in theUnited Kingdom,
including breast screening and flu vaccination,use age thresholds to
identify people at high risk from thegeneral population.8
Fourthly, risk assessments can be estimated on the basis offixed
cholesterol values.9 The Egton Medical
Information Systems'clinical computer system, widely used in British
general practice,integrates the Framingham equation into its patient
recordfacility. This enables risk assessments to be made
automaticallyby using data on risk factors already entered into the
patient's record. Fixed values for the ratio of serum total cholesterolto high density lipoprotein cholesterol, based on average valuesin the 50-64 year age group from a national survey (5.3 formen
and 4.6 for women10) have been built into the
risk function.Cholesterol measurements can then be targeted to
people withan estimated risk of 15% or more. Once actual cholesterol
concentrationshave been entered into the patient's record the fixed
values can be replaced and accurate risk assessments can be made.9
Current guidelines for the prevention of coronary heart disease
recommend various drug treatments for people at 15% or greater10
year coronary risk.12
Selective approaches to cholesterolmeasurement should identify all
these people if risk assessments are to be sufficiently accurate for prescribing
to be targetedaccording to current guidelines.
We compared four approaches for selecting people at high riskfrom
the general population against one criterion or "goldstandard," the
Framingham 10 year coronary heart disease riskequation, in a sample
of 6307 people from the health surveyfor England 1998.1112 We evaluated the national
serviceframework criteria, the Sheffield tables, an age threshold of
50 years, and an estimated risk assessment using fixed cholesterol
values of 5.3 in men and 4.6 in women. We also evaluated theadded
value of incorporating the Sheffield tables, an age thresholdof 50
years, or an estimated risk assessment into the currentcholesterol
screening guidelines of the national service framework.
Data
The health survey for England 1998 was a cross sectional surveyof a
stratified random sample of the English population agedbetween 2 and
98 years.1112 Of the 19
654 people surveyed,11 190 were aged between 30 and 74 years and
thus suitable forrisk assessment using the Framingham coronary heart
diseaserisk equation. Complete risk factor data were available on6748 of these people; of these, 441 people reported a previous
myocardial infarction or stroke or current or previous angina,making
them unsuitable for risk assessment in primary prevention.The
remaining 6307 people represent a contemporary sample ofthe English
population on which we based our analyses.11
Criterion standard
We calculated 10 year coronary heart disease risks of the sample
population by using the Framingham equation (fig 1).4 We used this as the accepted criterion standard against
which tocompare the alternative methods to select people at high
riskfrom the general population.
Comparison of methods of selection
To simulate a real population we were blinded to actual cholesterol
values recorded in the database. Firstly, we applied the national
service framework criteria alone to the blinded data and recordedthe
number of people selected for cholesterol measurement.We compared
the people who had been selected for cholesterolmeasurement with the
criterion standard to determine the numberof people at 15% or
greater risk who had been identified (fig 2).We
calculated the sensitivity and specificity of the nationalservice
framework criteria in identifying people at 15% orgreater risk.13
Fig 2 Comparison of
methods to identify people at 15% or greater 10 year
coronary risk without access to measured cholesterol
values
We repeated the analyses for the Sheffield tables, an age thresholdof 50 years, and an estimated risk assessment using a fixed
total cholesterol to high density lipoprotein cholesterol ratioof
5.3 in men and 4.6 in women. We recommended actual cholesterol
measurements if the estimated risk was 15% or greater. We usedthe
same analyses to evaluate the added value of incorporatingeach of
these selection criteria into the current national service framework guidelines.
Table 1 summarises the demographics of the study population.In this population of 6307 people aged between 30 and 74 years
with no previous history of myocardial infarction, angina,or stroke,
the Framingham equation classified 1053 people (16.7%,95% confidence
interval 15.8% to 17.6%) at 15% or greater 10year coronary risk.
Table 1
Characteristics of 2901 men and 3406 women from the
health survey for England 1998 who had complete risk
factor data recorded. Values are means (SDs) unless
stated otherwise
The current national service framework for coronary heart disease guidelines
alone selected 43.4% (42.2% to 44.6%) of the populationaged between
30 and 74 years for cholesterol measurement. Comparedwith the
criterion standard this method identified 81.2% (80.2%to 82.2%) of
those at 15% or greater risk (table 2).
Table 2 Comparison
of the current national service framework for coronary
heart disease cholesterol screening criteria, the
Sheffield tables, age thresholds, and estimated risk
assessments. Values are percentages (95% confidence
intervals) unless stated otherwise
The Sheffield tables selected 73.1% (72.0% to 74.2%) of the
population aged between 30 and 74 years for cholesterol measurement.
Compared with the criterion standard this method identified99.91%
(99.83% to 99.99%) of those at 15% or greater risk (table 2).An age threshold of 50 years selected 46.3% (45.1% to 47.5%) of the
population aged between 30 and 74 years for cholesterolmeasurement.
Compared with the criterion standard this methodidentified 92.8%
(92.1% to 93.4%) of those at 15% or greaterrisk (table
2).
An estimated risk assessment using fixed total cholesterol tohigh
density lipoprotein cholesterol ratios of 5.3 in men and4.6 in women
selected 17.8% (16.8% to 18.7%) of the populationaged between 30 and
74 years for cholesterol measurement. Comparedwith the criterion
standard this method identified 75.9% (74.8%to 76.9%) of those at
15% or greater risk (table 2). Table 2also summarises the impact of adding the Sheffield tables,an
age threshold of 50 years, or an estimated risk assessmentto the
current national service framework criteria on cholesterol
measurement.
In a contemporary sample of the English population the current
national service framework guidelines recommend cholesterol
measurement in 43.4% of people aged between 30 and 74 yearsand
identify 81.2% of those with a 10 year coronary risk of15% or
greater. Of the alternative screening tests evaluated, an age threshold of 50
years selected a similar proportion ofthe study population for
cholesterol measurement (46.3%) andidentified an additional 11.6% of
those at 15% or greater 10year coronary risk.
The effectiveness of a screening programme can be improved intwo
ways. The intervention can be made more effective or thepopulation
can be targeted more efficiently.9 In this studywe compared alternative methods for selecting people at high
risk from a sample of the English population aged between 30and 74
years against one criterion standard, the Framinghamcoronary risk
equation with data on all covariates. We havepresented the results
to enable comparisons to be made betweenthe proportion of the
population who were selected for cholesterol measurement and the proportion of
people at 15% or greater riskwho were identified. This is important
because general practitionersneed to know whose cholesterol to
measure based on a rationaljustification of any approach suggested.
This study contributesto the debate on how limited resources are
targeted to thosepeople who, according to current guidelines, are
most likely to benefit from treatment to reduce their risk of heart disease.
Comparison of screening methods
The Sheffield tables identified almost all people at 15% orgreater
risk. However, the "cost" of such a high sensitivityis a false
positive rate of 67.7% and a requirement to measurethe cholesterol
in 73.1% of people aged between 30 and 74 years.
The transparency of a screening method based on age may have
advantages over other more complex strategies. In this studywe used
an age threshold of 50 years to select people for cholesterol
measurement and hence accurate risk assessment. This strategy
required measurement of cholesterol in 46.3% of the populationand
led to 92.8% of those at 15% or greater risk being identified. Adding this age
threshold to the current national service frameworkcriteria resulted
in 60.9% of the study population being selectedfor cholesterol
measurement and identified 97.5% of those at15% or greater risk.
Compared with the results from the Sheffieldtables this is a big
reduction in the number of cholesterolmeasurements needed. Age is a
strong predictor of cardiovascularrisk and has the advantage of
being readily identifiable by both doctor and patient. The simplicity of this
criterion mayhelp to increase the uptake in screening and outweigh
the extracholesterol measurements needed. In addition, this approachmay help to identify people with other modifiable risk factors
(such as hypertension, diabetes, and smoking) and thus leadto an
integrated screening programme for coronary heart disease.
We made estimated risk assessments by using average ratios of
total cholesterol to high density lipoprotein cholesterol froma
population survey of adults aged between 50 and 64 years.10We chose these values as they have been built into the Framinghamrisk function in clinical information systems that are widely
used in British general practice. This method required thefewest
cholesterol measurements (17.8% of the population agedbetween 30 and
74 years) and identified 75.9% of people at 15% or greater risk. Adding this
method to the current nationalservice framework criteria resulted in
46.8% of the study populationbeing selected for cholesterol
measurement (a small increaseof 3.4% on the national service
framework criteria alone) andidentified 93.4% of those at 15% or
greater risk. We believethat given the small increase in workload
and large increase in the number of people at high risk identified it may be ofvalue to investigate further the fixed cholesterol values used
in the equation to improve the proportion of people at 15%or greater
risk identified. An additional advantage of thismethod is that
estimating the coronary risk by using fixedtotal cholesterol to high
density lipoprotein cholesterol ratios puts actual cholesterol measurement
firmly in the context ofrisk assessment and thus focuses clinicians'
attention on thepurpose of the cholesterol measurement.
Health survey for England
We based this study on a sample of adults from the health surveyfor
England 1998,1112 which
comprised 11 190 adults agedbetween 30 and 74 years. Blood pressure
measurements were recordedfor 77% of these people. From this sample,
79% had a completerecord of other coronary risk factors, including
age; sex;total cholesterol and high density lipoprotein cholesterol;reported history of diabetes, myocardial infarction, angina,or
stroke; detailed smoking history; and family history including,where
appropriate, the age and cause of death of both parents.11These data provided a contemporary and representative sourceof
risk factor profiles from the adult English population onwhich to
base our analyses.
Risk assessment
We considered cholesterol measurements to be necessary in those
people whose Framingham 10 year coronary risk was 15% or greater,as
current UK guidelines recommend various drug treatmentsabove this
threshold.12 Although we
acknowledge that theFramingham equation is an imperfect way of
predicting coronary events, it represents an accepted criterion standard and hasbeen validated in various populations from the United States,
Northern Europe, and Western Australia.1416 Guidelinesemphasise that these boundaries
are likely to be temporary,as evidence from clinical trials already
shows the benefitsof treatment with statins well below 15% 10 year
coronary heartdisease risk.17 Thus
with increasing evidence of therapeuticbenefits, improved
affordability of drug treatments, and perhapsnew funding options
emerging, these thresholds may be revisited.However, in this study
we chose to reflect current practiceand have thus used a 15% risk
threshold as the minimum standardabove which we believe people
should have a cholesterol measurementto enable risk assessments to
be sufficiently accurate fortreatments to be targeted according to
current UK guidelines.
What
is already known on this topic
National guidelines forthe prevention of
coronary heart disease recommend the useof
absolute risk profiles to guide decisions on treatment
Variousmethods are used to select people
for measurement of cholesterol and hence accurate risk
assessment
What this study adds
Thecurrent national service framework
criteria identified 81% ofpeople at 15% or
greater 10 year coronary risk
Targeting peopleaged 50 years and over is
a simple and efficient method of identifying people for
accurate risk assessment
Conclusion
The current national service framework criteria on cholesterol
measurement when strictly applied to a sample of the general
population aged between 30 and 74 years identified 81.2% ofthose at
15% or greater 10 year coronary risk. Thus additionalmethods are
needed to identify people at risk of coronary heartdisease from the
general population. Of the alternative screeningtests evaluated in
this study, targeting people aged 50 yearsand over for cholesterol
measurement, and hence accurate riskassessment, is a simple and
efficient method of identifyingthose at 15% or greater 10 year
coronary risk from the generalpopulation.
We thank the Data Archive for access to the 1998 health surveyfor England.
Contributors: SW initiated the project and was the principalwriter of the paper. AJ advised on the statistical analysis.
All authors participated in the design of the study and interpretationof the data and contributed to writing the paper. MJC willact
as guarantor.
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