ebm 2013 diagnosis
TRANSCRIPT
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Critical AppraisalHow to Use an Article About a
Diagnostic Test
Madeleine Grace M. Sosa, MD
FPPS,FPNA,FCNSP MSClinical Epidemiology
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General Objective
To apply the various rules of evidence in
arriving at decisions regarding the usefulness
of a diagnostic test
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Specific Objectives
To discuss the rationale for each of the users
guides pertaining to the validity of claims on
accuracy To define and differentiate the concepts of
validity and reliability, as they pertain to theresults of a diagnostic test
To learn the definitions of and calculations forsensitivity, specificity, positive and negativepredictive value, likelihood ration, pretest andpost test probability, pre-test and post-test odds
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Specific Objectives
To recognize the advantages and
disadvantages of using likelihood ratios,sensitivities, specificities and predictive values
in measuring the accuracy of diagnostic tests
To learn how to estimate posttest probabilitiesgiven the pre-test probability and a measure
of accuracy
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Clinical Scenario
Your nieces classmate Marco was admitted in a hospital while
on vacation in the province. Apparently he presented with
high grade fever of 5 days duration with associated abdominal
pain. He remained well except for generalized body malaise
and slightly decreased appetite. His clinical signs are said tobe suggestive of typhoid fever or dengue fever. Investigations
included a CBC and platelet, which showed normal findings
except for a wbc of 4. Chest x-ray and urinalysis were normal.
Blood for culture was extracted. Typhidot-M was alsoextracted and reported to be positive.
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Cont
Quite anxious and wanting to quickly arrive at
a specific diagnosis and knowing that you are
a physician, Marcos father who is a podiatrist
asked your help. He wanted to know how
sensitive is the Typhidot-M test in the
diagnosis of typhoid fever compared to a
blood culture, which will take another 5 daysto report.
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P
I
C
O
Architecture of a focused question: a
4-part review question
+ study designRichardson et al. The well-built clinical question: a key to evidence-based decisions. ACP Journal Club 1995;A-12
Counsell C. Formulating questions and locating primary studies for inclusion in systematic reviews. Ann Intern Med 1997;127:380-7.
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CATmaker
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Search Strategies
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Search Strategies
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Search Strategies
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Evaluation of a simple and rapid dipstick
assay for the diagnosis of typhoid fever inIndonesia by Hussein Gasem et al,
published in the Journal of MedicalMicrobiology in 2001
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Evaluating and applying the results of
a diagnostic tests
APPRAISING DIRECTNESS
APPRAISING VALIDITY APPRAISING OF RESULTS
ASSESSING APPLICABILITY
INDIVIDUALIZING RESULTS
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I. Evaluating directness
Does the study provide a direct enough answer to
your clinical question in terms of
P: patient population with a certain disease
I/E: the exposure( or treatment) to beadministered
O: the outcome( or condition ) that the treatment
are intended to prevent or promote M: Methodology
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Evaluating Directness
Clinical Question Research Question
P
E/I
C
O
M
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Appraising diagnostic tests: 3 easy steps
1. Are the results valid?
2. What are the results?
3. Will they help me look
after my patients?
Appropriate spectrum of patients?
Does everyone get the gold standard?
Is there an independent, blind or objective
comparison with the gold standard?
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II. Appraising Validity
Validity Questions
1. Was the reference standard and acceptable
one ?
2. Was the reference standard interpreted
independently from the test in question?
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Appraising diagnostic tests: 3 easy steps
1. Are the results valid?
2. What are the results?
3. Will they help me look
after my patients?
Sensitivity, specificity
Likelihood ratios
Predictive values
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III. Appraising Results
What likelihood ratios were associated
with the range of possible test results ?
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APPRAISING RESULTS?
What likelihood ratios were associated with
the range of possible results?
Measures of accuracy sensitivity, specificity,
positive predictive value, negative predictive value
Estimate the likelihood ratios for each of the
possible results
Estimate the pre-test and post-test probability
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2 by 2 table: sensitivity
Disease
Test
+ -
+
-
Sensitivity = a / a + c
Proportion of people with the
disease who have a positive
test result.
So, a test with 84%
sensitivity.means that the
test identifies 84 out of 100
people WITH the disease
a
True
positives
c
Falsenegatives
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2 by 2 table: sensitivity
Disease
Test
+ -
+
-
Sensitivity = 70/ 91= 0.769
Proportion of people with thedisease who have a positive
test result.
So, a test with 76.9%
sensitivity.means that the
test identifies 70 out of 91
people WITH the disease
70
21
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2 by 2 table: specificity
Disease
Test
+ -
+
-
b
False
positives
d
True
negatives
Specificity = d / b + d
Proportion of people without
the disease who have a
negative test result.
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2 by 2 table: specificity
Disease
Test
+ -
+
-
b
False
positives
d
True
negatives
Specificity = d / b + d
Proportion of people without
the disease who have a
negative test result.
So, a test with 75% specificity
will be NEGATIVE in 75 out
of 100 people without the
disease
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2 by 2 table: specificity
Disease
Test
+ -
+
-
b
7
d
109
Proportion of people without
the disease who have a
negative test result.
So, a test with 94% specificity
will be NEGATIVE in 109 out
of 116 people without the
disease
Specificity=109/116=0.94
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Reference standard
Test result Disease Present Disease Absent Total
Disease present True Positive
( a )
False Positive
( b )
A + B
Disease absent False Negative( c )
True Negative( d )
C + D
Sensitivity = a /( a+c )
Specificity = d /( b+d )
LR for positive test result = [ a /(a+c) / [b / ( b+d) ]
LR for negative test result = [ c /(a+c) / [d / ( b+d) ]
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Blood Culture
Dipstick test Disease Present Disease Absent Total
Positive True Positive(a)
( 70 )
False Positive(b)
( 4 )
A + B
Negative False Negative
(c )
( 21 )
True Negative
(d)
( 32 )
C + D
Sensitivity = a /( a+c )
Specificity = d /( b+d )
LR for positive test result = [ a /(a+c) / [b / ( b+d) ]
LR for negative test result = [ c /(a+c) / [d / ( b+d) ]
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RESULTS ( page 174, 2nd column)
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What are the results?
Are the likelihood ratios for the test results
presented or data necessary for their
calculation provided? Usefulness of the test = determined by the
accuracy with which it identifies the target disease
Accuracy measure ---LIKELIHOOD RATIO
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Likelihood ratios
Can be used in situations with more than 2
test outcomes
Direct link from pre-test probabilities to post-test probabilities
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Likelihood ratios
Positive likelihood ratio (LR+)
How much more likely is a positive test to be found in a person with thedisease than in a person without it?
LR+ = sens/(1-spec)
Negative likelihood ratio (LR-)
How much more likely is a negative test to be found in a person withoutthe condition than in a person with it?
LR- = (1-sens)/(spec)
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What do likelihood ratios mean?
LR>10 = strong
positive test
result
LR
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2 x 2 table: positive likelihood ratio
Disease
Test
+ -
+
-
100-SENSI
SENSI 100-SPECI
SPECI
LR+ = a/a+c / b/b+d
or
LR+ = sens/(1-spec)
How much more often a positive test occurs
in people with compared to those withoutthe disease
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BLOOD CULTURE
TEST REST Disease Present Disease Absent Row Total
Positive A B A+B
Intermediate C D C+D
Negative E F E+FColumn Total ( A+C+E) ( B+D+F)
Odds ratio of (+) = (A/B) / ( A+C+E)/ ( B+D+F)
Odds ratio of intermediate = (C/D)/ ( A+C+E)/ ( B+D+F)
Odds ratio of negative = (E/F) ( A+C+E)/ ( B+D+F)
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Positive Likelihood Ratios
Dipstick Result With Typhoid
Fever
Without
Typhoid Fever
+ Likelihood Ratio
Negative 21 32 (21/32)/( 91/36)
+1 18 1
+2 38 1
+3 11 1
+4 3 1
TOTAL 91 36
A i i di i 3
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Appraising diagnostic tests: 3 easy steps
1. Are the results valid?
2. What are the results?
3. Will they help me look
after my patients?
Can I do the test in my setting?
Do results apply to the mix of patients I see?
Will the result change my management?
Costs to patient/health service?
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IV. ASSESSING APPLICABILITY
Are there biologic issues that may affect
accuracy of the test?
Are there socio-economic issues that may
affect accuracy of the test?
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V. INDIVIDUALIZING THE RESULTS
How will the results affect the probability
of disease in your patient? ( Estimate the
individualized post-test probability of
your patient)
Is this test useful for your patient?
l b l
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Determine Applicability
Individualizing the results
1. Estimate the Pre-test Probability
2. Calculate the post-test Probability
Step1: Convert the pre-test probabilitypre-test
odds
Step2: Multiply the pre-Test odds by the LR of the
expected lab results = Post-test Odds
Convert the Post-test odds =Post-testprobability
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Pretest probability and Odds
Pretest Prob : 70% (70/100)
Pretest Odds : 2.33 ( 70/30)
Odd: X /1-X
x
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Posttest odds and probabiliy
Posttest odds = LR x pretest odds
Posttest probability = X/ 1+X
x
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Will the result change management?
No action Test Action
(e.g. treat)
Probability of disease0% 100%
Testing
thresholdAction
threshold
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Will the result change management?
No action Test Action
(e.g. treat)
Probability of disease0% 100%
Testing
thresholdAction
threshold
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Will the results help me in caring for my
patient?
Will the reproducibility of the test result and
its interpretation be satisfactory in my setting?
Are the results applicable to my patient?
Will the results change my management?
Will patients be better off as a result of the
test?
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Will the results change my management?
Test threshold
Treatment threshold
When the probability of the target disorder lies
between the test and treatment thresholds,
further testing is mandated
%
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Post test 20%
? Appendicitis:
McBurney tenderness LR+
= 3.4
Pre test 5%
%
Bayesian
reasoning
Fagan nomogram
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Will the result change management?
No action Test Action
(e.g. treat)
Probability of disease0% 100%
Testing
thresholdAction
threshold
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Normogram
Pre test
Post test
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Will the reproducibility of the test result and itsinterpretation be satisfactory in my setting?
The value of the test depends on its ability to yieldthe same results when re-applied to stable
patients Poor reproducibility can results from problems
with the test itself or in cases where the test willrequire interpretation
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Are the results applicable to my patient?
Similar setting
Patient meets all the study inclusioncriteria
Patient does not violate any of the
exclusion criteria
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Will patients be better off as a result of the
test?
Does it adds information beyond thatotherwise available?
Does it leads to change in management thatis ultimately beneficial to the patient?
The value of an accurate test will be
undisputed when the target disorder, if leftundiagnosed, is dangerous, the test hasacceptable risks and effective treatmentexists