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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