Diagnostic Test Characteristics

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Diagnostic Test Characteristics Professor Mobeen Iqbal Shifa College of Medicine

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Transcript of Diagnostic Test Characteristics

Page 1: Diagnostic Test Characteristics

Diagnostic Test Characteristics

Professor Mobeen Iqbal

Shifa College of Medicine

Page 2: Diagnostic Test Characteristics

Case

• At the local outpatient clinic of the department of gastroenterology, 100 consecutive patients are included in a study for a new non-invasive diagnostic test for detection of carcinoma of the colon. The new test was positive in 3 out of 4 patients with biopsy proven diagnosis of carcinoma. The test was also positive in 7 patients without biopsy proven carcinoma.

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Disease present Disease absent

Test positive

Test Negative

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Disease present Disease absent

Test positive TP FP

Test Negative FN TN

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Disease present Disease absent

Test positive 3

7

Test Negative 1 89

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• Sensitivity= TP/TP+FN

• =3/3+1=3/4=0.75=75%

SENSITIVITYThe proportion of people with the diagnosis (N=4) who are correctly identified (N=3)

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• Specificity=TN/TN+FP

• =89/89+7=89/96=0.93=93%

The proportion of people without the diagnosis (N=96) who are correctly identified (N=89)

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• PPV=TP/TP+FP

• =3/10=30%

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• NPV=TN/TN+FN

• =89/90=99%

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Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

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4 people with the disease, 3 are picked up by the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

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test is positive for a further 7 people without disease

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

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The remainder of the sample are negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

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SENSITIVITY

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

•SENSITIVITY is the proportion of people with the disease correctly identified by the test

•It measures the proportion of false NEGATIVES

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SENSITIVITY

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

In this case, sensitivity is ¾ or 75%

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SPECIFICITY

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

•SPECIFICITY is the proportion of people without the disease correctly identified by the test

•It measures the proportion of false POSITIVES

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SPECIFICITY

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

In this case, specificity is (96-7)/96 or 93%

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If someone is positive on the test, what are the

chances that he/she has the disease?

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

•Probability = 3/10 = 30%•This is the POSITIVE PREDICTIVE VALUE (the value of the test in predicting a positive result)

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If someone is negative on the test, what are the chances that he/she does not have the

disease?

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

Person without the disease

Person with the disease

Person who tests positive

Person who tests negative

True positive on the test

False positive on the test

True negative on the test

False negative on the test

•Probability = 89/90 = 99%•This is the NEGATIVE PREDICTIVE VALUE (the value of the test in predicting a negative result)

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SENSITIVITY, SPECIFICITY AND PREDICTIVE VALUES

• For sensitivity and specificity, the reference variable (‘denominator) is the DISEASE

• For predictive value, the reference variable (‘denominator’) is the TEST

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acknowledgment

• Tom Sensky, Teaching EBM/EBMH

St Hugh’s College Oxford for some of the slides in the presentation