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Validity and
Screening test
results
P. Annapurna
Roll.89
Guided by Dr. Sipra mam
Validity
Refers to what extent the test accurately
measures the disease
• Expresses the ability of a test to distinguish
those have the disease from those who don’t
• Eg: for diabetes, screening test is urine
glucose examination but more valid test is
glucose tolerance test
Three key measures of validity
1. Sensitivity
2. Specificity
3. Predictive value
Screening tests result
includes..
• True positives
• True
negatives
• False
positives
• False
• True positives
• True
negatives
• False
positives
• False
1. True positives - sick people
correctly diagnosed as sick
2. False positives - healthy
people incorrectly identified as sick
3. True negatives - healthy people
correctly identified as healthy
4. False negatives - sick people
incorrectly identified as healthy
Screening test result
Test
result
disease
d
Not
diseased
Total
Positiv
e
A (true
positive)
B (false
positive)
A+B
Negativ
e
C (false
negative)
D (true
negative)
C+D
Total A+C B+D
A+B+C+D
Sensitivity - ability of a test to identify
correctly all those who have a disease i.e.
true positives.
• If the test is highly sensitive & the test result
is negative, you can certain that they don’t
have disease
• 90% sensitivity means 90% of diseased are
screened as true positives & remaining 10%
are true negatives.
Sensitivity =A/A+C x 100
Specificity - ability of the test to identify
those who don’t have the disease correctly as
true negatives
•If the test is highly specific & test result is
positive it means they actually have a disease
•If 90% of specificity means 90% of people
are true negatives & remaining 10% will be
wrongly diagnosed as diseased
Specificity =D/B+D x 100
• 2/> tests can be used in combination in order to
increase the sensitivity and specificity of a test
• E.g. For syphilis, patients first evaluated by RPR
test, whose sensitivity is high but still gives false
positives, hence second test is applied, i.e. FTA-
ABS which is more specific test and the resultant
positives are true positives.
• Types - 1. Sequential testing
Combinational testing
Comparison
• Performed separately.
• both times we are eliminating
negative results (FN,TN)
which are indicators of actual
positives.
• Indicator of sensitivity.
net sensitivity is low. net
specificity is high
• Performed in parallel.
• Positive result in any one
of the tests, is considered
as positive in disease.
• Net sensitivity is higher..
But specificity is low
Simultaneous testingSequential testing
Test
results 1900
150
7600
2250
7750
315 190
35 1710
505
1745
Test
results
Sequential testing
Test-1 (Blood sugar)- Diabetes
Test-2 (GTT)- Diabetes
350
Simultaneous testing
144
200 people having disease
180 test positive by test B
but some of them are tested positive by
both of them
160 TP by
test A
180 TP
by test B
16 TP only
by test A
36 TP only
by test B
160 TP by test A
144 TP by both tests
16 36
Thus net sensitivity using both tests
simultaneously
16 +144 +36 / 200 = 198/ 200 = 98%
Net sensitivity
800 people who do not have disease
480 TN by test A
720 TN by test B
Some of them are tested negative by
both tests
480 TN by test A
720 TN
by test B
48 TN only by
test A 288 TN only by
test B
432 TN by tests
A & B
Thus , net specificity using both
tests simultaneously
432
432 / 800 = 54 %
Net specificity
Determined by predictive value
a. positive predictive value
b. negative predictive value
• Useful to know what proportion of patients with
abnormal tests results are truly abnormal.
• They reflect diagnostic power of a test
Predictive accuracy
The predictive value of a positive test
indicates the probability that a patient with a
positive test result has the disease in question.
• PPV of 90% means 90% of people who are
diagnosed to be positive by the test in fact have
the disease in question.
calculated by
(A) X 100
(A + B )
Positive predictive value
The predictive value of a negative test
indicates the probability that a patient with a negative
test result doesn’t the disease in question.
•NPV of 90% means 90% of patients who are
diagnosed to be negative by the test in fact do not
have the disease .
(D) X 100
(C +D)
Negative predictive value
• A test is used in 50 people with disease
and 50 people without..
48. 3 51
2 47 49
Disease
Test
• Sensitivity = 48/50 = 96%
• Specificity = 47/50 = 94%
• Positive predictive value = 48/51 = 94%
• Negative predictive value = 47/49 = 96%
Predictive values depend strongly on
prevalence of the condition.
• As the prevalence of a condition increases
PPV increases ,thus more chances of
getting TP results.
• If the condition is uncommon , then a
negative test indicates no abnormality.
Effect of prevalence
Relationship of disease prevalence to positive
predictive value
Eg: sensitivity=99%,specificity=95%
Disease
prevalence
Test values Sick Not sick Totals PPV
1%
5%
+
_
Totals
+
_
Totals
99
1
100
495
5
500
495
9,405
9,900
475
9,025
9,500
594
9,406
10,000
970
9,030
10,000
99/594 =17%
495/970 =51%
Thank you

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Validity and Screening Test

  • 1. Validity and Screening test results P. Annapurna Roll.89 Guided by Dr. Sipra mam
  • 2. Validity Refers to what extent the test accurately measures the disease • Expresses the ability of a test to distinguish those have the disease from those who don’t • Eg: for diabetes, screening test is urine glucose examination but more valid test is glucose tolerance test
  • 3. Three key measures of validity 1. Sensitivity 2. Specificity 3. Predictive value
  • 4. Screening tests result includes.. • True positives • True negatives • False positives • False • True positives • True negatives • False positives • False
  • 5. 1. True positives - sick people correctly diagnosed as sick 2. False positives - healthy people incorrectly identified as sick 3. True negatives - healthy people correctly identified as healthy 4. False negatives - sick people incorrectly identified as healthy
  • 6. Screening test result Test result disease d Not diseased Total Positiv e A (true positive) B (false positive) A+B Negativ e C (false negative) D (true negative) C+D Total A+C B+D A+B+C+D
  • 7. Sensitivity - ability of a test to identify correctly all those who have a disease i.e. true positives. • If the test is highly sensitive & the test result is negative, you can certain that they don’t have disease • 90% sensitivity means 90% of diseased are screened as true positives & remaining 10% are true negatives. Sensitivity =A/A+C x 100
  • 8. Specificity - ability of the test to identify those who don’t have the disease correctly as true negatives •If the test is highly specific & test result is positive it means they actually have a disease •If 90% of specificity means 90% of people are true negatives & remaining 10% will be wrongly diagnosed as diseased Specificity =D/B+D x 100
  • 9. • 2/> tests can be used in combination in order to increase the sensitivity and specificity of a test • E.g. For syphilis, patients first evaluated by RPR test, whose sensitivity is high but still gives false positives, hence second test is applied, i.e. FTA- ABS which is more specific test and the resultant positives are true positives. • Types - 1. Sequential testing Combinational testing
  • 10. Comparison • Performed separately. • both times we are eliminating negative results (FN,TN) which are indicators of actual positives. • Indicator of sensitivity. net sensitivity is low. net specificity is high • Performed in parallel. • Positive result in any one of the tests, is considered as positive in disease. • Net sensitivity is higher.. But specificity is low Simultaneous testingSequential testing
  • 11. Test results 1900 150 7600 2250 7750 315 190 35 1710 505 1745 Test results Sequential testing Test-1 (Blood sugar)- Diabetes Test-2 (GTT)- Diabetes 350
  • 13. 144 200 people having disease 180 test positive by test B but some of them are tested positive by both of them 160 TP by test A 180 TP by test B 16 TP only by test A 36 TP only by test B 160 TP by test A 144 TP by both tests 16 36 Thus net sensitivity using both tests simultaneously 16 +144 +36 / 200 = 198/ 200 = 98% Net sensitivity
  • 14. 800 people who do not have disease 480 TN by test A 720 TN by test B Some of them are tested negative by both tests 480 TN by test A 720 TN by test B 48 TN only by test A 288 TN only by test B 432 TN by tests A & B Thus , net specificity using both tests simultaneously 432 432 / 800 = 54 % Net specificity
  • 15. Determined by predictive value a. positive predictive value b. negative predictive value • Useful to know what proportion of patients with abnormal tests results are truly abnormal. • They reflect diagnostic power of a test Predictive accuracy
  • 16. The predictive value of a positive test indicates the probability that a patient with a positive test result has the disease in question. • PPV of 90% means 90% of people who are diagnosed to be positive by the test in fact have the disease in question. calculated by (A) X 100 (A + B ) Positive predictive value
  • 17. The predictive value of a negative test indicates the probability that a patient with a negative test result doesn’t the disease in question. •NPV of 90% means 90% of patients who are diagnosed to be negative by the test in fact do not have the disease . (D) X 100 (C +D) Negative predictive value
  • 18. • A test is used in 50 people with disease and 50 people without.. 48. 3 51 2 47 49 Disease Test
  • 19. • Sensitivity = 48/50 = 96% • Specificity = 47/50 = 94% • Positive predictive value = 48/51 = 94% • Negative predictive value = 47/49 = 96%
  • 20. Predictive values depend strongly on prevalence of the condition. • As the prevalence of a condition increases PPV increases ,thus more chances of getting TP results. • If the condition is uncommon , then a negative test indicates no abnormality. Effect of prevalence
  • 21. Relationship of disease prevalence to positive predictive value Eg: sensitivity=99%,specificity=95% Disease prevalence Test values Sick Not sick Totals PPV 1% 5% + _ Totals + _ Totals 99 1 100 495 5 500 495 9,405 9,900 475 9,025 9,500 594 9,406 10,000 970 9,030 10,000 99/594 =17% 495/970 =51%