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8/3/2019 lecture 8 and 9 slides Diagnosis
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Diagnosis
Research Methods
Dent 313
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Diagnosis
This lecture deals with the basic principlesto follow when interpreting diagnostic tests
A diagnostic test is conventionally
performed in a lab It can be performed chairside (pulp vitality
testing) It can also be obtained from history taking,
physical examination and imaging procedures E.g: Severe spontaneous pain + provoked by cold +
badly decayed tooth: All serve as a diagnostic test to irreversible pulpitis
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Simplifying data
Clinicians generally reduce the data to a simplerform in order to make it useful in practice E.g., ordinal scales (tooth mobility)
E.g., dichotomous scale (tooth present/absent,normal/abnormal)
They often change interval scale to ordinal ornominal one E.g., blood pressurepresent/absent 90
Heart murmur to ordinal scale from I-IV
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Gold standard
Is the sound assessment of the truth It is the certainty that the disease is truly
present or absent
Establishing the diagnosis is imperfect
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Gold standard types of tests
Simple vs. elaborate
Simple tests are
Easier to perform
Inexpensive
But,,, less accurate
Elaborate tests are
More expensive More accurate
But,,, more risky
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Examples of simple and elaborate tests
Pulp vitality testing (simple)
Throat culture for strep throat (simple)
Histopathology for lesions (elaborate) Radiological contrast material
(elaborate)
Autopsies
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Gold standard
However, advanced tests are not the tests of options
most of the time
More costly, less feasible and more risky
Simpler tests can give adequate results without a risk (at least
initially) Compromising accuracy is justified by minimizing the risk
Examples
It is easier to diagnose pneumonia with chest x-ray and sputum
smear rather than lung biopsy
ECG and Serum Enzyme rather than heart biopsy,
catheterization or imaging as in case of MI
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Gold standard
It is easier to establish diagnosis withsimpler tests with understanding that thereis a risk of diagnosis
Therefore we are going to describe thevalue of diagnostic tests
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Accuracy of test results
Establishing a diagnosis is a probability
rather than a certainty
We commonly use possible: or rule out
Clinicians should be familiar with
mathematical relationships between the
properties of diagnostic tests and the
information they have about them
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Accuracy of test results
DISEASE
Present Absent
TEST Positive True positive False positive
Negative False negative True negative
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Sensitivity and specificity
Sensitivity
The proportion of people who tested positive
for the disease from those who have thedisease
High sensitive test will rarely miss people with
the disease
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Sensitivity and specificity
Specificity:
The proportion of people who tested negative
for the disease from those without the disease
High specific test will rarely miss peoplewithout the disease
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Relationship between
sensitivity & specificity ofdiagnostic tests
Disease
Present Absent
Test Positive aTrue positive
bFalse positive
Negative c
False negative
d
True negative
Sensitivity and specificity
Sensitivity (Se) = a/a+c Specificity (Sp)= d/b+d
Prevalence (P) = a+c/a+b+c+d
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Sensitivity and specificity
Example: 37 of 149 patients with sore throats were
diagnosed as having pharyngitis and receiveAntibiotics
Only 27 of those had positive culture forstreptococcus
The remaining 112 with sore throats were notdiagnosed as having pharyngitis and were not
given Antibiotics Of the those 112, 77 had negative cultures for
streptococcus
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Streptococcus
Cultures (Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 27 35
Negative 10 77
Sensitivity and specificity
37 112
62
87
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Streptococcus
Cultures (Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 27 35
Negative 10 77
Sensitivity and specificity
37 112
62
87
a True +ve = 27
b False +ve = 35
d True ve = 77c False ve = 10
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Streptococcus
Cultures (Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 27 35
Negative 10 77
Sensitivity and specificity
Sensitivity= a/a+c = 27/27+10 = 27/37 = 73%
Specificity= d/b+d = 77/35+77 = 77/112=69%Prevalence= a+c/a+b+c+d = 37/149 = 25%
37 112
62
87
A True +ve = 27B False +ve = 35
D True ve = 77
C False ve = 10
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Use of sensitive tests
In case of important penalty of missing a
condition (dangerous but treatable condition)
Tuberculosis, syphilis, Hodgkin's disease
During early stage of diagnostic workup with
many possibilities to be considered in order to
reduce the number of those possibilities
Fever, anemia, nausea
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Use of sensitive tests
To rule out diseases with a negative result of ahighly sensitive test Highly sensitive HIV ab test early in evaluation of lung
infiltrates & wt loss to rule out AIDS-related infection
When the probability of disease is very low andthe purpose of test is to discover the disease
*In summary: useful when test result is negative
and we dont want false negative results
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Use of specific test
Useful to confirm a diagnosis
In cases when false positive results willharm the patient emotionally, physically
and financially E.g., cancer
*In summary: useful when test result ispositive and we dont want false positiveresults
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Predictive value
Sensitivity and specificity are obtained in persons known tohave or not have the disease
Predictive value of the test Is the probability of disease, given the results of a test
Positive predictive value
Is the probability of disease in a patient with a
positive (abnormal) test result
Negative predictive value
Is the probability of not having the disease
when the test result is negative (normal).
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Predictive value
If my patients test is positive, what are thechances that my patient does have thedisease?
Answer: positive predictive value If my patients test is negative, what are
the chances that my patient does not havethe disease?Answer: negative predictive value
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Disease
Present Absent
Doctors ClinicalExaminations
(Test)
Positive aTrue positive bFalse positive
Negative cFalse negative
dTrue negative
+ Predictive Value = a / a + b
- Predictive Value = d / c + d
Accuracy = a+d / a+b+c+d
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Accuracy
Accuracy summarize the overall value of a
test
Accuracyis the proportion of all test
results, both positive and negative, that
are correct
Accuracy = a+d / a+b+c+d
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StreptococcusCultures (Disease)
Present Absent
Doctors clinical
examinations(Test)
Positive 27 35
Negative 10 77
37112
62
87
+ Predictive Value = a / a + b = 27/62 = 44%-Predictive Value = d / c + d = 77/87 = 88%
Accuracy = a+d/a+b+c+d = 27+77/149 =69.8%
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The more sensitive a test is, the better
will be its negative predictive value
The more specific the test is, the better
will be its positive predictive value
Sensitivity & Specificity & PV
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Streptococcus Cultures(Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 37 35
Negative 0 77
37 112
72
77
149
Sensitivity = 37/37 = 100% Specificity =77/112 = 69%
+ P V = 37/72 = 51% - P V = 77/77 = 100%
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Streptococcus Cultures(Disease)
Present Absent
Doctors clinical
examinations(Test)
Positive 27 0
negative 10 112
37 112
27
122
149
Sensitivity = 27/37 = 73% Specificity =112/112 = 100%
+ P V = 27/27 = 100% - P V = 112/122 = 92%
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Prev = a+c/a+b+c+d
Because predictive value is also
influenced by prevalence, it is not
independent of the setting in which the
test is used
Prevalence
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Prevalence
As the prevalence of disease in a
population approaches zero, the positive
predictive value of a test also approaches
zero
As prevalence approaches 100%,
negative predictive value approaches zero
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Streptococcus Cultures(Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 27 35
negative 10 77
37 112
62
77
149
Prevalence = 37/149 = 25%
+Predictive Value = A / A + B = 27/62 = 44%
- Predictive Value = D / C + D = 77/87 = 88%
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Streptococcus Cultures(Disease)
Present Absent
Doctors clinicalexaminations
(Test)
Positive 3 45
negative 1 100
4 145
48
101
149
Prevalence = 4/149 = 3%
+Predictive Value = A / A + B = 3/48 = 6%
- Predictive Value = D / C + D = 100/145 = 69%
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Streptococcus Cultures(Disease)
Present Absent
Doctors clinical
examinations(Test)
Positive 106 1
negative 40 2
146 3
107
42
149
Prevalence = 146/149 = 98%
+Predictive Value = A / A + B = 106/107 = 99%
- Predictive Value = D / C + D = 2/42 = 5%
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Estimating Prevalence
Several sources of information to estimate theprevalence
Clinical observations Inaccurate mach wt for remarkable pts
Medical literature More accurate
Local databases
Clinical judgment
In general, prevalence is more important thansensitivity/specificity in determining predictivevalue
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Increasing the prevalence of disease
It is wise to apply diagnostic tests to those with increasedprobability of having the disease Applying tests when prevalence of disease is high
It is not appropriate to use vitality pulp testing in symptomatic
and asymptomatic teeth How to increase prevalence of disease
Referral process Referring patients to specialized clinics
Selected demographic groups With higher risk for disease
Specifics of the clinical situation When symptoms, signs, disease risk factors are present