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Evidence Based Diagnosis
When a Patient Has a Problem
The doctor reaches a diagnosis by:
ā€¢ Clinical data
ā€¢ Diagnostic tools
Increasing use of Diagnostic
tests:
- Availability.
- The urge to make use of new
technology.
The evaluation of diagnostic
techniques is less advanced than that
of treatments (NO phase I, II, III, IV).
New Diagnostic tests
Relevance
ā€¢ First, the test should be one that is
feasible for you in your community
ā€¢ Example: brain biopsy is an accurate test
for diagnosing dementia, itā€™s not practical
for my (living) patients!
ā€¢ Can I apply the test to my patients?
(Availability, Cost) e.g MRI
Validity
The degree to which the results of a
study are likely to be true and free
from bias.
ā€¢ It should be compared to a gold reference
standard
Caution
ā€¢ reference standard used should be
acceptable (e.g HSG vs DL)
ā€¢ Both reference standard and test
should be applied to all patients
Independent
ā€¢ the decision to perform the reference
standard should ideally be independent of
the results of the test being studied.
Ask yourself
ā€¢ the patient sample should include an
appropriate spectrum of patients to whom
the diagnostic test will be applied in clinical
practice
Rule of Thumb
ā€¢ at least 100 participants to ensure an
appropriate "spectrum" of disease
2 x 2 table comparing the results of a
diagnostic test with a reference standard
reference standard
disease no disease
test abnormal true pos. [a] false pos. [b]
test normal false neg. [c] true neg. [d]
sensitivity
ā€¢ probability of a positive test among
patients with disease
ā€¢ i.e Ability to diagnose
specificity
ā€¢ probability of a negative test among
patients without disease
ā€¢ i.e Ability to exclude
2 X 2 Table
b
(false positive)
a
(true positive)
d
(true negative)
c
(false negative)
Keep in Mind
ā€¢ sensitivity and specificity by themselves
are only useful when either is very high
(over typically, 95% or higher).
1000 individual
10% disease prevalenceS
E
N
S
I
T
I
V
I
T
Y
S
P
E
C
I
F
I
C
I
T
Y
+VE PREDICTIVE VALUE
-VE PREDICTIVE VALUE
= a/a+c
90/100 =
90%
= d/b+d
720/900
=80%
= a/a+b
90/720=
33%
= d/c+d
720/730
= 99.6%
+ve
-ve
disease No disease
90
10
180
720
100 900
270
730
a b
c d
Who wants what ?
main interest
Methodologist
sensitivity
specificity
Doctor accuracy
Patient Probability
Likelihood Ratio
The "positive likelihood ratio" (LR+) tells us
how much to increase the probability of
disease if the test is positive
The "negative likelihood ratio" (LR-) tells us
how much to decrease it if the test is
negative
Likelihood Ratio
LR+=
probability of a +ve test in those who have the disease___
probability of a +ve test in those who do not have the disease
sensitivity=
1-specificity
LR-=
ve test in those who have the disease___-probability of a
probability of a -ve test in those who do not have the disease
sensitivity-1=
specificity
InterpretationLR
Large and often conclusive increase in the likelihood of
disease
> 10
Moderate increase in the likelihood of disease5 - 10
Small increase in the likelihood of disease2 - 5
Minimal increase in the likelihood of disease1 - 2
No change in the likelihood of disease1
Minimal decrease in the likelihood of disease0.5 - 1.0
Small decrease in the likelihood of disease0.2 - 0.5
Moderate decrease in the likelihood of disease0.1 - 0.2
Large and often conclusive decrease in the likelihood of
disease
< 0.1
Why LR
ā€¢ The LR+ corresponds to the clinical concept of
"ruling-in disease"
ā€¢ The LR- corresponds to the clinical concept of
"ruling-out diseaseā€œ
Patient oriented !!!!!!!
ā€¢ Your 45 year old patient has a
mammogram. The study is interpreted as
"suspicious for malignancy" by your
radiologist.
ā€¢ Your patient asks you:
"Does this mean I have cancer?", and you
(correctly) answer "No, we have to
do further testing."
ā€¢ Your patient then asks, "OK, I understand
that the mammogram isn't the final
answer, but given what we know now,
what are the chances that I have breast
cancer?".
Is it Easy!!!
ā€¢ Assume that the overall risk of breast
cancer in any 45 year old woman,
regardless of mammogram result, is
1%. Assume also that mammography is
90% sensitive and 95% specific. Then,
select your answer below:
1% 15% 60% 85% 95%
If you know that the
risk of breast cancer
in any 45 year old
woman is 1% and
that mammography
is 90% sensitive and
95% specific.
What do you think
your patientā€™s
probability of having
breast cancer is?
LR+=Sens/100-Spec
=90/5=18
Disease
ruled IN
Disease
ruled OUT
Disease
not
ruled in
or out
Above this point,
treat
Below this point,
no further testing
Determined by:
Complications of untreated disease
Risks of therapy
Complications of tests
Cost
ROC curve is simply a graph of sensitivity vs (1-specificity)
Score
Systematic Collaboration of
Ovarian Reserve Evaluation
systematic reviews of Diagnostic
tests
THANK YOU

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Evidence-Based Diagnosis: Evaluating Diagnostic Tests

  • 2. When a Patient Has a Problem The doctor reaches a diagnosis by: ā€¢ Clinical data ā€¢ Diagnostic tools
  • 3. Increasing use of Diagnostic tests: - Availability. - The urge to make use of new technology.
  • 4. The evaluation of diagnostic techniques is less advanced than that of treatments (NO phase I, II, III, IV). New Diagnostic tests
  • 5. Relevance ā€¢ First, the test should be one that is feasible for you in your community ā€¢ Example: brain biopsy is an accurate test for diagnosing dementia, itā€™s not practical for my (living) patients! ā€¢ Can I apply the test to my patients? (Availability, Cost) e.g MRI
  • 6. Validity The degree to which the results of a study are likely to be true and free from bias. ā€¢ It should be compared to a gold reference standard
  • 7. Caution ā€¢ reference standard used should be acceptable (e.g HSG vs DL) ā€¢ Both reference standard and test should be applied to all patients
  • 8. Independent ā€¢ the decision to perform the reference standard should ideally be independent of the results of the test being studied.
  • 9. Ask yourself ā€¢ the patient sample should include an appropriate spectrum of patients to whom the diagnostic test will be applied in clinical practice
  • 10. Rule of Thumb ā€¢ at least 100 participants to ensure an appropriate "spectrum" of disease
  • 11. 2 x 2 table comparing the results of a diagnostic test with a reference standard reference standard disease no disease test abnormal true pos. [a] false pos. [b] test normal false neg. [c] true neg. [d]
  • 12. sensitivity ā€¢ probability of a positive test among patients with disease ā€¢ i.e Ability to diagnose
  • 13. specificity ā€¢ probability of a negative test among patients without disease ā€¢ i.e Ability to exclude
  • 14. 2 X 2 Table b (false positive) a (true positive) d (true negative) c (false negative)
  • 15.
  • 16. Keep in Mind ā€¢ sensitivity and specificity by themselves are only useful when either is very high (over typically, 95% or higher).
  • 17. 1000 individual 10% disease prevalenceS E N S I T I V I T Y S P E C I F I C I T Y +VE PREDICTIVE VALUE -VE PREDICTIVE VALUE = a/a+c 90/100 = 90% = d/b+d 720/900 =80% = a/a+b 90/720= 33% = d/c+d 720/730 = 99.6% +ve -ve disease No disease 90 10 180 720 100 900 270 730 a b c d
  • 18. Who wants what ? main interest Methodologist sensitivity specificity Doctor accuracy Patient Probability
  • 19. Likelihood Ratio The "positive likelihood ratio" (LR+) tells us how much to increase the probability of disease if the test is positive The "negative likelihood ratio" (LR-) tells us how much to decrease it if the test is negative
  • 20. Likelihood Ratio LR+= probability of a +ve test in those who have the disease___ probability of a +ve test in those who do not have the disease sensitivity= 1-specificity LR-= ve test in those who have the disease___-probability of a probability of a -ve test in those who do not have the disease sensitivity-1= specificity
  • 21. InterpretationLR Large and often conclusive increase in the likelihood of disease > 10 Moderate increase in the likelihood of disease5 - 10 Small increase in the likelihood of disease2 - 5 Minimal increase in the likelihood of disease1 - 2 No change in the likelihood of disease1 Minimal decrease in the likelihood of disease0.5 - 1.0 Small decrease in the likelihood of disease0.2 - 0.5 Moderate decrease in the likelihood of disease0.1 - 0.2 Large and often conclusive decrease in the likelihood of disease < 0.1
  • 22.
  • 23. Why LR ā€¢ The LR+ corresponds to the clinical concept of "ruling-in disease" ā€¢ The LR- corresponds to the clinical concept of "ruling-out diseaseā€œ
  • 24. Patient oriented !!!!!!! ā€¢ Your 45 year old patient has a mammogram. The study is interpreted as "suspicious for malignancy" by your radiologist. ā€¢ Your patient asks you: "Does this mean I have cancer?", and you (correctly) answer "No, we have to do further testing."
  • 25. ā€¢ Your patient then asks, "OK, I understand that the mammogram isn't the final answer, but given what we know now, what are the chances that I have breast cancer?".
  • 26. Is it Easy!!! ā€¢ Assume that the overall risk of breast cancer in any 45 year old woman, regardless of mammogram result, is 1%. Assume also that mammography is 90% sensitive and 95% specific. Then, select your answer below: 1% 15% 60% 85% 95%
  • 27. If you know that the risk of breast cancer in any 45 year old woman is 1% and that mammography is 90% sensitive and 95% specific. What do you think your patientā€™s probability of having breast cancer is? LR+=Sens/100-Spec =90/5=18
  • 28. Disease ruled IN Disease ruled OUT Disease not ruled in or out Above this point, treat Below this point, no further testing Determined by: Complications of untreated disease Risks of therapy Complications of tests Cost
  • 29. ROC curve is simply a graph of sensitivity vs (1-specificity)
  • 30. Score Systematic Collaboration of Ovarian Reserve Evaluation systematic reviews of Diagnostic tests