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Subject:

Re: Genetic tests and Predictive validity

From:

"Aicken, Catherine" <[log in to unmask]>

Reply-To:

Aicken, Catherine

Date:

Mon, 16 Mar 2015 10:44:03 +0000

Content-Type:

text/plain

Parts/Attachments:

Parts/Attachments

text/plain (1 lines)

If you google "Grade Cochrane Assessment" you'll find plenty

-----Original Message-----
From: Evidence based health (EBH) [mailto:[log in to unmask]] On Behalf Of Rinku Sengupta
Sent: 16 March 2015 10:39
To: [log in to unmask]
Subject: Re: Genetic tests and Predictive validity

Can someone send me a link explaining the GRADE system of ASSESSMENT of studies in detail please?
Rinku

--------------------------------------------
On Tue, 10/2/15, P.M.M. Bossuyt <[log in to unmask]> wrote:

Subject: Re: Genetic tests and Predictive validity
To: [log in to unmask]
Date: Tuesday, 10 February, 2015, 13:16









Thanks to you all
for an interesting discussion.

 
Sensitivity,
specificity, negative and positive predictive values are all group-based statistics

So are relative
risks and risk differences, estimated in RCT of interventions…. 

As elsewhere in EBM,
applying group-based statistics to the problems of an individual patient requires additional steps and assumptions, some of which are problematic.
 
Yes, sensitivity and
specificity can (also) vary with prevalence.



Leeflang MM, Bossuyt PM, Irwig L.
Diagnostic test
accuracy may vary with prevalence: implications for evidence-based diagnosis.
J Clin Epidemiol.
2009 Jan;62(1):5-12. doi: 10.1016/j.jclinepi.2008.04.007.

 
There is definitely
“spin” in reporting test accuracy studies, as was noted in some contributions. Sometimes the primary outcome measure (as registered) changes
to negative predictive value in the final publication. You can guess why…




Korevaar DA, Ochodo
EA, Bossuyt PM, Hooft L.
Publication and
reporting of test accuracy studies registered in ClinicalTrials.gov.
Clin Chem. 2014
Apr;60(4):651-9. doi:
10.1373/clinchem.2013.218149.
 

Patrick
Bossuyt
AMC - University of
Amsterdam

 


From: Evidence based health (EBH)
[mailto:[log in to unmask]]
On Behalf Of Huw Llewelyn [hul2]

Sent: Monday, 9 February, 2015 23:17

To: [log in to unmask]

Subject: Re: Genetic tests and Predictive validity


 
I agree that the
terminology for diagnosis is ambiguous and probably confusing for those not immersed in its practical application day in day out. .




A diagnostic test in its broad sense is any test that leads to a diagnosis but also when deciding to treat (a form of diagnostic refinement) and also monitoring the outcome.




A symptom or physical sign is the 'result' of the 'test' of listening or examining the patient.
Symptoms, signs and test results are all 'diagnostic findings'. The use of 'diagnostic' in this sense does not imply confirmatory (we say at times that findings
are 'diagnostic', i.e. 'pathognomonic'). It is combinations of findings that usually confirm a diagnosis.




I regard a screening test result as a form of presenting complaint that also leads to a differential diagnosis. Both bring to our attention patients with a higher probability of a 'diagnosis of interest' in a big population. The subsequent reasoning may lead
to changing the probabilities of the differential diagnoses and hopefully confirming one of them by showing the presence of a 'sufficient' diagnostic criterion. (It is at this stagfe that 'over-diagnosis' happens - because of faulty definitive diagnostic criteria.)




We then hope to show that the expected benefits from a treatment (e.g. avoiding metastases) outweigh the expected harms. (This can be modelled using Decision Analysis.) Some findings are better at doing this than others. As far as I can understand, it is this
final stage that Teresa's data was about.



I explain how to obtain evidence for the value of 'diagnostic' findings at these different stages of the medical problem solving process in the final chapter of Oxford Handbook of Clinical Diagnosis.




Huw




From: Brian Alper
MD <[log in to unmask]>



Sender:
"Evidence based health (EBH)" <[log in to unmask]>



Date: Mon, 9 Feb
2015 12:09:54 +0000


To: <[log in to unmask]>



ReplyTo: Brian
Alper MD <[log in to unmask]>



Subject: Re:
Genetic tests and Predictive validity


 

As Huw recently
shared evaluation of diagnostic/predictive tests can be different depending on the purpose.  Huw’s list
was:
 
1.
For population
screening
2.
For differential
diagnosis
3.
For diagnostic
confirmation
4.
For diagnostic
exclusion
5.
For predicting
outcomes (predicting future risk)
 
These concepts are
further complicated by imprecise use of language.    Many of us use “screening”
to mean testing for a diagnosis in people with no symptoms.
In this context screening differs from diagnostic testing not so much in the science/math/statistical approach but often in the baseline risk (lower prevalence/baseline risk/pretest probability in the screened population) and in the values/preferences for
weighing benefits and harms – leading many to consider a higher threshold for confidence in benefit (greater demand for evidence for benefit) to recommend screening for an asymptomatic person than to recommend a diagnostic test for a symptomatic person.
 
But this does get
confused in general language because testing is often a multi-stage process, so the terminology used could be a “screening test” and a “confirmatory
test” and that language may get used for screening or diagnosis in the earlier description of the terms.
 
So there is a
substantial problem with the terminology when the terms themselves are used in many different ways.
A diagnostic test is
a test used in symptomatic persons (to distinguish from a screening test) A diagnostic test is a test which is able to confirm the diagnosis (as distinct from earlier testing that increases or decreases our suspicion for the diagnosis) A diagnostic test is any test that implies an increase or decrease in the likelihood of the condition (and thus includes all the other tests noted above by any
term)
A diagnostic test is
used to describe the result of the test rather than the test itself.  If we have certainty after testing then it was a diagnostic test.
 
All of this makes
communication and education around diagnostic testing more challenging.
 
 
Brian S. Alper, MD,
MSPH, FAAFP
Founder of DynaMed

Vice President of EBM Research and Development, Quality & Standards dynamed.ebscohost.com

 

From: Evidence based health (EBH) [mailto:[log in to unmask]]
On Behalf Of OWEN DEMPSEY

Sent: Monday, February 02, 2015 7:49 AM

To: [log in to unmask]

Subject: Re: Genetic tests and Predictive validity

 




Dear All,


 


Brian, you said:


 


"But another
consideration is sometimes tests are used for “diagnostic” purposes – Does the patient have or not have a certain diagnosis? – an in these cases sensitivity,
specificity, PPV*, NPV*, positive likelihood ratio, and negative likelihood ratio (* with prevalence to put into
perspective) are clear."


 



​What about the screening
situation​, e.g. a breast cancer
screening mammography leads to a biopsy and a pathology
report: if the report is genuinely 'borderline' e.g.
the pathologist reports seeing some kind of atypia, 'indolent changes', in-situ changes etc. (changes for which I think there is no evidence for any
net benefit of treatment; ref below) How much clarity is there then? Is this a kind of 'no gold standard situation'? So the so called diagnostic tests ROC
curve(s) becomes guesswork? Maybe this shouldn't be called a diagnostic test?


Owen;


(Esserman LJ, Thompson
IM, Reid B. Overdiagnosis and overtreatment in cancer: an opportunity for improvement. JAMA. 2013 Aug 28;
310(8):797-8.)











 

On 2 February 2015 at
10:08, Raatz Heike <[log in to unmask]>
wrote:


Dear
all,
 
Question is though:
is the genetic test you want to evaluate actually used as a diagnostic test? From what I understand from the case mentioned by Teresa she is interested not in whether a genetic test accurately recognizes whether you have a certain genotype but whether you will in the future develop a certain phenotype.
So you are not trying to find out whether the patient currently suffers from a condition but the risk of developing a condition in the future. Now unless you have a dominant gene that will always lead to the expression of a certain phenotype (like Huntingtons)
you need to consider whether that genotype is not just one of many factors that can lead to a certain condition. For the examples mentioned like Mammaprint prognostic modelling seems much more appropriate to me than diagnostic accuracy though ultimately you
need RCTs to prove that they improve patient reported outcomes and from what I saw last those don’t exist.
 
Best
wishes, Heike
 
 
Heike Raatz, MD, MSc

Basel Institute for
Clinical Epidemiology and Biostatistics Hebelstr.
10
4031
Basel
Tel.:
+41 61 265 31 07
Fax:
+41 61 265 31 09
E-Mail:
[log in to unmask]
 
From: Evidence based
health (EBH) [mailto:[log in to unmask]]
On Behalf Of Majid Artus

Sent: Monday, February 02, 2015 10:04 AM




To:
[log in to unmask]

Subject: Re: Genetic tests and Predictive validity




 


Dear All,


Is it, or is it not,
correct that one should follow the classic teaching that (loosely and notwithstanding the false partition here):
from
patient's perspective, sensitivity/specificity are what is relevant; and from clinician's perspective, PPV/NPPV are what is relevant?



 


Also, it is, isn't it, crucial to
consider the media take on outcome of research and how careful researchers need to be in selecting the way they
present the outcome of their research? MRI (NMR) in diagnosing autism is one example that springs to mind - the high sensitivity was jumped on by the media presenting it as a very accurate test missing the role of the varying prevalence in certain settings.


I find this discussion trail hugely
thought provoking!


Best Regards


Majid



 

On 2 February 2015 at 00:19, Mark V Johnston <[log in to unmask]>
wrote:


At the same time, don’t we need to
know whether  the  patient  probably
has or does not have the  condition  of interest?   Yes, prevalence and  other
factors  affect PPV and  NPV, but in my
 opinion we  need to move away from the oversimplified notion that test interpretation depends on  a single factor.

 
 


From:
Evidence based health (EBH) [mailto:[log in to unmask]]
On Behalf Of Mayer, Dan

Sent: Friday, January 30, 2015 8:08 PM

To:
[log in to unmask]

Subject: Re: Genetic tests and Predictive
validity


 

Hi
Teresa,
 
You are
absolutely correct.  This is why we should demand that
diagnostic studies ONLY present the results of Sensitivity,
Specificity and Likelihood ratios.
 
This issue
has been a serious problem for many years and it is about
time that more people spoke up about it.  Also, journal
editors and peer reviewers should be up in arms against
the practice of reporting PPV and NPV.
 
Best
wishes


Dan





From: Evidence based
health (EBH) [[log in to unmask]]
on behalf of Benson, Teresa [[log in to unmask]]

Sent: Friday, January 30, 2015 11:59 AM

To:
[log in to unmask]

Subject: Genetic tests and Predictive
validity



I’ve just started reading the
literature on genetic tests, and noticing how many of them
tend to focus on predictive value—that is, if a certain
test accurately
predicts whether a patient will or won’t get a particular
phenotype (condition), the authors suggest the test should
be used.  But if we’re deciding whether to order the
test in the first place, shouldn’t we be focused on
sensitivity and specificity instead, not PPV
and NPV?  Predictive value is so heavily dependent on
disease prevalence.  For example, if I want to get
tested for a disease with a 2% prevalence in people like me,
I could just flip a coin and regardless
of the outcome, my “Coin Flip Test” would show an NPV
of 98%!  So what does NPV alone really tell me, if
I’m not also factoring out prevalence—which would be
easier done by simply looking at sensitivity and
specificity?  Someone please tell me where my thinking
has gone awry!
For a
concrete example, look at MammaPrint, a test which reports
binary results.  In addition to hazard ratios, study
authors often tout statistically significant
differences between the probabilities of recurrence-free
survival in the MammaPrint-High Risk vs. MammaPrint-Low Risk
groups (essentially the test’s predictive values). 
In the RASTER study (N = 427), 97% of the patients with a
“Low Risk” test result did not
experience metastasis in the next 5 years.  Sounds
great, right?  But when you look at Sensitivity, you
see that of the 33 patients in the study who
did experience metastasis, only 23 of them were
classified as “High Risk” by MammaPrint, for a 70%
sensitivity.  If patients and clinicians are looking
for a test to inform their decision about adjuvant
chemotherapy for early stage breast cancer, wouldn’t
the fact that the test missed 10 out of 33 cases be more
important than the 97% NPV, an artifact of the extremely low
5-year prevalence of metastasis in this cohort (only 33 out
of 427, or  0.7%)? 

Drukker et al. A prospective evaluation
of a breast cancer prognosis signature in the observational
RASTER study. Int J Cancer 2013. 133(4):929-36.
http://www.ncbi.nlm.nih.gov/pubmed/23371464

Retel et al. Prospective
cost-effectiveness analysis of genomic profiling in breast
cancer. Eur J Cancer 2013. 49:3773-9.
http://www.ncbi.nlm.nih.gov/pubmed/23992641
 (Provides actual true/false positive/negative
results)
 
Thanks so much!
 
Teresa Benson, MA, LP
Clinical Lead, Evidence-Based
Medicine
McKesson Health Solutions


18211 Yorkshire
Ave
Prior Lake, MN  55372
[log in to unmask]

Phone:
1-952-226-4033
 
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