Showing posts with label noninferiority. Show all posts
Showing posts with label noninferiority. Show all posts

Thursday, December 5, 2019

Noninferiority Trials of Reduced Intensity Therapies: SCORAD trial of Radiotherapy for Spinal Metastases


No mets here just my PTX
A trial in JAMA this week by Hoskin et al (the SCORAD trial) compared two different intensities of radiotherapy for spinal metastases.  This is a special kind of noninferiority trial, which we wrote about last year in BMJ Open.  When you compare the same therapy at two intensities using a noninferiority trail, you are in perilous territory.  This is because if the therapy works on a dose response curve, it is almost certain, a priori, that the lower dose is actually inferior - if you consider inferior to represent any statistically significant difference disfavoring a therapy.  (We discuss this position, which goes against the CONSORT grain, here.)  You only need a big enough sample size.  This may be OK, so long as you have what we call in the BMJ Open paper, "a suitably conservative margin of noninferiority."  Most margins of noninferiority (delta) are far from this standard.

The results of the SCORAD trial were consistent with our analysis of 30+ other noninferiority trials of reduced intensity therapies, and the point estimate favored - you guessed it - the more intensive radiotherapy.  This is fine.  It is also fine that the 1-sided 95% confidence interval crossed the 11% prespecified margin of noninferiority (P=0.06).  That just means you can't declare noninferiority.  What is not fine, in my opinion, is that the authors suggest that we look at how little overlap there was, basically an insinuation that we should consider it noninferior anyway.  I crafted a succinct missive to point this out to the editors, but alas I'm too busy to submit it and don't feel like bothering, so I'll post it here for those who like to think about these issues.

To the editor:  Hoskin et al report results of a noninferiority trial comparing two intensities of radiotherapy (single fraction versus multi-fraction) for spinal cord compression from metastatic cancer (the SCORAD trial)1.  In the most common type of noninferiority trial, investigators endeavor to show that a novel agent is not worse than an established one by more than a prespecified margin.  To maximize the chances of this, they generally choose the highest tolerable dose of the novel agent.  Similarly, guidelines admonish against underdosing the active control comparator as this will increase the chances of a false declaration of noninferiority of the novel agent2,3.  In the SCORAD trial, the goal was to determine if a lower dose of radiotherapy was noninferior to a higher dose. Assuming radiotherapy is efficacious and operates on a dose response curve, the true difference between the two trial arms is likely to favor the higher intensity multi-fraction regimen.  Consequently, there is an increased risk of falsely declaring noninferiority of single fraction radiotherapy4.  Therefore, we agree with the authors’ concluding statement that “the extent to which the lower bound of the CI overlapped with the noninferiority margin should be considered when interpreting the clinical importance of this finding.”  The lower bound of a two-sized 95% confidence interval (the trial used a 1-sided 95% confidence interval) extends to 13.1% in favor of multi-fraction radiotherapy.  Because the outcome of the trial was ambulatory status, and there were no differences in serious adverse events, our interpretation is that single fraction radiotherapy should not be considered noninferior to a multi-fraction regimen, without qualifications.

1.            Hoskin PJ, Hopkins K, Misra V, et al. Effect of Single-Fraction vs Multifraction Radiotherapy on Ambulatory Status Among Patients With Spinal Canal Compression From Metastatic Cancer: The SCORAD Randomized Clinical Trial. JAMA. 2019;322(21):2084-2094.
2.            Piaggio G, Elbourne DR, Pocock SJ, Evans SW, Altman DG, f CG. Reporting of noninferiority and equivalence randomized trials: Extension of the consort 2010 statement. JAMA. 2012;308(24):2594-2604.
3.            Jones B, Jarvis P, Lewis JA, Ebbutt AF. Trials to assess equivalence: the importance of rigorous methods. BMJ. 1996;313(7048):36-39.
4.            Aberegg SK, Hersh AM, Samore MH. Do non-inferiority trials of reduced intensity therapies show reduced effects? A descriptive analysis. BMJ open. 2018;8(3):e019494-e019494.

Sunday, April 21, 2019

A Finding of Noninferiority Does Not Show Efficacy - It Shows Noninferiority (of short course rifampin for MDR-TB)

An image of two separated curves from Mayo's book SIST
Published in the March 28th, 2019 issue of the NEJM is the STREAM trial of a shorter regimen for Rifampin-resistant TB.  I was interested in this trial because if fits the pattern of a "reduced intensity therapy", a cohort of which we recently analyzed and published last year.  The basic idea is this:  if you want to show efficacy of a therapy, you choose the highest dose of the active drug to compare to placebo, to improve the chances that you will get "separation" of the two populations and statistically significant results.  Sometimes, the choice of the "dose" of something, say tidal volume in ARDS, is so high that you are accused of harming one group rather than helping the other.  The point is if you want positive results, use the highest dose so the response curves will separate further, assuming efficacy.

Conversely, in a noninferiority trial, your null hypothesis is not that there is no difference between the groups as it is in a superiority trial, but rather it is that there is a difference bigger than delta (the pre-specified margin of noninferiority.  Rejection of the null hypothesis a leads you to conclude that there is no difference bigger than delta, and you then conclude noninferiority.  If you are comparing a new antibiotic to vancomycin, and you want to be able to conclude noninferiority, you may intentionally or subconsciously dose vancomycin at the lower end of the therapeutic range, or shorten the course of therapy.  Doing this increases the chances that you will reject the null hypothesis and conclude that there is no difference greater than delta in favor of vancomycin and that your new drug is noninferior.  However, this increases your type 1 error rate - the rate at which you falsely conclude noninferiority.

Thursday, February 15, 2018

Ruling Out PE in the ED: Critical Analysis of the PROPER Trial

This post is going to be an in-depth "journal club" style analysis of the PROPER trial.

In this week's JAMA, Freund et al report the results of the PROPER randomized controlled trial of the PERC (pulmonary embolism rule -out criteria) rule for safely excluding pulmonary embolism (PE) in the emergency department (ED) among patients with a "low clinical gestalt" of having PE.  All things pulmonary and all things noninferiority being pet topics of mine, I had to delve deeper into this article because frankly the abstract confused me.

This was a cluster randomized noninferiority trial, but for most purposes, the cluster part can be ignored when looking at the data.  Each of 14 EDs in France was randomized such that during the "PERC period" PE was excluded in patients with a "low gestalt clinical probability" (not yet defined in the abstract) if all of the 8 items of the PERC rule were excluded.  In the "control period" usual procedures for exclusion of PE were followed.  The primary end point was occurrence of a [venous] thromboembolic event (VTE) during 3 months of follow-up.  The delta (pre-specified margin of noninferiority) for the endpoint was 1.5%.  This is a pleasingly low number.  In our meta-research study of 163 noninferiority trials including those in JAMA from 2010-1016, we found that the average delta for those using an absolute risk difference (n=137) was 8.7%, almost 6 times higher!  This is laudable, but was aided by a low estimated event rate in the control group which means that the sample size of ~1900 was feasible given what I assume were relatively low costs of the study.  Kudos to the authors too, for concretely justifying delta in the methods section.

Tuesday, April 4, 2017

Tipping the Scales of Noninferiority: Abbott's "Emboshield and Xact Carotid Stent System"

I just stumbled across this and think it's worth musing over it a bit.  The recently published ACT I trial by Rosenfield et al is a noninferiority trial of an already approved device, the "emboshield embolic protection system" used in conjunction with the "Xact carotid stent system" both proprietary devices from Abbott.  I'm scrutinizing this trial (and others) to determine if adequate justification is given for the noninferiority hypothesis around which the trial is designed.  One thing I'm looking for is  evidence that there are clear secondary advantages of the novel or experimental therapy that justify accepting some degree of worse efficacy, compared to the active control, which falls within the prespecified margin of noninferiority.  This is what the authors (or their ghosts) write in the introduction:
"Most carotid revascularization procedures in the United States are carotid endarterectomies performed for the treatment of asymptomatic atherosclerotic disease. Revascularization is also performed by means of stenting with devices to capture and remove emboli (“embolic protection” devices).3,4 In the Carotid Revascularization Endarterectomy versus Stenting Trial (CREST), no significant difference was found between carotid endarterectomy and stenting with embolic protection for the treatment of atherosclerotic carotid bifurcation stenosis with regard to the composite end point of stroke, death, or myocardial infarction.5 CREST included both symptomatic and asymptomatic patients, and it was not sufficiently powered to discern whether the carotid endarterectomy and stenting with embolic protection were equivalent according to symptomatic status. The primary aim of the Asymptomatic Carotid Trial (ACT) I was to compare the outcomes of carotid endarterectomy versus stenting with embolic protection in patients with asymptomatic severe carotid-artery stenosis who were at standard risk for surgical complications."
That's a mouthful, to say the least, and probably ought to be expectorated.