Balázs Szigeti Profile picture
May 24, 2022 11 tweets 8 min read Read on X
Despite the importance of #blinding in medical research, most trials don't assess blinding integrity, partially because there is no method to adjust trial results for blinding integrity... until now! New preprint with implications for #microdose and #psychedelic research 🧪🧵👇
First, we define activated expectancy bias (AEB), which is an uneven distribution of expectancy effects between treatment arms due to patients recognizing their treatment allocation. AEB can be viewed as residual expectancy bias not eliminated by the trial’s blinding procedure.
The main idea behind AEB is that if treatment allocation can be deduced by participants, then, treatment expectancy can bias the outcomes in the same manner as it biases non-blinded trials, for example as in open-label trials. Image
AEB is operative if two conditions are met: weak blinding (1) and when there is a positive trt expectancy (2) - #psychedelics are highly susceptible to both! We use computational modelling to show how AEB can inflate estimates of trt effects and create false positive findings.
To counteract AEB, we introduce the Correct Guess Rate Curve (CGRC), a novel analytical tool that can estimate what would be the outcome of a perfectly blinded trial based on data from an imperfectly blinded trial data
We apply CGRC to data from our self-blinding #microdose trial (tinyurl.com/52nnxp7d), showing that the observed acute placebo vs. microdose differences are likely to be false positives created by the combination of positive expectancy weak blinding (=AEB). Image
Based on these considerations, we #hypothesize that the claimed mood/cognitive benefits #psychedelic #microdosing can be understood as ‘active #placebo’, i.e., an intervention without robust direct benefits, but with recognizable effects.
A key insight is that we need to distinguish between 'trials with a placebo-control group', when a placebo group is formally present, and 'placebo-controlled trials', when the blinding is working as intended and participants are genuinely unable to decipher their trt allocation.
The implication is that placebo-controlled studies are more fallible than conventionally assumed, which has consequences for #evidencebasedmedicine and #publichealth policies.
My collaborators on this project were @ProfDavidNutt, @RCarhartHarris and @DavidErritzoe, thank you all for the great support 🙏! Preprint link: psyarxiv.com/cjfb6/
ps: would love to run this pipeline on other pharma trials, in particular SSRI trials. Maybe you can help? @JeremyHowick @eturnermd1 @Harvard_PiPS @LironRozenkrant @BenColagiuri @AmeliaJScott @Colloca_Luana @sfb_trr289 @kube_tobias @LSharpeUSYD @joannamoncrieff @MattBurkeMD

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More from @psybalazs

Mar 29, 2023
Here is my breakdown of the new #psychedelic #microdosing paper published yesterday (tinyurl.com/mrbhk3xd) that was 🔥🔥🔥 since all these flyers were going around at the wonderland meeting👇🍄💊🚨
Healthy males were randomised into LSD (n=40) and placebo (n=40) groups. They received 14 doses of either 10μg LSD or placebo every 3 days for 6 weeks.
Participants were naïve to MDing, but 70% in both groups had prior psychedelic experience (last use over a year ago), so by in large this was NOT a psychedelic naïve sample.
Read 17 tweets
Mar 29, 2023
💊Psychonauts of the Multiverse, help me!🍄

I am trying to figure out the best approximate dose conversion between #magicmushrooms and #LSD for a study. Based on #science, 100µg LSD ~ 3.2g dried mushroom (see calc 👇). Is this reasonable based on your personal experiences?
The number I cite above is based on two papers. The first one tinyurl.com/muarwac6 says: "we estimate that 4 g of typically available dried mushrooms (P. cubensis) delivers the approximate psychoactive equivalent to 25 mg of psilocybin"
The other is tinyurl.com/mhrv4kpr: "these results suggest that 20 mg psilocybin is equivalent to 100 μg LSD, and 30 mg psilocybin is equivalent to 150 μg LSD, a consistency that was also noted elsewhere [46]. Thus, the dose equivalence of LSD to psilocybin is ~1:200."
Read 6 tweets
Nov 4, 2022
Now that #psychedelic trial's lack of blinding is hot again, lets remind ourselves that for most treatments blinding doesn't even work as a concept, eg. mindfulness, psychotherapy, lifestyle interventions etc. Lack of blinding is the rule rather than the exception, a short 🧵
Blinding as a concept only works for pharmacological treatments, but there are many more interventions where 'blinding' does not even work conceptually (see 👆). Nobody is upset that blinding quality is not measured and blinding integrity is not maintained in an exercise trial.
The tension:
-psychedelics are pharmacological (lets set aside therapy for a sec), so blinding should work
-blinding obviously does not work due to strong subjective drug effects
Its an 'unblindable' pharma treatment (at least by conventional methods), which is strange at first
Read 7 tweets
Nov 3, 2022
In the @COMPASSPathway trial the 25mg vs 1mg (=placebo) #Psilocybin difference is not only significant statistically, but also clinically. On the MADRS the 'minimal important difference' is ~3-6 points (tinyurl.com/5apzv8h8), the 25mg dose meets this criteria (more context 👇)
The 'minimal important difference' sounds like a low bar to cross, but actually most #antidepressants fail to do so relative to #placebo, tinyurl.com/yut6xyhd - thank you @PloederlM for your work on this, would love to hear your take on this trial!
Lack of blinding remains an issue, but the dose-response relationship should alleviate this concern. As I argued before, #psychedelics macrodose trials most likely will always lack blinding due to obvious drug effects, it is the nature of the intervention.
Read 4 tweets
Sep 1, 2022
The recent #psilocybin vs. alcoholism trial used an active placebo (diphenhydramine). Despite this ~94% correctly guessed their treatment, showing that blinding didn't work. IMO this shows that active placebos likely wont solve the blinding issue of #psychedelic trials, a 🧵
Active placebos may have perceivable effects, but these wont confuse most patients, because psychedelics have very specific subjective effects. When a patient experiences drug effects, in most cases its easy to decipher whether its due to a psychedelic or some other drug.
Even if someone is unfamiliar with psychedelic effects going into a trial, modern ethical research standards require doctors to discuss likely effects with patients, making blind breaking that much easier
Read 7 tweets
Jul 27, 2022
Does blinding work in #antidepressant #RCT? Recently there were 2 papers on this topic with opposite conclusions. A🧵on #blinding and why #robustness #DataAnalytics may lead to better #science
The two papers are tinyurl.com/2p9atk4t (p1; by @AmeliaJScott, @LSharpeUSYD and @BenColagiuri) and tinyurl.com/mtmtx7m3 (p2; by @Toshi_FRKW and colleagues).
Their two conclusions:
-p1: "meta-analysis suggested that blinding was unsuccessful among participants and investigators."
-p2: "patients or assessors were unlikely to judge which treatment the patients were on."
Read 16 tweets

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