Rant [Regulatives / Guidelines]
<rant>
Slowly I’m getting sick of regulators introducing “methods” out of the blue (based on gut-feeling or what?) and leave it to us exploring whether these “recommendations” work at all. My private collection:
- The Japanese Add-On design which inflates the patient’s risk as shown by Wonnemann et al. (2014).1
- The fixed effect
sequence(stage)
in EMA’s Q&A Rev.7. As shown by Karalis and Macheras (2013)2 this modification is not relevant (as expected). So why was it introduced in the first place?
- Some European regulators stating “Adapting the confidence intervals based upon power is not acceptable […] Confidence intervals should be selected a priori, without evaluation of the power” or even “Potvin is not valid in Europe”.
- The Group Sequential Design as stated in by Health Canada’s TPD (Section 2.3.2.1). Pocock’s 0.0294 is recommended, but we read also:
“The first stage N1 is generally based on the most likely intra-subject variance estimate with some added subjects to protect against drop-outs. The additional subjects required for the second stage N2 is usually based on a worst-case scenario using a larger intrasubject variance estimate, such that N1 plus N2 is equal to the estimated sample size for the larger intra-subject variance. Usually the strategy with this design is to accept bioequivalence at the first stage and only go to the second stage when the intra-subject variance from the first stage is very large.”
Did Eric Ormsby perform simulations? From some preliminary ones I got the impression that inflation is not an issue,* but power might be extremely high if proceeding to the second stage due to a slightly larger than expected CV. Forced BE?
* Edit: Not correct and there is yet another problem. One has to assume a “worst-case” CV in order to calculate N2 (rule of thumb: 50% higher CV ~doubles the sample size). In many cases N1 will not be (N1+N2)/2 and Pocock’s 0.0294 might lead to inflation.3
Example: “Most likely” CV 15%, T/R 0.95, 80% power, expected drop-out rate 5% ⇒ N1 16. “Worst case” CV 30% ⇒ N2 28. Actual study: N1 15, N2 27
CV% alpha % power % studies % power
stage 1 in stage 2 overall
───────────────────────────────────────
15 0.05167 84.86 15.14 99.95 ‘neglible infl.’ (<0.052), sign. >0.05
21 0.05166 51.62 48.38 96.86 ‘neglible infl.’ (<0.052), sign. >0.05
30 0.04527 12.95 87.05 76.94
In other words Mr Pocock’s α doesn’t work that well. Although we tried to compensate for drop-outs, in the worst case scenario power <80%.
“[…] only go to the second stage when the intra-subject variance […] is very large.” Ahem; what is “very large”?
- Indonesian regulators mandating a second stage even if a study passed already in stage 1. For details see Fuglsang (2014).4
- … and now the descendants of Pancho Villa!
</rant>
- Wonnemann M, Frömke C, Koch A. Inflation of the Type I Error: Investigations on Regulatory Recommendations for Bioequivalence of Highly Variable Drugs. Pharm Res. 31 (preprint published 18 July 2014). doi 10.1007/s11095-014-1450-z
- Karalis V, Macheras P. On the statistical model of the two-stage designs in bioequivalence assessment. J Pharm Pharmacol. 2014;66(1):48–52. doi 10.1111/jphp.12164
- Jennison C, Turnbull BW. Group Sequential Methods with Applications to Clinical Trials. Boca Raton: Chapman & Hall/CRC; 1999. p. 71–6.
- Fuglsang A. A Sequential Bioequivalence Design with a Potential Ethical Advantage.
AAPS J. 2014;16(4):843–6. doi 10.1208/s12248-014-9622-7
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![[image]](https://static.bebac.at/pics/Blue_and_yellow_ribbon_UA.png)
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The quality of responses received is directly proportional to the quality of the question asked. 🚮
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Complete thread:
- Mexico BE – add-on design? nobody 2014-10-15 15:38 [Regulatives / Guidelines]
- Mexico BE – add-on design? Helmut 2014-10-15 15:50
- Mexico BE – add-on design? nobody 2014-10-15 16:47
- RantHelmut 2014-10-15 17:38
- Rant nobody 2014-10-15 18:26
- Mexico BE – add-on design? nobody 2014-10-16 10:22
- Mexico BE – add-on design? Risherd 2014-10-24 00:26
- Mexico BE – add-on design? Helmut 2014-10-24 00:59
- Mexico BE – add-on design? nobody 2014-10-24 08:46
- Mexico BE – add-on design? Helmut 2014-10-24 19:05
- Mexico BE – add-on design? xtianbadillo 2016-04-07 18:54
- Mexico BE – add-on design? Mahesh M 2016-04-11 09:42
- No English translation Helmut 2016-04-11 13:29
- Mexico BE – add-on design? Mahesh M 2016-04-11 09:42
- Mexico BE – add-on design? Risherd 2014-10-24 00:26
- RantHelmut 2014-10-15 17:38
- Mexico BE – add-on design? nobody 2014-10-15 16:47
- Mexico BE – add-on design? Helmut 2014-10-15 15:50