Lognormal transformation / multiplicative model [General Statistics]
Hi KG,
There is a consensus – for decades – that AUC and Cmax (like many biological variables) follow a lognormal (rather than a normal) distribution. Whereas the arithmetic mean is the best unbiased estimator of location for the normal distribution, the best estimator for the lognormal distribution is the geometric mean.
Justification for the lognormal distribution in BE:
<nitpicking>
❝ Dear Sir,
↑↑↑↑ Not interested in opinions of female members of the Forum?
❝ Why Geometric mean is taken in to consideration in BE studies. Why not arithmetic mean??
There is a consensus – for decades – that AUC and Cmax (like many biological variables) follow a lognormal (rather than a normal) distribution. Whereas the arithmetic mean is the best unbiased estimator of location for the normal distribution, the best estimator for the lognormal distribution is the geometric mean.
Justification for the lognormal distribution in BE:
- Negative concentrations are not possible.
- Empiric distributions of AUC and Cmax are skewed to the right.
- Serial dilutions in bioanalytics lead to multiplicative errors.
<nitpicking>
The distribution of data is not relevant, only the intra-subject residuals from the model. However, using the geometric means – or adjusted means in case of imbalanced sequences (SAS-lingo: least squares means) – is in line with the log-transformation / multiplicative model.
</nitpicking>—
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Dif-tor heh smusma 🖖🏼 Довге життя Україна!
![[image]](https://static.bebac.at/pics/Blue_and_yellow_ribbon_UA.png)
Helmut Schütz
![[image]](https://static.bebac.at/img/CC by.png)
The quality of responses received is directly proportional to the quality of the question asked. 🚮
Science Quotes
Complete thread:
- Geometric Mean KG 2014-06-23 14:47
- Lognormal transformation / multiplicative modelHelmut 2014-06-23 15:20
- Dilution? ElMaestro 2014-06-23 21:42
- Dilution? Helmut 2014-06-24 16:19
- Lognormal transformation / multiplicative model KG 2014-06-24 10:51
- Dilution? ElMaestro 2014-06-23 21:42
- Lognormal transformation / multiplicative modelHelmut 2014-06-23 15:20