RE: Modeling Growth Hormone Pulsatility
Hi, Jurgen,
Thanks for your reply and this reference.
Fourier analysis is powerful but for non-stationary and non-linear data the
basic assumptions of Fourier analysis are no longer valid. Therefore, I am
looking for a method to describe both baseline circadian and pulsatility. Any
further suggestions are appreciated.
Jian
Jurgen Bulitta <[EMAIL PROTECTED]> wrote: Dear Jian,
A Fourier series with maybe 2-6 SIN and COS functions (and a baseline) should
be able to describe multiple peaks. I do not know the shape of the pulses in
your systems. Fourier series are very powerful to re-capture periodic functions
empirically. If you estimate the coefficients of the SIN and COS functions as
fixed effects, you should be fine in terms of overparameterization.
One nice feature of the individual functions in a Fourier series is that these
functions are orthogonal towards each other. Therefore, I would expect that the
coefficients of the SIN and COS functions do not change (much), if you use 2,
4, or 6, etc. SIN/COS terms.
One reference with an application:
Krzyzanski W, Chakraborty A, Jusko WJ; Algorithm for application of Fourier
analysis for biorhythmic baselines of pharmacodynamic indirect response models.
Chronobiol Int; 2000; 17 77-93
Best regards
Juergen
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Juergen Bulitta, PhD, Post-doctoral Fellow
Pharmacometrics, University at Buffalo, NY, USA
Phone: +1 716 645 2855 ext. 281, [EMAIL PROTECTED]
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