[Mesquitelist] phylogenetically corrected PCA
Marcin Czarnoleski
marcin.czarnoleski at uj.edu.pl
Mon Feb 8 03:43:46 PST 2010
Hi,
I would be grateful for an advice how to solve my problem with
phyllogenetic analysis pased on PCA (possibly with Mesquite). I use data
on some traits of several species. I would like to use PCA to calculate
PC scores from these traits, and use these scores to correlate with
other characters of the species. But I would like to correct my analysis
on a phylogentic signal. So basically, I should calculate
phylogenetically corrected PC scores and then correlate them with
contrasts of other species characters. But I have a question, should I
first run PCA on raw data, and then calculate contrasts of the PC scores
obtained from this PCA, and finally use these contrasts in correlattions
with contrasts of other characters of species. Or alternativelly, I
should run PCA on contrasts of species traits, and then use scores of
these PCs to correlate them with contrasts of other charactes of
species? If the second approach is recommended then I see two problems.
First, to run PCA on contrasts it is adviced to use correlation matrix
from contrasts (but correlations are forced through 0 and positivised).
If I calculate such matrix and use it as an input file for PCA in an
ordinary statistical software, I am unable to calculate PC scores
because the information about species (cases) is missing (correlation
matrix provides PCA only with correlation coefficients). So withought
the scores I cannot proceed further and test correlations between
phylogenetically corrected PC scores and contrasts of other traist.
Second, even if I was able to obtain phylogenetically corrected PC
scores, how should I analyse their correlation with contrasts of other
traits. I understand that a normal correlation on contrasts requires
prior positivisation and forcing through 0, but I am not sure what
should be done in terms of this requirement in the case of scores vs
contrasts correlation. I should be grateful for any opinion on my
problem and I would be also grateful for the information whether
Mesquite can help solve my problem.
Marcin Czarnoleski
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