Hello All - 

I am engaged upon a study of the evolution of head shape in horned lizards (
*Phrynosoma*) using the array of geometric morphometric functions from 
geomorph. My sample consists of 3-D scans of 119 specimens from 16 of the 
*Phrynosoma* species. There is a fair amount of head shape disparity among 
these, a lot of which is due to differences in horn length. 

I landmarked each specimen three times, in random order within species, and 
species were not landmarked in any order. The initial landmark 
configuration consisted of 72 landmarks covering the dermatocranium, mostly 
placed upon suture intersections or suture termini, with each horn covered 
by two landmarks on its base and one on the apex. I subject the entire 
replicate data set to a Procrustes fit and extracted the symmetric portion, 
subjecting it to the measurement error function gm.measurement.error, with 
species identity included as an argument. The output was as follows:
[image: Picture1.png]
                         

The magnitude of the interaction between systematic ME and groups is 
dismaying, as I took some pains to mix up the order in which replicates 
were taken; in addition, I didn’t group long-horned species or short-horned 
species together as I landmarked. In the SNR plot for this analysis, the 
individuals of each species cluster without a lot of overlap, and the 
short-horned species are clustered in one area while the individuals of the 
long-horned species are in another (non-overlapping) area. This is 
discouraging when one is working on a phylogenetic analysis of head shape.

Horned lizards might as well be designed to potentially illustrate the 
Pinocchio effect, so I redid the measurement error analysis with the same 
data set, but with most of the landmarks designating horns removed before 
Procrustes fitting etc. The results of that analysis:

[image: Picture2.png]

Still a large interaction effect. 

There is only one published study so far using this method of assessing 
measurement error in GM – Umulisa et al (2025) – and they were looking at 
turtle shells, which are not complicated structures. I find it difficult to 
place my findings in context. My question, for anyone who’s got some 
perspective on this method, is whether I should consider the interaction 
effect size I’ve been getting as a real hinderance to further examination 
of phylogenetic shape change in these lizards.

Regards,

Larry Powell

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