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Discriminating shapes:
On violins and the
latent morphology of
grape leaves
Dan Chitwood
Donald Danforth
Plant Science Center
Seminar at Missouri State
March 4, 2016
A morphometrics primer:
The evolution of violin shape
Leaves as composites of latent
developmental & evolutionary shapes
Outline
The shape of climate change:
Interannual variability in grape leaf shape
How to quantify shape?
An example, using violins
Photos from auction:
>9,000 instruments
>400 violin makers
>400 years of history
Chitwood (2014) Imitation, genetic lineages, and time
influenced the morphological evolution of the violin. PLOS ONE
How to measure shape:
Shape = { xn, yn }
How to measure shape:
Coordinates, landmarks, pseudo-landmarks
How to measure shape:
Chain code
How to measure shape:
Chain code
How to measure shape:
Chain code
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2 0
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2 0 1
How to measure shape:
Chain code
0
1
2
3
4
5
6
7
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2 0 1 0
How to measure shape:
Chain code
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2 0 1 0
Shape =
{ }
Chain code is lossless:
perfect reconstruction
from compressed data
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
Graphic: Christine Daniloff
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
Graphic: Christine Daniloff Graphic: Cardiff University
Graphic: Workshop Mizzotti
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
Kuhl and Giardina Computer Graphics & Image Processing (1982)
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
Kuhl and Giardina Computer Graphics & Image Processing (1982)
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
0 0 0 7 0 6 0 6 6 6
6 6 6 6 4 6 6 6 6 6
0 0 6 6 6 7 6 6 5 6
6 4 6 4 4 6 4 4 4 4
4 4 3 4 3 3 3 2 2 2
2 0 2 2 2 0 0 2 2 2
2 2 3 2 2 2 2 2 2 0
2 0 1 0
Shape =
{ }
How to measure shape:
Chain code + Fourier = Elliptical Fourier Descriptors
a1, a2, a3 … an
b1, b2, b3 … bn
c1, c2, c3 … cn
d1, d2, d3 … dn
Shape =
{ }
Harmonic coefficients:
The morphological evolution of violins:
The morphological evolution of violins:
The effects of time, space, & people on violin shape
The morphological evolution of violins:
The effects of time, space, & people on violin shape
The morphological evolution of violins:
Linear Discriminant 1 is especially correlated with time
The morphological evolution of violins:
Why does shape correlate with time? Violin makers?
The morphological evolution of violins:
Why does shape correlate with time? Violin makers?
The New York Times
The morphological evolution of violins:
Innovators and copiers of shape
Unique
Copiers/
copied
The morphological evolution of violins:
Does violin shape have a “genetic” basis?
House Gagliano:
Giuseppe (Joseph)
Gennaro (Januarius)
Nicoló
Ferdinando
**
*
*
*
House Testore:
Carlo Giuseppe
Carlo Antonio
*
House Degani:
Giulio
Eugenio
**
House Guarneri:
Giuseppe (del Gesú)
Giuseppe (filius Andrea)
Pietro (of Venice)
Pietro (of Mantua)
Andrea
*
*
*
*
*
A morphometrics primer:
The evolution of violin shape
Leaves as composites of latent
developmental & evolutionary shapes
Outline
The shape of climate change:
Interannual variability in grape leaf shape
Landmark-based Procrustes analysis:
Superimposed homologous coordinates
Landmark-based Procrustes analysis:
Superimposed homologous coordinates
Kerschbaumer and Sturmbauer (2011)
International Journal of Evol. Biol.
Landmark-based Procrustes analysis:
Superimposed homologous coordinates
Kerschbaumer and Sturmbauer (2011)
International Journal of Evol. Biol.
Translate
Landmark-based Procrustes analysis:
Superimposed homologous coordinates
Kerschbaumer and Sturmbauer (2011)
International Journal of Evol. Biol.
Translate
Scale
Landmark-based Procrustes analysis:
Superimposed homologous coordinates
Kerschbaumer and Sturmbauer (2011)
International Journal of Evol. Biol.
Translate
Scale
Rotate
Species effects
Stephen Hales, Vegetable staticks, 1727
Developmental stage:
Allometric expansion
Stephen Hales, Vegetable staticks, 1727
Developmental stage:
Allometric expansion
Stephen Hales, Vegetable staticks, 1727
Developmental stage:
Allometric expansion
Stephen Hales, Vegetable staticks, 1727
Developmental stage:
Allometric expansion
Chitwood and Sinha, 2015
Leaf number:
The heteroblastic series
Species, developmental stage,
& leaf number effects
Species, developmental stage,
& leaf number effects
Species, developmental stage,
& leaf number effects
Shoot
base
Shoot
tip
Species, developmental stage,
& leaf number effects
L1 L2
L1
L3 L4 L5 L6 L7 L8 L9 L10
Leaf
Number
L1 -> L10
Shoot
base
Shoot
tip
Species, developmental stage,
& leaf number effects
S1S2S9S10 S3S4S5S6S7S8
L1 L2
L1
L3 L4 L5 L6 L7 L8 L9 L10
Developmental
Stage
S1 -> S10
Leaf
Number
L1 -> L10
Shoot
base
Shoot
tip
Species, developmental stage,
& leaf number effects
S1S2S9S10 S3S4S5S6S7S8
L1 L2
L1
L3 L4 L5 L6 L7 L8 L9 L10
Developmental
Stage
S1 -> S10
Leaf
Number
L1 -> L10
Shoot
base
Shoot
tip
Species, developmental stage,
& leaf number effects
Shoot
base
Shoot
tip
Leaf number
Developmental stage
Evolutionary vs. developmental paths
in the Vitis leaf morphospace
Evolutionary vs. developmental paths
in the Vitis leaf morphospace
Evolutionary vs. developmental paths
in the Vitis leaf morphospace
Species identity can be predicted
independently from development
Species identity can be predicted
independently from development
Developmental stage can be predicted
independently from species identity
Leaf number can be predicted
independently from species identity
A morphometrics primer:
The evolution of violin shape
Leaves as composites of latent
developmental & evolutionary shapes
Outline
The shape of climate change:
Interannual variability in grape leaf shape
Landmarks sensitive to allometry
Blade expands faster than vein
Blade expands faster than vein
Blade expands faster than vein
Genetic & developmental shapes are independent
Genetic & developmental shapes are independent
Genetic & developmental shapes are independent
Genetic & developmental shapes are independent
Discriminating leaves from different years:
Same vines, same stages
Discriminating leaves from different years:
Same vines, same stages
Climate interannual variability:
2014/15 was colder & drier than 2012/13
Climate interannual variability:
2014/15 was colder & drier than 2012/13
Extant and geologic history:
Leaf shape & size correlate with climate
Extant and geologic history:
Leaf shape & size correlate with climate
Paleomap, scotese.com
The future (hopefully):
To California, wine grapes, and rootstocks!
The future (hopefully):
To California, wine grapes, and rootstocks!
The future (hopefully):
To California, wine grapes, and rootstocks!
Thanks!Grapes
Laura Klein
Allison Miller
Jason Londo
Susan Rundell
Quaneisha Woodford
Darren Li
Tommy Yu
Jose Lopez
Danny Greenblatt
Julie Kang
Caulerpa/Tomatoes/
Grafting
Viktoriya Coneva
Margaret Frank

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Discriminating shapes: On violins and the latent morphology of grape leaves

  • 1. Discriminating shapes: On violins and the latent morphology of grape leaves Dan Chitwood Donald Danforth Plant Science Center Seminar at Missouri State March 4, 2016
  • 2. A morphometrics primer: The evolution of violin shape Leaves as composites of latent developmental & evolutionary shapes Outline The shape of climate change: Interannual variability in grape leaf shape
  • 3. How to quantify shape? An example, using violins
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. Photos from auction: >9,000 instruments >400 violin makers >400 years of history Chitwood (2014) Imitation, genetic lineages, and time influenced the morphological evolution of the violin. PLOS ONE
  • 10.
  • 11.
  • 12. How to measure shape:
  • 13. Shape = { xn, yn } How to measure shape: Coordinates, landmarks, pseudo-landmarks
  • 14. How to measure shape: Chain code
  • 15. How to measure shape: Chain code
  • 16. How to measure shape: Chain code
  • 17. How to measure shape: Chain code 0 1 2 3 4 5 6 7
  • 18. How to measure shape: Chain code 0 1 2 3 4 5 6 7
  • 19. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0
  • 20. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0
  • 21. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0
  • 22. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7
  • 23. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0
  • 24. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6
  • 25. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0
  • 26. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6
  • 27. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6
  • 28. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6
  • 29. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6
  • 30. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6
  • 31. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6
  • 32. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6
  • 33. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4
  • 34. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6
  • 35. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6
  • 36. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6
  • 37. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6
  • 38. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6
  • 39. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0
  • 40. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0
  • 41. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6
  • 42. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6
  • 43. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6
  • 44. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7
  • 45. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6
  • 46. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6
  • 47. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5
  • 48. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6
  • 49. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6
  • 50. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4
  • 51. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6
  • 52. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4
  • 53. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4
  • 54. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6
  • 55. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4
  • 56. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4
  • 57. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4
  • 58. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4
  • 59. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4
  • 60. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4
  • 61. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3
  • 62. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4
  • 63. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3
  • 64. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3
  • 65. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3
  • 66. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2
  • 67. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2
  • 68. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2
  • 69. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2
  • 70. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0
  • 71. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2
  • 72. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2
  • 73. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2
  • 74. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0
  • 75. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0
  • 76. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2
  • 77. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2
  • 78. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2
  • 79. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2
  • 80. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2
  • 81. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3
  • 82. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2
  • 83. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2
  • 84. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2
  • 85. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2
  • 86. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2
  • 87. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2
  • 88. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0
  • 89. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2
  • 90. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2 0
  • 91. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2 0 1
  • 92. How to measure shape: Chain code 0 1 2 3 4 5 6 7 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2 0 1 0
  • 93. How to measure shape: Chain code 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2 0 1 0 Shape = { } Chain code is lossless: perfect reconstruction from compressed data
  • 94. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors Graphic: Christine Daniloff
  • 95. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors Graphic: Christine Daniloff Graphic: Cardiff University Graphic: Workshop Mizzotti
  • 96. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors Kuhl and Giardina Computer Graphics & Image Processing (1982)
  • 97. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors Kuhl and Giardina Computer Graphics & Image Processing (1982)
  • 98. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors 0 0 0 7 0 6 0 6 6 6 6 6 6 6 4 6 6 6 6 6 0 0 6 6 6 7 6 6 5 6 6 4 6 4 4 6 4 4 4 4 4 4 3 4 3 3 3 2 2 2 2 0 2 2 2 0 0 2 2 2 2 2 3 2 2 2 2 2 2 0 2 0 1 0 Shape = { }
  • 99. How to measure shape: Chain code + Fourier = Elliptical Fourier Descriptors a1, a2, a3 … an b1, b2, b3 … bn c1, c2, c3 … cn d1, d2, d3 … dn Shape = { } Harmonic coefficients:
  • 101. The morphological evolution of violins: The effects of time, space, & people on violin shape
  • 102. The morphological evolution of violins: The effects of time, space, & people on violin shape
  • 103.
  • 104. The morphological evolution of violins: Linear Discriminant 1 is especially correlated with time
  • 105. The morphological evolution of violins: Why does shape correlate with time? Violin makers?
  • 106. The morphological evolution of violins: Why does shape correlate with time? Violin makers?
  • 107. The New York Times
  • 108. The morphological evolution of violins: Innovators and copiers of shape Unique Copiers/ copied
  • 109. The morphological evolution of violins: Does violin shape have a “genetic” basis?
  • 110.
  • 111. House Gagliano: Giuseppe (Joseph) Gennaro (Januarius) Nicoló Ferdinando ** * *
  • 114. House Guarneri: Giuseppe (del Gesú) Giuseppe (filius Andrea) Pietro (of Venice) Pietro (of Mantua) Andrea * * * * *
  • 115. A morphometrics primer: The evolution of violin shape Leaves as composites of latent developmental & evolutionary shapes Outline The shape of climate change: Interannual variability in grape leaf shape
  • 117. Landmark-based Procrustes analysis: Superimposed homologous coordinates Kerschbaumer and Sturmbauer (2011) International Journal of Evol. Biol.
  • 118. Landmark-based Procrustes analysis: Superimposed homologous coordinates Kerschbaumer and Sturmbauer (2011) International Journal of Evol. Biol. Translate
  • 119. Landmark-based Procrustes analysis: Superimposed homologous coordinates Kerschbaumer and Sturmbauer (2011) International Journal of Evol. Biol. Translate Scale
  • 120. Landmark-based Procrustes analysis: Superimposed homologous coordinates Kerschbaumer and Sturmbauer (2011) International Journal of Evol. Biol. Translate Scale Rotate
  • 121.
  • 122.
  • 123.
  • 124.
  • 125.
  • 126.
  • 127.
  • 128.
  • 130. Stephen Hales, Vegetable staticks, 1727 Developmental stage: Allometric expansion
  • 131. Stephen Hales, Vegetable staticks, 1727 Developmental stage: Allometric expansion
  • 132. Stephen Hales, Vegetable staticks, 1727 Developmental stage: Allometric expansion
  • 133. Stephen Hales, Vegetable staticks, 1727 Developmental stage: Allometric expansion
  • 134. Chitwood and Sinha, 2015 Leaf number: The heteroblastic series
  • 135. Species, developmental stage, & leaf number effects
  • 136. Species, developmental stage, & leaf number effects
  • 137. Species, developmental stage, & leaf number effects Shoot base Shoot tip
  • 138. Species, developmental stage, & leaf number effects L1 L2 L1 L3 L4 L5 L6 L7 L8 L9 L10 Leaf Number L1 -> L10 Shoot base Shoot tip
  • 139. Species, developmental stage, & leaf number effects S1S2S9S10 S3S4S5S6S7S8 L1 L2 L1 L3 L4 L5 L6 L7 L8 L9 L10 Developmental Stage S1 -> S10 Leaf Number L1 -> L10 Shoot base Shoot tip
  • 140. Species, developmental stage, & leaf number effects S1S2S9S10 S3S4S5S6S7S8 L1 L2 L1 L3 L4 L5 L6 L7 L8 L9 L10 Developmental Stage S1 -> S10 Leaf Number L1 -> L10 Shoot base Shoot tip
  • 141. Species, developmental stage, & leaf number effects Shoot base Shoot tip Leaf number Developmental stage
  • 142. Evolutionary vs. developmental paths in the Vitis leaf morphospace
  • 143. Evolutionary vs. developmental paths in the Vitis leaf morphospace
  • 144. Evolutionary vs. developmental paths in the Vitis leaf morphospace
  • 145. Species identity can be predicted independently from development
  • 146. Species identity can be predicted independently from development
  • 147. Developmental stage can be predicted independently from species identity
  • 148. Leaf number can be predicted independently from species identity
  • 149. A morphometrics primer: The evolution of violin shape Leaves as composites of latent developmental & evolutionary shapes Outline The shape of climate change: Interannual variability in grape leaf shape
  • 151. Blade expands faster than vein
  • 152. Blade expands faster than vein
  • 153. Blade expands faster than vein
  • 154.
  • 155. Genetic & developmental shapes are independent
  • 156. Genetic & developmental shapes are independent
  • 157. Genetic & developmental shapes are independent
  • 158. Genetic & developmental shapes are independent
  • 159. Discriminating leaves from different years: Same vines, same stages
  • 160. Discriminating leaves from different years: Same vines, same stages
  • 161. Climate interannual variability: 2014/15 was colder & drier than 2012/13
  • 162. Climate interannual variability: 2014/15 was colder & drier than 2012/13
  • 163. Extant and geologic history: Leaf shape & size correlate with climate
  • 164. Extant and geologic history: Leaf shape & size correlate with climate Paleomap, scotese.com
  • 165. The future (hopefully): To California, wine grapes, and rootstocks!
  • 166. The future (hopefully): To California, wine grapes, and rootstocks!
  • 167. The future (hopefully): To California, wine grapes, and rootstocks!
  • 168. Thanks!Grapes Laura Klein Allison Miller Jason Londo Susan Rundell Quaneisha Woodford Darren Li Tommy Yu Jose Lopez Danny Greenblatt Julie Kang Caulerpa/Tomatoes/ Grafting Viktoriya Coneva Margaret Frank