Title: Coping with Complexity
1Coping with Complexity April 1999 John J.
Tyson Department of Biology Virginia Tech
2Biology is the science of living things in all
their complexity
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4Hey! Whats this Drosophila melanogaster doing
in my soup?
5To the death, Carlson! Hang on to the death!
6April 26. After several months I now feel that
these strange little rodents have finally
accepted me as one of their own.
7If there is an equation for a curve like a
bell, there must be an equation for one like a
bluebell, and if a bluebell, why not a rose? Do
we believe nature is written in
numbers? Thomasina, in Tom Stoppards play,
Arcadia
8What good is mathematics?
9Mathematics isa disciplined way of thinking...
- about numbers
- about shapes
- about patterns
in space and time
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11Why the Disconnect?
- Until recently the complexity of most biological
problems was too great for the mathematical tools
available. - Now we have the tools, but we dont speak a
common language. - My purpose is to open a serious dialog between
mathematicians and biologists...
12The Golden Rectangle
L
W
W
L-W
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15The GR is self-similarexpand by (1.618)4 _at_
6.854
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18William Harvey, 1628An Anatomical Treatise of
the Motion of the Heart and Blood
Harveys conclusion blood must circulate!
19Kermack McKendrick, 1927Infectious Diseases
S fraction of population that is susceptible I
fraction of population that is
infectious dI/dt b S I
- g I
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21Plague in Eyam, England, 1666
b 0.14 per day g 0.09 per day
Susceptibles
Infectives
22For infection to spread, rate of new infection gt
rate of removal
Ro 1.6 for plague
23Can we stop the spread of infection by
immunization?
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25The Overcrowding Game...
mmmummm
m available u occupied
26mmmummm mmumumm
27mmmummm mmumumm mummmum
overcrowded
28mmmummm mmumumm mummmum umumumu
29u umu ummmu umumumu ummmmmmmu umummmmmumu ummmummm
ummmu umumumumumumumu ummmmmmmmmmmmmmmu umummmmmmm
mmmmmmumu ummmummmmmmmmmmmummmu umumumummmmmmmmmum
umumu ummmmmmmummmmmmmummmmmmmu umummmmmumummmmmum
ummmmmumu ummmummmummmummmummmummmummmu umumumumum
umumumumumumumumumumu ummmmmmmmmmmmmmmmmmmmmmmmmmm
mmmmu umummmmmmmmmmmmmmmmmmmmmmmmmmmmmumu ummmummm
mmmmmmmmmmmmmmmmmmmmmmmmummmu umumumummmmmmmmmmmmm
mmmmmmmmmmmmumumumu ummmmmmmummmmmmmmmmmmmmmmmmmmm
mmummmmmmmu umummmmmumummmmmmmmmmmmmmmmmmmmmumummm
mmumu ummmummmummmummmmmmmmmmmmmmmmmmmummmummmummm
u umumumumumumumummmmmmmmmmmmmmmmmumumumumumumumu
ummmmmmmmmmmmmmmummmmmmmmmmmmmmmummmmmmmmmmmmmmmu
umummmmmmmmmmmmmumummmmmmmmmmmmmumummmmmmmmmmmmmum
u ummmummmmmmmmmmmummmummmmmmmmmmmummmummmmmmmmmmm
ummmu umumumummmmmmmmmumumumummmmmmmmmumumumummmmm
mmmmumumumu ummmmmmmummmmmmmummmmmmmummmmmmmummmmm
mmummmmmmmummmmmmmu umummmmmumummmmmumummmmmumummm
mmumummmmmumummmmmumummmmmumu ummmummmummmummmummm
ummmummmummmummmummmummmummmummmummmummmu umumumum
umumumumumumumumumumumumumumumumumumumumumumumumum
umumu
Pascals Triangle
30Pascals Tree
Bushes and Trees Arteries and Veins Bronchial
tubes
Self-similar, One-dimensional (lines)
31Olivia (mollusc)
32Hans Meinhardt, The Algorithmic Beauty of Sea
Shells
33Cymbiola (pattern Serpinskis gasket)
34Serpinskis Gasket
35Johnson Hall Human geometry is Euclidean
Wild Carrot Lifes geometry is fractal P.
Prusinkiewicz, Univ. Calgary
36Fractional dimension???
By this time everyone had learned how careful you
have to be when dealing with numbers. E.B.
White The Trumpet of the Swan
37Excitable medium...
mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmum
mmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm
m resting u excited z
refractory
space
space
38mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmummmmmm mmmmmuzu
mmmmm mmmmmmummmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm
39mmmmmmmmmmmmm mmmmmmummmmmm mmmmmuzummmmm mmmmuzmz
ummmm mmmmmuzummmmm mmmmmmummmmmm mmmmmmmmmmmmm
40mmmmmmummmmmm mmmmmuzummmmm mmmmuzmzummmm mmmuzmmm
zummm mmmmuzmzummmm mmmmmuzummmmm mmmmmmummmmmm
41mmmmmuzummmmm mmmmuzmzummmm mmmuzmmmzummm mmuzmmmm
mzumm mmmuzmmmzummm mmmmuzmzummmm mmmmmuzummmmm
42mmmmuzmzummmm mmmuzmmmzummm mmuzmmmmmzumm muzmmmmm
mmzum mmuzmmmmmzumm mmmuzmmmzummm mmmmuzmzummmm
43mmmuzmmmzummm mmuzmmmmmzumm muzmmmmmmmzum uzmmmmmm
mmmzu muzmmmmmmmzum mmuzmmmmmzumm mmmuzmmmzummm
44mmuzmmmmmzumm muzmmmmmmmzum uzmmmmmmmmmzu zmmmmmmm
mmmmz uzmmmmmmmmmzu muzmmmmmmmzum mmuzmmmmmzumm
45muzmmmmmmmzum uzmmmmmmmmmzu zmmmmmmmmmmmz mmmmmmmm
mmmmm zmmmmmmmmmmmz uzmmmmmmmmmzu muzmmmmmmmzum
46uzmmmmmmmmmzu zmmmmmmmmmmmz mmmmmmmmmmmmm mmmmmmmm
mmmmm mmmmmmmmmmmmm zmmmmmmmmmmmz uzmmmmmmmmmzu
47zmmmmmmmmmmmz mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmm
mmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm zmmmmmmmmmmmz
48mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmm
mmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm
49 mmmmmmmmmmm mmmmmmmmmmm mmmmmmmmmmm mmmmmmmmmmm m
mmmmmmmmmm mmmmmuuuuuu mmmmmzzzzzz mmmmmmmmmmm mmm
mmmmmmmm mmmmmmmmmmm mmmmmmmmmmm
50 mmmmmmmmmmm mmmmmmmmmmm mmmmmmmmmmm mmmmmmmmmmm m
mmmmuuuuuu mmmmuzzzzzz mmmmmmmmmmm mmmmmmmmmmm mmm
mmmmmmmm mmmmmmmmmmm mmmmmmmmmmm
51 mmmmmmmmmmm mmmmmmmmmmm mmmmmmmmmmm mmmmmuuuuuu m
mmmuzzzzzz mmmuzmmmmmm mmmmummmmmm mmmmmmmmmmm mmm
mmmmmmmm mmmmmmmmmmm mmmmmmmmmmm
52 mmmmmmmmmmm mmmmmmmmmmm mmmmmuuuuuu mmmmuzzzzzz m
mmuzmmmmmm mmuzmmmmmmm mmmuzummmmm mmmmummmmmm mmm
mmmmmmmm mmmmmmmmmmm mmmmmmmmmmm
53 mmmmmmmmmmm mmmmmuuuuuu mmmmuzzzzzz mmmuzmmmmmm m
muzmmmmmmm muzmmummmmm mmuzmzummmm mmmuzummmmm mmm
mummmmmm mmmmmmmmmmm mmmmmmmmmmm
54 mmmmmuuuuuu mmmmuzzzzzz mmmuzmmmmmm mmuzmmmmmmm m
uzmmummmmm uzmmuzummmm muzmmmzummm mmuzmzummmm mmm
uzummmmm mmmmummmmmm mmmmmmmmmmm
55 mmmmuzzzzzz mmmuzmmmmmm mmuzmmmmmmm muzmmummmmm u
zmmuzummmm zmmuzmzummm uzmmummzumm muzmmmzummm mmu
zmzummmm mmmuzummmmm mmmmummmmmm
56 mmmuzmmmmmm mmuzmmmmmmm muzmmummmmm uzmmuzummmm z
mmuzmzummm mmuzmmmzumm zmmuzummzum uzmmummzumm muz
mmmzummm mmuzmzummmm mmmuzummmmm
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60J. Keener A. Panfilov
61DNA Sequence Analysis
New sequence AGAACCCTAG GACCATAGCG Dictiona
ry sequence
62The DNA sequence game...
A G A A C C C T A G G u u A
u uu u C uuu C uuu A uu u T
u A u uu u G u u C uuu G u
u
63 A G A A C C C T A G G u u A
u uu u C uuu C uuu A uu u T
u A u uu u G u u C uuu G u
u
64 A G A A C C C T A G G -1 -1 -5
-6 -7 -8 -9 -10-11-9 A -1 -2 2 -2 -3 -4 -5 -6
-8 -7 C -5 -2 -2 1 1 0 -1 -5 -6 -7 C
-6 -6 -3 -3 4 4 3 -1 -2 -3 A -4 -7 -3 0
0 3 3 2 2 -2 T -8 -5 -5 -4 -1 -1 -1
6 2 1 A -6 -9 -2 -2 -2 -2 -2 2 9
5 G -10 -3 -6 -3 -3 -3 -3 1 5 12 C -11 -7 -4
-7 0 0 0 0 4 8 G -12 -8 -8 -5 -4 -1
-1 -1 3 7
65 A G A A C C C T A G G -1 -1 -5
-6 -7 -8 -9 -10-11-9 A -1 -2 2 -2 -3 -4 -5 -6
-8 -7 C -5 -2 -2 1 1 0 -1 -5 -6 -7 C
-6 -6 -3 -3 4 4 3 -1 -2 -3 A -4 -7 -3 0
0 3 3 2 2 -2 T -8 -5 -5 -4 -1 -1 -1
6 2 1 A -6 -9 -2 -2 -2 -2 -2 2 9
5 G -10 -3 -6 -3 -3 -3 -3 1 5 12 C -11 -7 -4
-7 0 0 0 0 4 8 G -12 -8 -8 -5 -4 -1
-1 -1 3 7
AGAACCCTAG . . . GA . CCATAGCG
66Mycoplasma genitalia
...ATAGCCCTAGTCAAGTCATGGTCGAAC...
Human genome 3,000,000,000 300,000
- 600,000 nucleotides (letters)
- 500 genes (words), 2/3 recognized
- How are the words organized into meaningful
sentences and paragraphs?
67Lab for Bioinformatics, Keio University,
Japan The Institute for Genomic Research,
Rockville MD
68Do we really need an equation for every gene???
69Solar System 9 planets assorted moons 20 bodies
x 3 degrees of freedom x 2 diff eqs 120
differential equations (comparable to 1/4
Mycoplasma genitalia)
We do not have to solve all these equations in
order to put a man on the moon or send an orbiter
to Jupiter and beyond!
70Mathematics is a tool for thinking about complex
patterns in a precise yet creative way.