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Coping with Complexity

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little rodents have finally accepted me as one of their own. ... S = fraction of population that is susceptible. I = fraction of population that is infectious ... – PowerPoint PPT presentation

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Title: Coping with Complexity


1
Coping with Complexity April 1999 John J.
Tyson Department of Biology Virginia Tech
2
Biology is the science of living things in all
their complexity
3
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4
Hey! Whats this Drosophila melanogaster doing
in my soup?
5
To the death, Carlson! Hang on to the death!
6
April 26. After several months I now feel that
these strange little rodents have finally
accepted me as one of their own.
7
If 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
8
What good is mathematics?
9
Mathematics isa disciplined way of thinking...
  • about numbers
  • about shapes
  • about patterns

in space and time
10
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11
Why 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...

12
The Golden Rectangle
L
W
W
L-W
13
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14
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15
The GR is self-similarexpand by (1.618)4 _at_
6.854
16
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17
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18
William Harvey, 1628An Anatomical Treatise of
the Motion of the Heart and Blood
Harveys conclusion blood must circulate!
19
Kermack McKendrick, 1927Infectious Diseases
S fraction of population that is susceptible I
fraction of population that is
infectious dI/dt b S I
- g I
20
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21
Plague in Eyam, England, 1666
b 0.14 per day g 0.09 per day
Susceptibles
Infectives
22
For infection to spread, rate of new infection gt
rate of removal
Ro 1.6 for plague
23
Can we stop the spread of infection by
immunization?
24
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25
The Overcrowding Game...


mmmummm
m available u occupied
26


mmmummm mmumumm
27


mmmummm mmumumm mummmum
overcrowded
28


mmmummm mmumumm mummmum umumumu
29
u 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
30
Pascals Tree
Bushes and Trees Arteries and Veins Bronchial
tubes
Self-similar, One-dimensional (lines)
31
Olivia (mollusc)
32
Hans Meinhardt, The Algorithmic Beauty of Sea
Shells
33
Cymbiola (pattern Serpinskis gasket)
34
Serpinskis Gasket
35
Johnson Hall Human geometry is Euclidean
Wild Carrot Lifes geometry is fractal P.
Prusinkiewicz, Univ. Calgary
36
Fractional 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
37
Excitable medium...


mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmum
mmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm
m resting u excited z
refractory
space
space
38


mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmummmmmm mmmmmuzu
mmmmm mmmmmmummmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm
39


mmmmmmmmmmmmm mmmmmmummmmmm mmmmmuzummmmm mmmmuzmz
ummmm mmmmmuzummmmm mmmmmmummmmmm mmmmmmmmmmmmm
40


mmmmmmummmmmm mmmmmuzummmmm mmmmuzmzummmm mmmuzmmm
zummm mmmmuzmzummmm mmmmmuzummmmm mmmmmmummmmmm
41


mmmmmuzummmmm mmmmuzmzummmm mmmuzmmmzummm mmuzmmmm
mzumm mmmuzmmmzummm mmmmuzmzummmm mmmmmuzummmmm
42


mmmmuzmzummmm mmmuzmmmzummm mmuzmmmmmzumm muzmmmmm
mmzum mmuzmmmmmzumm mmmuzmmmzummm mmmmuzmzummmm
43


mmmuzmmmzummm mmuzmmmmmzumm muzmmmmmmmzum uzmmmmmm
mmmzu muzmmmmmmmzum mmuzmmmmmzumm mmmuzmmmzummm
44


mmuzmmmmmzumm muzmmmmmmmzum uzmmmmmmmmmzu zmmmmmmm
mmmmz uzmmmmmmmmmzu muzmmmmmmmzum mmuzmmmmmzumm
45


muzmmmmmmmzum uzmmmmmmmmmzu zmmmmmmmmmmmz mmmmmmmm
mmmmm zmmmmmmmmmmmz uzmmmmmmmmmzu muzmmmmmmmzum
46


uzmmmmmmmmmzu zmmmmmmmmmmmz mmmmmmmmmmmmm mmmmmmmm
mmmmm mmmmmmmmmmmmm zmmmmmmmmmmmz uzmmmmmmmmmzu
47


zmmmmmmmmmmmz mmmmmmmmmmmmm mmmmmmmmmmmmm mmmmmmmm
mmmmm mmmmmmmmmmmmm mmmmmmmmmmmmm zmmmmmmmmmmmz
48


mmmmmmmmmmmmm 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
57
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58
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59
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60
J. Keener A. Panfilov
61
DNA Sequence Analysis
New sequence AGAACCCTAG GACCATAGCG Dictiona
ry sequence
62
The 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
66
Mycoplasma 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?

67
Lab for Bioinformatics, Keio University,
Japan The Institute for Genomic Research,
Rockville MD
68
Do we really need an equation for every gene???
69
Solar 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!
70
Mathematics is a tool for thinking about complex
patterns in a precise yet creative way.
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