geometric classification of rna conformations potts model classification (data clustering using...

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Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany Neural Computation 1997)

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Page 1: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Geometric classification of RNA conformations

Potts model classification

(Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Neural Computation 1997)

Page 2: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Validation

• RNA Backbone conformations: Data file RR0033. Binning

• Base pairs interactions: Data file RR0082

LW ROC annotation.

Page 3: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Backbone conformations RR0033

00.1

0.20.3

0.40.5

0.60.7

0.80.9

1

00.1

0.20.3

0.40.5

0.6

0.70.8

0.9

0.4

0.5

0.6

0.7

0.8

0.9

1

cluster 1cluster 2

cluster 3

cluster 4

cluster 5

cluster 6cluster 7

cluster 8

cluster 9

cluster 10cluster 11

Page 4: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Backbone binning RR0033

00.1

0.20.3

0.40.5

0.60.7

0.80.9

1

00.1

0.20.3

0.40.5

0.6

0.70.8

0.9

0.4

0.5

0.6

0.7

0.8

0.9

1

a

oi

r

u

s

cd

l

Page 5: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Coordinates

Page 6: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany
Page 7: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

cWW(GU)

cWW

cWW(UG)

cWW(CU)

tHS(AG O2’)

tSH

tHS(AG O4’)

csS

tHS(AC)

tHW(AU)

CSs+CsS

t-loop

Page 8: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

cHW+cHS)

tWW

thH

tWS

cHS

tsS

tSs(AG)+tsS(CA)

tSW(GA)

Page 9: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Base stacking

• Four relatives geometries of the base stacking.

• Trying to minimize the number of coordinates.

• Data base RR0033, RR0153,RR0154.

• Comparing with less accurate data of e-coli RR0228, RR0229.

Page 10: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany
Page 11: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Allstacking up-down T=.145

pyr-pyrpyr-pur

pur-pyr

Page 12: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Content classes

Page 13: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

0S-1 (10,1)

0S-2,3 (1,10)

0S-4

Up-down T=0.112

Page 14: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Stacking group up-downAllstacking 0 E-coli 0

Page 15: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Stacking up-down

All stacking t=.12 E-coli t=0.112

Page 16: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany
Page 17: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

down-down stacking

All stacking t=.0251E-coli t =.0241

Page 18: Geometric classification of RNA conformations Potts model classification (Data clustering using model granular magnets M. Blatt, S. Weisman. E. Domany

Down-up stacking

All stacking t=0.055 E-coli t = .081