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Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact Loop Closure in Homology
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Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Dec 22, 2015

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Page 1: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Exact Analytical Formulation

for coordinated motions

in Polypeptide Chains

Vageli Coutsias*, Chaok Seok** and Ken Dill**

with applications to:

Fast Exact Loop Closure in Homology Modeling

Monte Carlo Minimization for Conformational Search

Small Peptide Ring Efficient Conformational Search

* Department of Mathematics and Statistics, University of New Mexico

** Department of Pharmaceutical Chemistry, UCSF

Page 2: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Study of localized motions in a polypeptide chain

Page 3: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

C1

C2

C3

N3N2

N1

C’1

C’2

C’3

δ

LOOP CLOSURE: find all configurations with two end-bonds fixedThe angle between the planes N1-C1-C3 and C1-C3-C’3 is given,the orientation of the two fixed bonds (N1-C1 and C3-C’3) wrt the plane C1-C2-C3 can assume several values (at most 8 solutions are possible)

Page 4: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Peptide: the elemental unit

 

Page 5: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

nP1.32

114

1231.47

1.53

3.80

1nC

122

119

1.24

1.

nN

nH

'1nC

1nO

A Canonical Peptide unit (trans configuration) in the body frame (after Flory)

nC

31.2

70

07.1

54.1

nn

onnn

OH

CCN

HC

CC

o2.13o2.22

50.2

82.2

)0(

1

1

nn

nn

HH

HO

Page 6: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

N

1

'C

C

C

H12

Page 7: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

nP

1nC

1nC

nn

1nP

nC

The pep-2 “capstone”

Page 8: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1nC

1nC

nC

With the base andthe lengths of the two peptidevirtual bonds fixed, the vertex is constrained to lie ona circle.

11 nn CC

nC

Tripeptide Loop Closure N

C

'C

Bond vectorsfixed in space

Fixed distance

Page 9: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

 

1nC

nC

1nC

In the body frame of thethree carbons, the anchor bonds lie in cones about the fixed base.

C

Given the distance and angle

constraints, three types of virtual

motions are encountered in the

body frame

Page 10: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

C1

C2

C3

N3N2

N1

C’1

C’2

C’3

δ

Transferred motions in the body frame of three contiguous C carbon units: In this frame the C carbons resemble spherical 4-bar linkage joints

Page 11: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

nC

z

y

1nC

Motion type 1: peptide axis rotationWith the two end carbons fixed in space, the peptide unit can rotate about the virtual bond

C

Page 12: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

nC

1nC

x

y

z

nn

p

p

R

Motion type 2: Coordinated rotation at junction of 2 rotatable bonds (the angle between the two bonds remains fixed as each rotates about its own peptide virtual axis).

4

3

2

1

R

1nC

Page 13: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1

1

1

1a2a

3a4a

3x

2x

1x1R

4R

1z

4z 1s

4s

3G

2GCrank

Follower

Two-revolute, two-spheric-pair mechanism

Page 14: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

ts

cB

A

AO

BO

O

Q

g

f

yx

z

p

The general RSSR linkage

Page 15: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

c

O

y

x

z

The 4-bar spherical linkage

Page 16: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

z

d

R

R

p

p

x

y

1t

2t

1s2s

r

r

),,,;( F

22

21

1

1

21 cos)(coscostan

tRtR

pR

tR

tR

Page 17: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

z

d

R

R

p

p

x

y

1t

2t

1s2s

r

r

),,,;( F

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.50

0.5

1

1.5

2

2.5

3

RR , are constrainedto lie on the circles

d fixed

The use of intrinsic coordinates distinguishes our method from otherexact loop closure methods (Wedemeyer & Scheraga ‘00, Dinner ‘01)

Page 18: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

sinsincoscoscossinsin

sinsincossincossinsin

coscoscos

Brickard (1897): convert to polynomial form via

2

1tan

2

1tan

v

u

Page 19: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

  

y

z

x

R1 R2

4

3

2

1

 

A complete cycle through the allowed values for (dihedral(R1,R2) -(L1,R1) )and (dihedral (R1,R2)-(L2,R2))

L1

L2

Page 20: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 21: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 22: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Differential equations for the reciprocal angles, and .  Fixed angle between the two bonds, CN and CC’: 

)cossinsincos(cos

)sinsin(sincos

21

1221

RRF

1,

,,

222/122

dt

d

dt

dFF

F

dt

dF

dt

d

Page 23: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

0 2 4 6 8 10 12-3

-2

-1

0

1

2

3

y1, y

2

=.81=2

t

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.50

0.5

1

1.5

2

2.5

3

y1

y 2

flywheel equations

Page 24: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

0 2 4 6 8 10 12-3

-2

-1

0

1

2

3

y1, y

2

0 2 4 6 8 10 12-4

-3

-2

-1

0

1

2

3

y1, y

2=.81=2

=.4,2=.81

Page 25: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

A stressed peptide in the body frame of the virtual bonds P(n-1)—P(n)

1nPnC

1nN

1nH

nC

nO

1n

n

)( 111

)0(111

nnnnn

nnnn

NCCCdih

nn

np

n)0(1n

nz

1nz

ny

1ny

1n1np

1nC

Motion type 1:Peptide axis Rotation (rigid)

Page 26: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

22

21

1

1

21 cos)(coscostan

tRtR

pR

tR

tR

nC

1nC

x

y

z

nn

p

p1

R

Motion type 2: Coordinated rotation at junctionof 2 rotatable bonds

Page 27: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Definitions

,,,;:cos

tan

cos)(cos

;;

sincos)(cos

sincoscoscos

sincoscoscos

,sin

,sin

,1,1

1

1

2221

21

21

21

121

121

FD

C

A

B

pRC

BADtRBtRA

tRtRpRRR

ttprpR

ssprpR

spses

tptet

pp

ppepp

Z

Z

Z

Page 28: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Solution

1,0;cos

1,0;cos

1,0;cos

2

3331

333

223

2221

222

112

1111

111

0,110,1

Closure requires: 313

Label: 123 24 l

Branch present if 1,, 321

Page 29: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 30: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

8 real solutions at most

Numerical evidence only

Page 31: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 32: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 33: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

The transformation 3 coupled polynomials:2

tan 1iz

3,2,1,),( 1

2

0,

)(,1

izzpzzP k

iji

kj

ikjii

Common (real) zeros give feasible solutions.

14 zz

Page 34: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Method of resultants gives an equivalent 16th degree

polynomial for a single variable

Numerical evidence that at most 8 real solutions exist.

Must be related to parameter values:

the similar problem of the 6R linkage in a

multijointed robot arm is known to possess 16

solutions for certain ranges of parameter values

(Wampler and Morgan ’87; Lee and Liang ‘’89).

)3,2,1(, izi

Page 35: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Methods of determining all zeros:

(1) carry out resultant elimination twice; derive univariate polynomial of degree 16 solve using Sturm chains and deflation(2) carry out resultant elimination once convert matrix polynomial to a generalized eigenproblem of size 24(3) work directly with trigonometric version; use geometry to define feasible intervals and exhaustively search.

It is important to allow flexibility in some degrees of freedom

Page 36: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

input coeff sturm coord tot

8 0.067 0.253 3.814 0.442 4.576

0 0.084 0.253 0.141 0.478

4 0.085 0.252 6.513 0.218 7.068

4 0.088 0.252 3.392 0.228 3.960

0 0.066 0.296 0.138 0.500

2 0.066 0.293 0.356 0.115 0.830

2 0.085 0.253 0.411 0.124 0.873

4 0.067 0.253 1.957 0.227 2.504

4 0.067 0.252 0.582 0.219 1.120

2 0.067 0.251 1.803 0.114 2.235

2 0.066 0.253 0.438 0.141 0.898

6 0.067 0.257 2.041 0.321 2.686

6 0.066 0.254 2.131 0.322 2.773

2 0.066 0.251 0.336 0.115 0.768

2 0.067 0.252 1.726 0.115 2.160

2 0.068 0.250 0.332 0.115 0.765

2 0.067 0.251 1.678 0.115 2.111

0 0.067 0.251 0.138 0.456

4 0.066 0.252 6.360 0.218 6.896

4 0.068 0.253 1.870 0.219 2.410

Timings for loop closureby reduction to 16th degreepolynomial; zero localizationvia Sturm’s method. Successively solve loopclosure by successivelyremoving the two peptide units adjacent to eachCcarbon in a chain ofknown conformation. Loop closure should reproduceoriginal, however offcanonical structures doabound. Zero solutionsindicate that the closure was not possible with canonicallyconfigured backbone, i.e.there was a deformation ofsome bond angles or dihedrals in the originalstrucure.

Page 37: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

input matr gen_e coord tot

8 0.067 0.069 1.096 0.431 1.663

0 0.067 0.069 3.748 3.884

4 0.067 0.068 2.036 0.221 2.392

4 0.067 0.069 2.741 0.223 3.100

0 0.067 0.069 3.735 3.871

2 0.067 0.068 3.690 0.118 3.943

2 0.067 0.069 3.711 0.119 3.966

4 0.067 0.068 3.656 0.220 4.011

4 0.066 0.069 2.032 0.225 2.392

2 0.068 0.068 3.206 0.119 3.461

2 0.065 0.069 3.710 0.118 3.962

6 0.067 0.068 1.984 0.329 2.448

6 0.066 0.069 1.710 0.326 2.171

2 0.067 0.073 3.215 0.118 3.473

2 0.069 0.068 3.700 0.117 3.954

2 0.068 0.069 2.789 0.116 3.042

2 0.067 0.069 2.785 0.119 3.040

0 0.067 0.068 3.760 3.895

4 0.067 0.068 2.373 0.219 2.727

4 0.067 0.069 2.033 0.220 2.389

Timings for loopclosure via reduction to24x24 generalizedeigenproblem.

Page 38: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Application to loop sampling

No. of loops Numerical closure Analytical closure

generated

(best RMSD)

151 (1.61) 40,000 (1.23)

accepted

(best RMSD)

1 (6.75) 1,374 (1.58)

Analytical closure of the two arms of a loop in the middle

Comparison: 10 residue loop sampling (Matt Jacobson)

Page 39: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1r69.pdb

Page 40: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1r69: Res 9-19 alternative backbone configurations

Page 41: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

The 3 fixed points/3 virtual axes transform can be found among any three Ca atoms, anywhere along the chain

Page 42: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.
Page 43: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

n

~

l

l~

Motion type 3:Dihedral rotation(actual move,length changing;not limited to - type dihedrals)

~

~

,~ cqcqc

b

bq 2/sin,2/cos

,~~1 cbal

al

al

cl

cl~

~~cos,~~

~~~

cos

c

ba

c~

(quaternion notation)

Page 44: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

2 2~

1

2

3

length

fixed

23321 ,,,,

:

changed

Altering an internal dihedral leads to a“nearby” loop closure problem. A sequenceof small changes results in a continuous family of deformations (shown here as applied to the deformationof a disulfide bridge).

Page 45: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1l

1

~l

22

~

3~ 3

11

~

3l

2l

321321321

32123

22

21

sinsinsin

sin2

llllll

lllll

2.0

Page 46: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1.0

3

3

2

2

1

1

32

2

1

2

3

2

21

sinsinsin

2sin

lll

ll

lll

2.0

,~ cqcqc

b

bq 2/sin,2/cos

,~~1 cbal

al

al

cl

cl

1

13

1

12 ~

~~cos,~~

~~~

cos

Page 47: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

1

a2

b2

3 4

a4

b4

5

a5 b5a1 b1

1

2

4

51

2

4

5

'3

Page 48: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Refinement of 8 residue loop (84-91) of

turkey egg white lysozyme

Native structure (red)and initial structure (blue)

Baysal, C. and Meirovitch, H., J. Phys. Chem. A, 1997, 101, 2185

Page 49: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

The continuous move: given a state assume D2b, D4a fixed, but D3 variable tau2sigma4 determined by D3

(1) tau1sigma2, tau4sigma5 trivial

(2) alpha1, alpha5 variable but depend only on vertices as do lengths (lengths 1-2, 1-5, 4-5 are fixed) Given these sigma1tau1, sigma5tau5 known (sigma1tau5 given)

(3) Dihedral (2-1-5-4) fixes remainder: alpha2, alpha4 determined (sigma2tau2, sigma4tau4 known)

Page 50: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

21

3

BA

C

Designing a 9-peptide ring

pep virtual bond

3-pep bridge

design triangle

cysteine bridge 9-pepring

ModelingR. Larson’s9-peptide

Page 51: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

o

d 7.4min

o

d 3.7max

3 peptide units are placed at the vertices of a triangle with random orientations, and they are connected by exact loop closure. The max and min values of the 3-pep bridge set the limits for the sides of the triangle.

Designing a 9-peptide ring

Page 52: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

In designing a 9-peptide ring, the known parameters of 2-pep bridges (and those of the S2 bridge, if present)are incorporated in the choice of the foundation triangle,with vertices A,B,C (3 DOF)

1l 2l

3lB A

Cmax1min lll

Page 53: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

3d

1l 2l3l

B A

C

1d2d

peptide virtual bond (3 dof for placement)x3=9

2-pep virtual bond (at most 8 solutions)

design triangle sides (3 dof )

Page 54: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

8-2-4 4-6-2

4-2-4 4-2-2

Cyclic 9-peptide backbone design

Numbers denote alternativeloop closure solutions at each

side of the brace triangle

Page 55: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

Using backbone kinematics in combination with efficient (clever) placement of sidechains can beused in a “rational approach for exploringconformation space.

The 3 fixed points/3 virtual axes transform can be used as a means of enforcing constraints (such as loop closure).It can be used to generate minimum-Distortion moves for Monte Carloenergy minimization. Generalizations where one pairis disjointed are also possible with a simple solution as well.

Page 56: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

THANK YOU!

Visits to UCSF where much of the work was performed supported in part by a NIH grant to Ken DillCyclic peptide modeling: inspired by conversations with Michael Wester, R. Larson Animations: Raemon Gurule, Carl Mittendorff, Heather Paulsen and Marshall Thompson (math. 375, Spring 02 class project)

ReferencesAnalytical loop closure Wedemeyer and Scheraga J Comput Chem 1999 Go and Scheraga Macromolecules 1978 Dinner J Comput Chem 2000 Bruccoleri and Karplus Macromolecules, 1985 Coutsias, Seok, Jacobson and Dill (preprint) 2003

Mechanisms Hartenberg and Denavit 1964 Hunt Oxford 1990 Duffy 1980

Numerical Methods Manocha, Appl. of Comput. Alg. Geom., AMS,1997 Wampler and Morgan Mech Mach Theory 1991 Lee and Liang Mech Mach Theory 1988

Page 57: Exact Analytical Formulation for coordinated motions in Polypeptide Chains Vageli Coutsias*, Chaok Seok** and Ken Dill** with applications to: Fast Exact.

General

Proline

Glycine

Ramachandran regions