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ANDREW HEINDEL JAMES MADISON UNIVERSITY DR. JOSEPH CURTIS Computational Methods to Analyze Small Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq + rpoS RNA

Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

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Page 1: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

A N D R E W H E I N D E L

J A M E S M A D I S O N U N I V E R S I T Y

D R . J O S E P H C U R T I S

Computational Methods to Analyze Small Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to

Validate Structural Ensembles

Ig58/59 Hfq + rpoS RNA

Page 2: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Overview

• Background – Obscurin

• Advanced analysis • Ig58/59

• Free energy calculations• Ig58/59

• CHD1

• rpoS RNA/HFQ

Page 3: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Muscle contraction

1

2

3

4

Page 4: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Obscurin

• Cell maintenance + organization + signaling

• Ig58/59• Mutation (Arg8Gln)

Figure adapted from Kontrogianni-Konstantopoulos et al. (2009)Figure adapted from Fukuzawa et al. (2008)

Page 5: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Intrinsic Flexibility/Disorder

Intrinsically disordered proteins Lack fixed 3-D structure

Page 6: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Small Angle Scattering Theory

http://iramis.cea.fr/scm/lions/techniques/saxs/

Page 7: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Modeling Methods in SAXS/SANS

Ensemble methods Approaches

Dummy atom

Atomistic modeling

http://en.wikipedia.org/wiki/Biological_small-angle_scattering

Dummy atom model

Atomistic model

Adapted from Clark et al. (2013)

Page 8: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Data reduction of Ig58/59

Processed Scattering Data

Truncated Scattering Data

Potential non-ideality

Page 9: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Guinier PlotTruncated Scattering

Data

Ig58/59 Analysis

Page 10: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Structure Generation

Figures adapted from Computer Physics Communication 183 (2012) 382-389

Figure adapted from http://www.bmb.uga.edu/wampler/tutorial/prot2.html

Page 11: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Ig58/59 Analysis

Page 12: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Chi-squared Analysis

30.36Å

Ig58/59 Analysis

Rg (A) = 30.092 ± 4.373

Page 13: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Ig58/59 Density Map

2-Dimensional Example

0

Page 14: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Free Energy Calculations

Problem : Computationally intensive to calculate free-energy in MMC

Solution :

(ΔG) = molecular mechanical + solvation free energy

Page 15: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Free Energy Calculations

Sample generated DCD trajectory

EM

MD production

MD equilibration

Solvate and ionize

Energy minimization (EM)

APBS

Extract DCD frames

1. Fixed protein atoms2. Fixed protein backbone3. Fixed secondary structure4. No constraints

Page 16: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Conclusions

SAXS data suggests extended structure Contamination in sample

Intrinsic motion within globular domains

Future directions SANS (8/21)

Free energy calculations Study ongoing

Page 17: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Acknowledgements

Dr. Joseph Curtis

Dr. Julie Borchers

Dr. Susan Krueger

Dr. Nicholas Clark

Dr. Nathan Wright

James Madison University

Page 18: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Free Energy Systems

Ig58/59

Chd1 (Wt) + Chd1 (mutant) ATP-dependent chromatin remodelers

Disrupt DNA binding

Hfq + rpoS RNA leader Accelerates base pairing between sRNA &

mRNA

Provides translational control

Hfq + rpoS RNA

Chd1 (wt) Chd1 (mut)

Page 19: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Overview

• Small angle X-ray scattering (SAXS) data sets • Ubiquitin-Aar

• Ig1/2

• Ig58/59

• SAXS analysis • Ig58/59

• Free energy calculations• Ig58/59

• CHD1

• rpoS RNA/HFQ

Ig1/2

Ub-Aar

Page 20: Computational Methods to Analyze Small Angle X-ray ... · Angle X-ray Scattering Data of Biological Molecule & Free Energy Calculations to Validate Structural Ensembles Ig58/59 Hfq

Ig58/59 Structure Generation

• Crystal structure

• NAMD vacuum minimization

• VMD solvation box

• VMD ionization

• NAMD minimization

• Fixed protein atoms

• Fixed protein backbone

• Fixed secondary structure

• No constraints

• NAMD/CHARMM molecular dynamics