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SHAPE-Reactivity and RNA Structure Winterseminar 2015 Roman Ochsenreiter, TBI 17.2.2015 Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 1 / 24

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Page 1: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE-Reactivity and RNA StructureWinterseminar 2015

Roman Ochsenreiter, TBI

17.2.2015

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 1 / 24

Page 2: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview

Table of Contents

1 OverviewRNA-ProbingSHAPERMDBEteRNA

2 SHAPE - AnalysisEteRNA ScoresEnsembles and ProbingBase-dependent ReactivityLoop-Type and Reactivity

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 2 / 24

Page 3: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview RNA-Probing

RNA ProbingDifferent methodological approches

Modification rates depend on local RNA structure

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 3 / 24

Page 4: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview RNA-Probing

RNA ProbingDifferent methodological approches

Modification rates depend on local RNA structure

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 4 / 24

Page 5: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview SHAPE

SHAPEInvestigating nucleotide flexibility

Selective 2’-Hydroxyl Acylation analyzed by Primer Extension

A B

C D

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 5 / 24

Page 6: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview SHAPE

SHAPEWhy use SHAPE?

Simple protocolCan be performed via high-throughputNo intrinsically different reactivity of different basesReactivity can be converted to Pseudo Free Energies for usage asfolding constraints:

∆GSHAPE (i) = m ln(SHAPE reactivity(i) + 1) + b

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 6 / 24

Page 7: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview RMDB

SHAPE - Databases

RMDB - Stanford RNA Mapping Database (> 100000 probingexperiments)

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 7 / 24

Page 8: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

“High-troughput” sequence design - by (many) hands

Each design is scored by SHAPE-Probing

Successful design rules are used for inverse folding algorithm

EteRNA Score:

SEteRNA =

∑Ni=1 ∆

N, ∆

1 if ri > 0.25 (designed to be unpaired)

1 if ri < 0.5 (designed to be paired)

0 otherwise

ri : Reactivity of Nucleotide i

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 8 / 24

Page 9: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 9 / 24

Page 10: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 10 / 24

Page 11: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 11 / 24

Page 12: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 12 / 24

Page 13: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 13 / 24

Page 14: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 14 / 24

Page 15: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 15 / 24

Page 16: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Overview EteRNA

EteRNAEteRNA - “Workflow”

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 16 / 24

Page 17: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis

Table of Contents

1 OverviewRNA-ProbingSHAPERMDBEteRNA

2 SHAPE - AnalysisEteRNA ScoresEnsembles and ProbingBase-dependent ReactivityLoop-Type and Reactivity

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 17 / 24

Page 18: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis EteRNA Scores

Scoring EteRNA Scores(Linear) Correlation of P(i is paired) vs. Reactivity(i)

EteRNA Score

Corr

ela

tion

Interesting drop in correlation with lower EteRNA-Scores

Change of temperature has no effect

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 18 / 24

Page 19: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis Ensembles and Probing

Structural Ensembles and ProbingEquilibrium Population vs. Probing Quality

100 90 80 70 60

0.2

0.4

0.6

0.8

1.0

EteRNA Score

MFE

bas

in p

opul

atio

n

Lower EteRNA-scores are correlated to low MFE population rates

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 19 / 24

Page 20: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis Ensembles and Probing

Dominant structuresHow well scores the dominant structure?

50 60 70 80 90 100

5060

7080

9010

0

EteR

NA

Scor

e (M

ost p

opul

ated

bas

in)

EteRNA Score (MFE basin)

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 20 / 24

Page 21: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis Base-dependent Reactivity

Base-dependent Reactivity

Reactivity of all 4 bases in different structural contexts:

A C G U

0.0

1.0

2.0

3.0

UNPAIRED

A C G U

0.0

0.5

1.0

1.5

2.0

HELIX-END

A C G U

0.0

0.5

1.0

1.5

2.0

STACKED

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 21 / 24

Page 22: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

SHAPE - Analysis Loop-Type and Reactivity

Loop-Type and Reactivity

Reactivity of Nucleotides in all possible Loop-types:

Paired Exterior Hairpin Interior Bulge Multi

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Loop Type

Rea

ctiv

ity

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 22 / 24

Page 23: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Summary

Take-Home message

Large amounts of SHAPE data sets are freely available

Reactivity reflects more than just nucleotide flexibility - alsoLoop-Types and Ensemble structures are important

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 23 / 24

Page 24: SHAPE-Reactivity and RNA Structure · Overview RNA-Probing RNA Probing Di erent methodological approches Modi cation rates depend on local RNA structure Roman Ochsenreiter, TBI SHAPE-Reactivity

Summary

Thanks to..

Ivo HofackerChristoph Flamm

Sven Findeissand

YOU for your attention!

Roman Ochsenreiter, TBI SHAPE-Reactivity and RNA Structure 17.2.2015 24 / 24