Towards an understanding of global patterns of simple sequence repeat- mediated phase variation...

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Towards an understanding of global patterns of simple sequence repeat-mediated phase variation during host persistence of Campylobacter jejuni and Neisseria meningitidis Edinburgh Workshop 29-30th September 2010 Chris Bayliss RCUK Research Fellow Department of Genetics University of Leicester

Transcript of Towards an understanding of global patterns of simple sequence repeat- mediated phase variation...

Page 1: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Towards an understanding of global patterns of simple sequence repeat-

mediated phase variation during host persistence of Campylobacter jejuni

and Neisseria meningitidis

Edinburgh Workshop 29-30th September 2010

Chris BaylissRCUK Research FellowDepartment of GeneticsUniversity of Leicester

Page 2: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Outline

• Overview of my research areas

• Intro to SSRs and phase variation

• Measuring mutation rates/patterns

• Phase variation of C. jejuni genes in in vitro and in vivo models

• Models of SSR-phase variation

• Issues

Page 3: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

My Research: Phase Variation

Campylobacter jejuni

Hb receptors/reversible selectionmodel

Mechanistic studies

Neisseria meningitidis

Haemophilus influenzae

In vitro models

Colonisation of chickens

R-M systems/Phage infection

Carriage samples

Disease samples

Impact of phase variation rate on

population structure

Selection of phase variants

Combinedmodel

Experimental models/Epidemiological samples

In silico models

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Consequences of Localised Hypermutation:

Phase Variation

ONOFF

ON

Frequency = 10-2 to 10-4

SELECTION/MUTATION

SELECTION/MUTATIONMUTATION

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Streisinger Model

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Streisinger Model

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Streisinger Model

Insertion

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Streisinger Model

Page 9: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Streisinger Model

Deletion

Page 10: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

ATG………..CAAT(30)…..//………….TAG ONATG………..CAAT(29)…..TAG OFFATG………..CAAT(28)……..TAG OFFATG………..CAAT(27)…..//………….TAG ON

ATTATA……..TA(10)…….ATTAAA…//…ATG ONATTATA……..TA(9)…..ATTAAA…//…ATG OFF

In-Frame Repeats

-35 -10

Promoter-Located Repeats

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Functions of the Products of Repeat-Associated Genes

AdhesinsLOS/LPS Biosynthetic

Enzymes

IronAcquisition

Proteins

Capsule Biosynthetic

Enzymes

RestrictionEnzyme

Flagella Biosynthetic

Enzymes

Page 12: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Long Tracts of Simple Sequence Repeats in Bacterial Genomes

Repeat Type(min. no. rpts)

G/C

(8)

A/T

(10)

Di

(6)

Tetra

(5)

Penta

(3)

H. influenzae (Rd)

6 2 0 12 2

N. meningitidis (MC58)

26 11 4 2 5

C. Jejuni

(NCTC11168)29 2 0 0 0

E. coli

(K12)12 0 1 0 0

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Length of PolyG/PolyC Repeat Tracts in C. jejuni Contingency Loci

7 8 9 10 11 12 >12

81116

122181-176

111680

2

4

6

8

10

12

14

16

Repeat Tract Length

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Phase Variation of Simple Sequence Contingency Loci

ONOFF

ON

SELECTION/MUTATION

SELECTION/MUTATION

What are the mutation rates of SSRs?What are the determinants of SSR mutation rates?What are the fitness implications of differing switching rates?What are the roles of selective and non-selective bottlenecks?What are the implications of multiple SSCL?

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Campylobacter jejuni:- Phase Variation

Frequencies

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Campylobacter jejuni* Gram –ve commensal of gasterointestinal tract of birds and widespread environmental contaminant* Major agent of foodborne gasteroenteritis* Implicated in autoimmmune diseases such as Guillain-Barre syndrome

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cj1139clacZ cat

G8

Reporter Constructs for Detecting Phase Variationin Campylobacter jejuni

lacZ

G8

G11

capA (cj0628/cj0629)

CapA -CapA antibodies

(surface-located autotransporter)

T6-G11Strain NCTC11168

ON

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‘off’ variant

‘on’ variant

On-to-off

Off-to-on

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Colony Blots of C. jejuni strain 11168 probed with anti-CapA

ON-to-OFFFreq. -ve = 0.03

(filter 1, 9/8/07)

OFF-to-ONFreq. +ve = 0.03

(filter 4, 23/7/07)

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-2 -3 -4 -5

Total number of cellsNumber of variant cells

Frequency of variants in

‘start colony’ =

MHA-VT plates

MHA-VT-XGal plates

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H. influenzae N. meningitidis C. jejuni

%G+C of Genome

38 51 31

MMR GenesMutS/MutL/

MutHMutS/MutL None

SSR Mutation Frequencies

1x10-3 (AGTC30) 4x10-5 (G12) 4x10-3(G11)

Mutational

Pattern90% +1/-1

Deletions>InsertionsUnknown

>95% +1/-1Short: ins>del

Long: del>ins

Cis-Acting Factors

Repeat

NumberRepeat Number

Repeat

Number

Trans-Acting Factors

PolI, RNaseH MMR, PolIV Unknown

No

en

viro

nm

enta

l fa

cto

rs

Page 22: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Campylobacter jejuni:- In vitro/In vivo Passage

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PCR-Based Measurement of Repeat Tract Length

GGGGGGGGGG

FAM

Page 24: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Multiple Passages of Growth in MHB Broth

Plate Plate DilutionsDilutions

Colony Colony BlottingBlotting

Pick 30Pick 30coloniescolonies

PCR PCR ArrayArray

Pick 30Pick 30coloniescolonies

Colony Colony BlottingBlotting

PCR PCR ArrayArray

Day 0Day 0 Day 1Day 1 Day 2Day 2 Day 3Day 3 Day 4Day 4

Suspend Suspend inoculuminoculum

InoculateInoculate5mL MHB5mL MHB InoculateInoculate

5mL MHB5mL MHB

Plate Plate DilutionsDilutions

InoculateInoculate5mL MHB5mL MHB

InoculateInoculate5mL MHB5mL MHB

InoculateInoculate5mL MHB5mL MHB

Pallet Pallet the cellsthe cells

Page 25: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Analysis of Phase Variable Genes and Repeat Tracts

ConstantInoculum(3.5x108cfu;

6 tubes)

VariableInoculum

(from 3.5 x108

to 3.5x103cfu;6 tubes)

Inoculum Output

0.29 0.24-0.36

0.29 0.27-0.36

CapAFrequency -ve

Page 26: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Drift, Bottlenecks, Selection and Hitch-Hiking

6 Genes = 64 Genotypes

RandomDrift

Bottleneck

Mutation/Bottleneck

Mutation/Bottleneck

Selection

Mutation/Selection

Mutation/Selection

1139-off

0031-on

0685-on

0685-on1139-off

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Neisseria meningitidis

PorA Phase Variation, Immune Evasion and Variant-Specific Immune Responses During

Carriage

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Escape Assay

• Modified serum bactericidal assay using large inoculum (1x104-1x107 cfu) and multiple passages

• LPS phase variants with switches in expression of lgtG mediate escape of mAb B5 (translational switching)

• Escape dependent on size of inoculum, amount of antibody and rate of phase variation

Bayliss et al. 2008 Infect. Immun. 76:5038

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PV of porA mediates immune escape in vitro

*Variants examined had 10C residues in the porA repeat tract*Escape is due to pre-existing variants

11C

10C

+/- mAb 1.2 10% human serum

+/- mAb 1.210% human serum

+/- mAb 1.210% human serum

Page 30: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Correlation of porA PV Expression to Escape

*Level of PorA expression is highest when 11C repeat units is present in 8047*~ 3 fold of reduction in expression of porA

• Repeat tract changes to expression

• Whole cell ELISA and lysate western blotting

11C 10C 9C

Page 31: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Week 0 Week 4 Week 12 Week 24Week -4

Page 32: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Phase Variation of NadA

Volunteer 1st 2nd 3rd 4thV43 12 - 12 -V51 12 12 12 12V52 12 12 12 -V54 14 14 12 -V58 12 12 - 12V59 13 12 12 12V88 11 9 9 9V138 12 12 12 -

Number of tetranucleotide repeatsAll volunteers colonised with Y:P1.21,16:CC174

OFF9 and 12 rpts

Page 33: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Computer Models

Page 34: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Multiple simple sequence contingency loci

• Multiple loci = multiple potential genotypes• Haemophilus influenzae strain Rd has 12

genes containing tetranucleotide repeat tracts, a potential 4096 genotypes (if two genotypes per locus, i.e. ON and OFF)

• Lic2 locus has three genotypes :- ON-Strong, ON-Weak and OFF (if all 12 loci had 3 genotypes then there is 531 441 potential genotypes)

Page 35: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Computer Model 1

• Population founded by single organism which divides by binary fission

• Three phase variable loci• Switching occurs in both directions at

the same rates• Mutations occur during division giving

one genotype of the parental phenotype and one mutant

Page 36: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Number of genotypes

1 2 3 4 5 6 7 81 2 3 4 5 6 7 81 2 3 4 5 6 7 8

Nu

mb

er o

f p

opu

lati

ons

0

100

200

300

400

500

600

800

900

1000

700

1x10-6 (< 6) 3.6x10-5 (10) 1.24x10-4 (22)Mutation rate

(repeat number)

Effect of phase variation rate on the amount of genetic diversity produced in

20 generations

Page 37: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Effect of phase variation rate on the production of genotypes with multiple

switches

*Solution is when all three loci have switched from OFF to ON.*30 generations were used. *All cells of the parental genotype were removed at generation 20.*1000 replicates were performed

Number of populationscontaining solution

Mutation rate

3.6x10-5

1.24x10-4

21

370

Page 38: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Model 2

Effect of Interval Between Selective Environments

Environment ASelection for

ON Phenotype

Environment BSelection for

OFF Phenotype

Number of Generations

2,000-100,000 2,000-100,000

Mike Palmer and Marc LipsitchMike Palmer and Marc Lipsitch

Variable Repeat Number17 = ON = A 18 = OFF = B19 = OFF = B20 = ON = A

etc37 = OFF = B38 = ON = A

Page 39: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

RepeatNumber

56789

10111213

Evolution of Repeat Tracts in the Absence of Selection

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Environmental switch period:- 20 000 generationsFitness advantage:- 0.1

Evolution of Repeat Tracts with Selection and in a Fluctuating Environment

Page 41: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Environmental switch period:- 4 000 generationsFitness advantage:- 0.1

Page 42: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Environmental switch period:- 2 000 generationsFitness advantage:- 0.1

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Environmental switch period:- 100 generationsFitness advantage:- 0.1

Page 44: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Summary Computer Simulation Model

• Selection is required to maintain large numbers of repeats in the repeat tracts

• Repeat number is determined by the frequency of the environmental switch

• Correlation between repeat number and environmental switch is also influenced by the conferred fitness advantage and mutational pattern

Page 45: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Model 3

• Model phase shifts in multiple loci using known mutation rates (excludes mutational patterns)

• Assumes each locus switches independently of other loci (can set PV rate for each gene, but not scalable with tract length changes)

• Simple deterministic model, average of multiple trees from a Monte Carlo simulation, performed in Excel (maximum of 100 generations)

Page 46: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Gene cj0045 cj0685 cj1326 capA cj1139 cj0032

Tract 9 9 10 12 9 9

Phenotype OFF ON OFF OFF OFF ON

Binary code

0 1 0 0 0 1

One Isolate B9.1

Sample from Chicken B9

Note:- genotype is not directly correlated with phenotype (i.e. cj0045 is OFF with 9 or 10 repeats

010001 010100 010101 110000 110001 110100 110101

10 2 2 3 5 1 7

Coded phenotypes of all 30 colonies for B9

Page 47: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Drift, Bottlenecks, Selection and Hitch-Hiking

6 Genes = 64 Genotypes

RandomDrift

Bottleneck

Mutation/Bottleneck

Mutation/Bottleneck

Selection

Mutation/Selection

Mutation/Selection

1139-off

0031-on

0685-on

0685-on1139-off

Page 48: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Modelling Changes in the Distribution of Phase Variants:- no selection

6 Phase variable genes = ON/OFF = 64 genotypes

Output 1 = all genes at G9 PV rate (0.0015)Output 2 = varied PV rates

0=off, 1=onOutput = 100 generations

000000

000100

001000

001100

010000

010100

011000

011100

100000

100100

101000

101100

110000

110100

111000

111100

Inoc

0

0.1

0.2

0.3

0.4

Fre

qu

en

cy

Genotypes

InocOutput1Output2B9

Page 49: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Scientific Issues

• What factors to include in a model – mutation rate, mutational pattern, population size, fitness, frequency of environmental switching, bottlenecks, number of loci, number of generations

• How to model – simulation of multiple populations or deterministic model of average solutions

Page 50: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Logistical Issues

• Data collection (sample bias)

• Computational power

• Biological and clinical relevance

• Simultaneous data collection and modelling (local collaborators)

• Relevance to systems biology

• Requirement for a modelling community

Page 51: Towards an understanding of global patterns of simple sequence repeat- mediated phase variation during host persistence of Campylobacter jejuni and Neisseria.

Jean-Philipe GautierJacques MarletFadil Bidmos

Nathalie IngoufRebecca Richards

Awais AnjumVladimir Manchev

Richard HaigJulian Ketley

(University of Leicester)

Neil OldfieldDel Ala’AldeenKarl Wooldridge

Michael JonesPaul Barrow

(University of Nottingham)

Michael TretyakovAlexander Gorban

(University of Leicester)

Michael PalmerMarc Lipsitch

Richard Moxon