two feedback loop stochastic model of p53 regulation · two feedback loop stochastic model of p53...

31
Two feedback loop stochastic model of p53 regulation Krzysztof Puszyński Beata Hat Tomasz Lipniacki

Upload: others

Post on 17-Jul-2020

5 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Two feedback loop stochastic model of p53 regulation

Krzysztof PuszyńskiBeata HatTomasz Lipniacki

Page 2: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Outline

• Introduction• p53|Mdm2 regulatory module• Existing models• p53|Mdm2 model with feedback loop• Model’s equations• Results

Page 3: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Why p53|Mdm2 ?

• p53 regulates activity of hundreds of genes responsible among others for :- cell cycle arrest- DNA repair processes- apoptosis

• In 50% cancer cases p53 is mutated or not present. In remaining cases genes which are in it’s regulatory module are mutated

• There is over 50 000 experimental citations and only about 100 theoretical work.

Page 4: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Apoptosis

• Programmed cell death• Characteristic cell

morphology• Safely cell’s fragments

removal• About 50 - 70 billions of

cells die every day due to apoptosis in average adult human

Page 5: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Apoptosis

Page 6: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Kohn and Pommier 2005

p53|Mdm2 module

10 or more feedbacks,Over 100 components,Stochastic noises

Page 7: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Inputs and outputs of the p53|Mdm2 regulatory unit

Page 8: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Cilliberto 2005

• Three forms of p53• Positive feedback loop to

simplified (PTEN, PIP3 i Akt proteins are absent)

• One stable state and limit cycle

Page 9: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Ma 2005

• Two forms of p53• The lack of the

positive feedback• One stable state and

limit cycle

Page 10: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Wee 2006

• One form of p53• Limit cycle

Page 11: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Zhang 2007

• One form of p53• Neglected delays• One stable state and

limit cycle

Page 12: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

p53|Mdm2 model

Page 13: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Negative feedback loop

Page 14: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Positive feedback loop

Page 15: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Modeling• Deterministic models based on

ODE – fast but can be used on population not the single cell level

• Stochastic models based on Gillespie algorithm – can work on the single cell level but are very slow

• Haseltine and Rawlings approach – fast (modeled by using ODE) and slow (modeled stochastically) reaction channels – fast and can work on the single cell level

Page 16: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Stochasticity in the p53|Mdm2 model

• IR dose increases the probability of DNA damage occurs

• Level of the p53pn protein increases the probability of the DNA repair and Mdm2 and PTEN gene activation

Page 17: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Equations

Page 18: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Equations

Proapoptotic factors

Page 19: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Stochasticity in modelprobability of gene copy activation:

probability of gene copy deactivation:

transcriptional efficiency of p53(probability that the gene copy is active if p53np(t)=const):

probability that new DSB appears:

propability that the number of DSB decreases by one:

Page 20: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN off, DNA repair off, dose 5Gy(oscillations)

Page 21: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN off, DNA repair off, dose 5Gy(a1 – p53 activation, d1 – Mdm2 degradation)

Page 22: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN on, DNA repair off, dose 5Gy(apoptosis)

Page 23: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN on, DNA repair off, doses 5Gy(a1 – p53 activation, d1 – Mdm2 degradation)

Page 24: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN on, DNA repair on(competition)

Page 25: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

PTEN on, DNA on + proapoptotic factors(competition)

Page 26: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Cell fate

Page 27: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Cell fate - PTEN on

Page 28: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Cell fate – PTEN off

Page 29: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Thank you

Page 30: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Parameters

Page 31: Two feedback loop stochastic model of p53 regulation · Two feedback loop stochastic model of p53 regulation Krzysztof Puszy ński Beata Hat Tomasz Lipniacki. Outline • Introduction

Parameters