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ddd	
  
Stochas*c,	
  Spa*al	
  and	
  Concurrent	
  Biological	
  Processes	
  Modeling	
  	
  Yifei	
  Bao,	
  Philippe	
  Bidinger,	
  Eduardo	
  Bonelli,	
  Vishakha	
  Sharma,	
  	
  
Jus*n	
  Sousa,	
  and	
  Peter	
  Zafonte	
  
Advisor:	
  Adriana	
  B.	
  	
  Compagnoni	
  
	
  Department	
  of	
  Computer	
  Science,	
  Schaefer	
  School	
  of	
  Engineering	
  and	
  Science,	
  Stevens	
  Ins*tute	
  of	
  Technology,	
  
Hoboken,	
  NJ	
  07030	
  
Introduc*on	
  
We	
  define	
  and	
  implement	
  a	
  language	
  for	
  the	
  	
  
stochas*c	
  simula*on	
  of	
  biological	
  processes	
  with	
  	
  
spa*al	
  informa*on,	
  which	
  is	
  an	
  extension	
  of	
  the	
  	
  
SPiM	
  (Stochas*c	
  Pi	
  	
  Machine)	
  language.	
  	
  Simula*ons	
  	
  
in	
  SPiM	
  assume	
  that	
  all	
  processes	
  are	
  uniformly	
  	
  
distributed	
  in	
  space,	
  and	
  interac*ons	
  between	
  	
  
processes	
  are	
  scheduled	
  randomly	
  based	
  on	
  	
  
concentra*ons	
  and	
  reac*on	
  rates.	
  Consequently,	
  it	
  	
  
cannot	
  accurately	
  model	
  reac*ons	
  that	
  do	
  not	
  occur	
  	
  
in	
  a	
  homogeneous	
  mixture.	
  In	
  order	
  to	
  address	
  this	
  	
  
limita*on,	
  our	
  new	
  language	
  places	
  mobile	
  processes	
  	
  
in	
  3D	
  space,	
  where	
  processes	
  can	
  interact	
  only	
  if	
  they	
  	
  
are	
  	
  within	
  communica*on	
  distance.	
  We	
  apply	
  our	
  	
  	
  
language	
  to	
  modeling	
  a	
  drug	
  delivery	
  nano-­‐system	
  in	
  	
  
collabora*on	
  with	
  Prof.	
  Libera	
  and	
  Prof.	
  Sukhishvili	
  	
  
From	
  CCBBME. 	
  
Drug	
  Delivery	
  System	
  Modeling	
  
1.	
  Drug	
  Delivery	
  System	
  
2.	
  	
  Our	
  Language	
  -­‐-­‐	
  Simula*on	
  
Background	
  
 Stochas*c	
  Pi	
  Machine	
  (SPiM)	
  
Our	
  Language	
  	
  
 New	
  Spa*al	
  Features	
  
• Process	
  state	
  includes	
  spa*al	
  informa*on	
  
– Each	
  process	
  has	
  a	
  posi*on	
  and	
  three	
  vectors	
  that	
  define	
  its	
  local	
  
system	
  of	
  coordinates	
  
• This	
  state	
  can	
  be	
  modified	
  by	
  applica*on	
  of	
  affine	
  maps	
  (transla*on,	
  
rota*on..)	
  	
  
– Simula*on	
  of	
  movement	
  (transla*on,	
  rota*ons)	
  
• Interac*ons	
  may	
  be	
  condi*oned	
  by	
  the	
  distance	
  between	
  two	
  
molecules	
  	
  
Graduate Student Research
Conference
October 6, 2010
Ongoing	
  work	
  
1.	
  New	
  features	
  (shapes)	
  
2.	
  Valida*on	
  (correctness	
  of	
  simula*on)	
  
3.	
  Improved	
  performance	
  of	
  simula*on	
  algorithm	
  
4.	
  Drug	
  delivery	
  system	
  modeling	
  (controlled	
  experiments)	
  

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Modeling Biological Processes with Stochastic, Spatial and Concurrent Simulations

  • 1. ddd   Stochas*c,  Spa*al  and  Concurrent  Biological  Processes  Modeling    Yifei  Bao,  Philippe  Bidinger,  Eduardo  Bonelli,  Vishakha  Sharma,     Jus*n  Sousa,  and  Peter  Zafonte   Advisor:  Adriana  B.    Compagnoni    Department  of  Computer  Science,  Schaefer  School  of  Engineering  and  Science,  Stevens  Ins*tute  of  Technology,   Hoboken,  NJ  07030   Introduc*on   We  define  and  implement  a  language  for  the     stochas*c  simula*on  of  biological  processes  with     spa*al  informa*on,  which  is  an  extension  of  the     SPiM  (Stochas*c  Pi    Machine)  language.    Simula*ons     in  SPiM  assume  that  all  processes  are  uniformly     distributed  in  space,  and  interac*ons  between     processes  are  scheduled  randomly  based  on     concentra*ons  and  reac*on  rates.  Consequently,  it     cannot  accurately  model  reac*ons  that  do  not  occur     in  a  homogeneous  mixture.  In  order  to  address  this     limita*on,  our  new  language  places  mobile  processes     in  3D  space,  where  processes  can  interact  only  if  they     are    within  communica*on  distance.  We  apply  our       language  to  modeling  a  drug  delivery  nano-­‐system  in     collabora*on  with  Prof.  Libera  and  Prof.  Sukhishvili     From  CCBBME.   Drug  Delivery  System  Modeling   1.  Drug  Delivery  System   2.    Our  Language  -­‐-­‐  Simula*on   Background    Stochas*c  Pi  Machine  (SPiM)   Our  Language      New  Spa*al  Features   • Process  state  includes  spa*al  informa*on   – Each  process  has  a  posi*on  and  three  vectors  that  define  its  local   system  of  coordinates   • This  state  can  be  modified  by  applica*on  of  affine  maps  (transla*on,   rota*on..)     – Simula*on  of  movement  (transla*on,  rota*ons)   • Interac*ons  may  be  condi*oned  by  the  distance  between  two   molecules     Graduate Student Research Conference October 6, 2010 Ongoing  work   1.  New  features  (shapes)   2.  Valida*on  (correctness  of  simula*on)   3.  Improved  performance  of  simula*on  algorithm   4.  Drug  delivery  system  modeling  (controlled  experiments)