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Workflows	
  for	
  biological	
  research	
  at	
  Notre	
  Dame	
  
Sandra	
  Gesing	
  
sandra.gesing@nd.edu	
  
Biological	
  Research	
  at	
  Notre	
  Dame	
  
•  genomics	
  
•  proteomics	
  
•  molecular	
  
simula0ons	
  
•  docking	
  
•  disease	
  	
  
modeling	
  
Black	
  Swallowtail	
  -­‐	
  larvae	
  and	
  bu9erfly	
  
Molecular	
  Simula@ons	
  and	
  Docking	
  
•  Predic0on	
  and	
  analysis	
  of	
  molecular	
  structures	
  
•  Numerous	
  applica0ons,	
  e.g.	
  	
  
–  Materials	
  science	
  
–  Drug	
  design	
  
	
  
ligands	
   target	
  
docking	
  
?	
  
Molecular	
  Simula@ons	
  and	
  Docking	
  
•  Predic0on	
  and	
  analysis	
  of	
  molecular	
  structures	
  
•  Numerous	
  applica0ons,	
  e.g.	
  	
  
–  Materials	
  science	
  
–  Drug	
  design	
  
	
  
ligands	
   target	
  
docking	
  
binding	
  energy	
  
scoring	
  	
  
func0ons	
  
binding	
  
pocket	
  
Disease	
  Modeling	
  
•  vector-­‐borne	
  diseases,	
  e.g.,	
  	
  
lympha0c	
  filariaris,	
  malaria	
  
•  mathema0cal	
  models	
  
•  predic0on	
  of	
  interven0ons	
  
•  data	
  on	
  weather,	
  	
  
demographics,	
  
interven0ons	
  
Biological	
  Research	
  at	
  Notre	
  Dame	
  
•  technologies	
  and	
  methods	
  for	
  crea0ng,	
  analyzing	
  and	
  
predic0on	
  of	
  data	
  available	
  
•  immense	
  amount	
  of	
  data,	
  e.g.,	
  
–  ZINC	
  database:	
  ~20	
  Mio	
  molecular	
  structures	
  	
  
–  Human	
  genome:	
  ~	
  3	
  Bio	
  DNA	
  base	
  pairs	
  
•  compute-­‐intensive	
  tasks	
  
Workflows	
  
•  a	
  sequence	
  of	
  connected	
  steps	
  in	
  a	
  defined	
  order	
  based	
  
on	
  their	
  control	
  and	
  data	
  dependencies	
  
12181 acatttctac caacagtgga tgaggttgtt
ggtctatgtt ctcaccaaat ttggtgttgt 12241
cagtctttta aattttaacc tttagagaag agtcatacag
tcaatagcct tttttagctt 12301 gaccatccta
atagatacac agtggtgtct cactgtgatt ttaatttgca
ttttcctgct 12361 gactaattat gttgagcttg
ttaccattta gacaacttca ttagagaag atagaatcaa
	
  Figure	
  copied	
  from:	
  Stuart	
  Owen	
  „Workflows	
  with	
  Taverna“	
  
Communi@es	
  
•  users	
  are	
  generally	
  not	
  IT	
  specialists	
  
MoSGrid	
  
Molecular	
  Simula0on	
  Grid	
  
•  science	
  gateway	
  integrated	
  with	
  underlying	
  compute	
  and	
  data	
  
management	
  infrastructure	
  	
   	
  	
  
•  distributed	
  workflow	
  	
  
management 	
  	
  
•  data	
  repository	
  
MoSGrid	
  
MoSGrid	
  
MoSGrid	
  –	
  Applica@on	
  Areas	
  
Molecular	
  Dynamics	
  
•  Study	
  and	
  simula0on	
  of	
  molecular	
  mo0on	
  
Quantum	
  Chemistry	
  
•  Study	
  and	
  simula0on	
  of	
  molecular	
  electronic	
  behavior	
  rela0ve	
  
to	
  their	
  chemical	
  reac0vity	
  
Docking	
  
•  Main	
  focus	
  on	
  evalua0on	
  of	
  ligand-­‐receptor	
  interac0ons	
  	
  
(e.g.,	
  for	
  drug	
  design)	
  
MoSGrid	
  
MoSGrid	
  
MoSGrid	
  
VectorBase	
  
VectorBase	
  
VectorBase	
  -­‐	
  Galaxy	
  
VectorBase	
  -­‐	
  Galaxy	
  
Disease	
  Modeling	
  –	
  Baysian	
  Model	
  
Disease	
  Modeling	
  –	
  Baysian	
  Model	
  
An	
  Old	
  Idea:	
  Makefiles	
  	
  
part1 part2 part3: input.data split.py
./split.py input.data
out1: part1 mysim.exe
./mysim.exe part1 >out1
out2: part2 mysim.exe
./mysim.exe part2 >out2
out3: part3 mysim.exe
./mysim.exe part3 >out3
result: out1 out2 out3 join.py
./join.py out1 out2 out3 > result
Slide	
  copied	
  from:	
  Douglas	
  Thain	
  „Toward	
  a	
  Common	
  Model	
  for	
  Highly	
  Concurrent	
  Applica0ons“	
  
Makeflow	
  =	
  Make	
  +	
  Workflow	
  
Makeflow	
  
Local	
   Condor	
   SGE	
  
Work	
  
Queue	
  
•  Provides	
  portability	
  across	
  batch	
  systems.	
  
•  Enable	
  parallelism	
  (but	
  not	
  too	
  much!)	
  
•  Fault	
  tolerance	
  at	
  mul0ple	
  scales.	
  
•  Data	
  and	
  resource	
  management.	
  
	
  
Slide	
  copied	
  from:	
  Douglas	
  Thain	
  „Toward	
  a	
  Common	
  Model	
  for	
  Highly	
  Concurrent	
  Applica0ons“	
  
Outlook	
  
•  crea0on	
  of	
  more	
  workflows	
  in	
  science	
  gateways	
  
•  integra0on	
  of	
  science	
  gateways	
  with	
  ICTBioMed	
  
infrastructure	
  
•  integra0on	
  of	
  Makeflow	
  and	
  ICTBioMed	
  infrastructure	
  
PARTNERS	
  

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Workflows for Biological Research at Notre Dame

  • 1. Workflows  for  biological  research  at  Notre  Dame   Sandra  Gesing   sandra.gesing@nd.edu  
  • 2. Biological  Research  at  Notre  Dame   •  genomics   •  proteomics   •  molecular   simula0ons   •  docking   •  disease     modeling   Black  Swallowtail  -­‐  larvae  and  bu9erfly  
  • 3. Molecular  Simula@ons  and  Docking   •  Predic0on  and  analysis  of  molecular  structures   •  Numerous  applica0ons,  e.g.     –  Materials  science   –  Drug  design     ligands   target   docking   ?  
  • 4. Molecular  Simula@ons  and  Docking   •  Predic0on  and  analysis  of  molecular  structures   •  Numerous  applica0ons,  e.g.     –  Materials  science   –  Drug  design     ligands   target   docking   binding  energy   scoring     func0ons   binding   pocket  
  • 5. Disease  Modeling   •  vector-­‐borne  diseases,  e.g.,     lympha0c  filariaris,  malaria   •  mathema0cal  models   •  predic0on  of  interven0ons   •  data  on  weather,     demographics,   interven0ons  
  • 6. Biological  Research  at  Notre  Dame   •  technologies  and  methods  for  crea0ng,  analyzing  and   predic0on  of  data  available   •  immense  amount  of  data,  e.g.,   –  ZINC  database:  ~20  Mio  molecular  structures     –  Human  genome:  ~  3  Bio  DNA  base  pairs   •  compute-­‐intensive  tasks  
  • 7. Workflows   •  a  sequence  of  connected  steps  in  a  defined  order  based   on  their  control  and  data  dependencies   12181 acatttctac caacagtgga tgaggttgtt ggtctatgtt ctcaccaaat ttggtgttgt 12241 cagtctttta aattttaacc tttagagaag agtcatacag tcaatagcct tttttagctt 12301 gaccatccta atagatacac agtggtgtct cactgtgatt ttaatttgca ttttcctgct 12361 gactaattat gttgagcttg ttaccattta gacaacttca ttagagaag atagaatcaa  Figure  copied  from:  Stuart  Owen  „Workflows  with  Taverna“  
  • 8. Communi@es   •  users  are  generally  not  IT  specialists  
  • 9. MoSGrid   Molecular  Simula0on  Grid   •  science  gateway  integrated  with  underlying  compute  and  data   management  infrastructure         •  distributed  workflow     management     •  data  repository  
  • 12. MoSGrid  –  Applica@on  Areas   Molecular  Dynamics   •  Study  and  simula0on  of  molecular  mo0on   Quantum  Chemistry   •  Study  and  simula0on  of  molecular  electronic  behavior  rela0ve   to  their  chemical  reac0vity   Docking   •  Main  focus  on  evalua0on  of  ligand-­‐receptor  interac0ons     (e.g.,  for  drug  design)  
  • 20. Disease  Modeling  –  Baysian  Model  
  • 21. Disease  Modeling  –  Baysian  Model  
  • 22. An  Old  Idea:  Makefiles     part1 part2 part3: input.data split.py ./split.py input.data out1: part1 mysim.exe ./mysim.exe part1 >out1 out2: part2 mysim.exe ./mysim.exe part2 >out2 out3: part3 mysim.exe ./mysim.exe part3 >out3 result: out1 out2 out3 join.py ./join.py out1 out2 out3 > result Slide  copied  from:  Douglas  Thain  „Toward  a  Common  Model  for  Highly  Concurrent  Applica0ons“  
  • 23. Makeflow  =  Make  +  Workflow   Makeflow   Local   Condor   SGE   Work   Queue   •  Provides  portability  across  batch  systems.   •  Enable  parallelism  (but  not  too  much!)   •  Fault  tolerance  at  mul0ple  scales.   •  Data  and  resource  management.     Slide  copied  from:  Douglas  Thain  „Toward  a  Common  Model  for  Highly  Concurrent  Applica0ons“  
  • 24. Outlook   •  crea0on  of  more  workflows  in  science  gateways   •  integra0on  of  science  gateways  with  ICTBioMed   infrastructure   •  integra0on  of  Makeflow  and  ICTBioMed  infrastructure