SlideShare uma empresa Scribd logo
1 de 16
Baixar para ler offline
Applying	
  innova,ve	
  commercial	
  technology	
  to	
  
deliver	
  on	
  the	
  promise	
  of	
  personalized	
  medicine	
  

	
  

Enakshi	
  Singh,	
  M.Sc.	
  
SAP	
  Product	
  Management	
  	
  
SAP	
  HANA	
  Pla6orm	
  for	
  Healthcare	
  
Public	
  
SAP powers analytics that

SAP customers represent
86% of Global Fortune
500 companies.

74% of the world’s
transaction revenue
touches an SAP system.

Our customers
produce more than

82% of the world’s
medical devices.

track more than 6 billion
U.S. stock trades per day to
identify fraud and protect
investors.

Our customers
distribute more than

76% of the world’s
healthcare products.

Our customers
produce more than
77% of the world’s
beer.
Public	
  
 
	
  

But	
  can	
  you	
  apply	
  the	
  latest	
  
technology	
  developments	
  and	
  
capabili>es	
  to	
  further	
  healthcare	
  
research?	
  
Dr. Hasso Plattner,
Founder and Chairman of SAP
Supervisory Board

Public	
  
Our	
  Vision:	
  Enable	
  Personalized	
  
Medicine	
  	
  
Lifestyle	
  Data	
  
SAP	
  HANA	
  	
  
Pla@orm	
  
For	
  
Healthcare	
  

Clinical	
  Data	
  
(EMRs)	
  

Biological	
  Data	
  
(-­‐Omics	
  Data	
  +	
  
Annota>ons)	
  

Can	
  we	
  interpret	
  all	
  pa>ent	
  data	
  
during	
  a	
  pa>ent’s	
  visit?	
  

Real-­‐>me	
  Data	
  	
  
Capture	
  &	
  Analysis	
  

All	
  Relevant	
  Medical	
  	
  
Informa>on	
  
Public	
  
Vision:	
  SAP	
  HANA	
  Healthcare	
  
Pla6orm	
  
Informa>on	
  and	
  Feedback	
  within	
  the	
  Window	
  of	
  Opportunity	
  

Pa>ents	
  

Doctors	
  

Insurers	
  

Researchers	
  

Real-­‐Time	
  Data	
  Capture	
  
and	
  Analysis	
  
SAP	
  HANA	
  Healthcare	
  Pla6orm	
  
Biological	
  Data	
  
(e.g.	
  genomics)	
  

Clinical	
  Data	
  
(e.g.	
  EMRs)	
  

Lifestyle	
  Data	
  
(Care	
  Circles)	
  
Lifestyle	
  Data	
  

...

All	
  Relevant	
  Medical	
  Informa>on	
  
Public	
  
In-­‐Memory	
  Technology	
  Building	
  
Blocks	
  
●
●
●
●

Read Event
Read Event
Repositories
Repositories

Combined	
  column	
  
and	
  row	
  store	
  	
  

+	
  

up to 2.000
up to 2.000
requests
requests
per second
per second

Minimal	
  
projec>ons	
  

Any	
  aVribute	
  
as	
  index	
  

Bulk	
  load	
  

Discovery Service
Discovery Service

Mul>-­‐core/	
  
paralleliza>on	
  

SAP HANA
SAP HANA

No	
  aggregate	
  
tables	
  
On-­‐the-­‐fly	
  
extensibility	
  
Map	
  reduce	
  

P
P

t	
  

A
A

Lightweight	
  
Compression	
  

Par>>oning	
  

SQL	
  

Analy>cs	
  on	
  
historical	
  data	
  
Single	
  and	
  
mul>-­‐tenancy	
  
Object	
  to	
  	
  
rela>onal	
  
mapping	
  
	
  
Group	
  Key	
  

SQL	
  interface	
  on	
  
columns	
  &	
  rows	
  
Reduc>on	
  of	
  
layers	
  

x
x

P

Ac>ve/passive	
  
data	
  store	
  
Dynamic	
  mul>-­‐
threading	
  
within	
  nodes	
  

+	
  +	
  +	
  

up to 8.000 read
up to 8.000 read
event notifications
event notifications
per second
per second

Insert	
  only	
  
for	
  >me	
  travel	
  

+	
  
+	
  
+	
  +	
  
A

Verification
Verification
Services
Services

T	
  

Text	
  Retrieval	
  
and	
  Extrac>on	
  
No	
  disk	
  

Public	
  
●
●
●
●

Read Event
Read Event
Repositories
Repositories

Verification
Verification
Services
Services

SAP	
  HANA	
  Database	
  Technology	
  

up to 8.000 read
up to 8.000 read
event notifications
event notifications
per second
per second

up to 2.000
up to 2.000
requests
requests
per second
per second

Discovery Service
Discovery Service

T	
  
SAP HANA
SAP HANA

Bulk	
  load	
  	
  P A
A
P
Fast	
  inser,on	
  of	
  	
  large	
  
genomic	
  datasets	
  or	
  
other	
  relevant	
  
datasets	
  
	
  

Text	
  Retrieval	
  
and	
  Extrac>on	
  
Search	
  doctor’s	
  notes,	
  
diagnoses,	
  etc.
(unstructured	
  data)	
  
	
  

Lightweight	
  
Compression	
  
Fit	
  big	
  data	
  in	
  main	
  
memory	
  while	
  
allowing	
  fast	
  retrieval	
  
	
  

SQL	
  
+	
  +	
  +	
  
Mul>-­‐core/	
  
paralleliza>on	
  
Speedup	
  of	
  relevant	
  
queries	
  across	
  many	
  
nodes	
  

SQL	
  interface	
  on	
  
columns	
  &	
  rows	
  
Easily	
  connect	
  
with	
  other	
  tools	
  
(e.g.	
  Rstudio)	
  

On-­‐the-­‐fly	
  
extensibility	
  
Adap,ng	
  to	
  new	
  
format	
  requirements	
  
without	
  going	
  offline	
  
(e.g.	
  changing	
  VCF	
  
files)	
  
Public	
  
Genomics	
  &	
  Big	
  Data	
  

Public	
  
SAP	
  and	
  Stanford	
  

Human	
  Popula>on	
  Genomics	
  and	
  Global	
  Health	
  
“	
   ”	
  

"We	
  have	
  been	
  thrilled	
  to	
  work	
  with	
  SAP	
  and	
  HPI	
  on	
  a	
  collabora,on	
  to	
  accelerate	
  DNA	
  sequence	
  analysis.	
  In	
  our	
  pilot	
  
projects,	
  we	
  are	
  seeing	
  drama,c	
  speedups	
  in	
  compu,ng	
  on	
  human	
  genome	
  varia,on	
  data	
  from	
  many	
  samples.	
  We	
  are	
  
dreaming	
  of	
  what	
  will	
  soon	
  be	
  possible	
  as	
  we	
  integrate	
  phenotype,	
  genomics,	
  proteomics,	
  and	
  expose	
  data	
  to	
  empower	
  
complex	
  trait	
  mapping	
  using	
  millions	
  of	
  health	
  records.”	
  	
  

-­‐	
  Professor	
  Carlos	
  D.	
  Bustamante	
  at	
  the	
  Stanford	
  University	
  School	
  of	
  Medicine	
  	
  
	
  

Dr. Carlos D.
Bustamante

  Analyze	
  genome	
  wide	
  paVerns	
  of	
  varia>on	
  within	
  and	
  
between	
  species	
  to	
  address	
  fundamental	
  ques>ons	
  in	
  
biology,	
  anthropology,	
  and	
  medicine:	
  implica,ons	
  for	
  global	
  
health	
  and	
  disease	
  

SAP	
  HANA	
  to	
  contribute	
  to	
  all	
  parts	
  of	
  computa>onal	
  pipeline	
  	
  
Sequencing	
  

Pa>ent	
  
Samples	
  

Alignment	
  

Raw	
  DNA	
  
Reads	
  

	
  
Mapped	
  
Genome	
  

Variant	
  Calling	
  

Annota,on	
  and	
  Analysis	
  

Discovered	
  	
  
Variants	
  

Follow-­‐up	
  
and	
  
Valida>on	
  
Public	
  
SAP	
  HANA	
  for	
  Healthcare:	
  	
  
Genome	
  Analysis	
  Applica>on	
  
Computa>onal	
  Pipeline	
  
e.g.	
  Bioinforma>cian	
  

Sequencing	
  Service/Lab	
  
e.g.	
  Biologist	
  
Sequencing	
  

Pa>ent	
  
Samples	
  

• 

Alignment	
  

Raw	
  DNA	
  
Reads	
  

Computa>onal	
  Analysis	
  
e.g.	
  Clinicians	
  AND	
  Researchers	
  

Variant	
  Calling	
  

Mapped	
  
Genome	
  

Annota,on	
  and	
  Analysis	
  

Discovered	
  	
  
Variants	
  

Follow-­‐up	
  
and	
  
Valida>on	
  

All	
  steps	
  a`er	
  sequencing	
  will	
  be	
  supported	
  within	
  the	
  genome	
  analysis	
  
applica>on	
  (from	
  raw	
  DNA	
  reads	
  to	
  annota>on	
  &	
  analysis)	
  
-  	
  

Real-­‐>me	
  analyses	
  of	
  large-­‐scale	
  genome	
  variant	
  datasets	
  

- 

Implement	
  read	
  alignment,	
  variant	
  calling	
  &	
  all	
  other	
  relevant	
  “-­‐omic”	
  algorithms	
  in	
  
HANA	
  database	
  	
  

- 

Create	
  data	
  models	
  to	
  have	
  readily	
  available	
  latest	
  annota>ons	
  (literature/metadata)	
  
from	
  open-­‐source	
  (and	
  poten>ally	
  commercial)	
  biological	
  databases	
  	
  
Public	
  
 
SAP	
  and	
  NCT	
  

• 

Medical	
  Explorer	
  For	
  ALL	
  Pa>ent	
  Data	
  
The National Center for Tumor Diseases (NCT) Heidelberg provides patient
	
  
care, cancer research and cancer prevention united under one roof.

•  Integrated content from various
sources of structured (tumor
documentation, medical
records, clinical trials) and
unstructured (doctor letters,
treatment guidelines, trial
reports, publications) nature.
•  Medical records from 150,000
patients and 3,600,000
interactions, and a selection of
doctor letters from 120 doctors
A	
  search	
  for	
  lung	
  carcinoma	
  pa>ents	
  (only	
  NSCLC)	
  with	
  an	
  overexpressed	
  Epidermal	
  Growth	
  Factor	
  Receptor	
  (EGFR)	
  known	
  to	
  be	
  a	
  target	
  for	
  
Tyrosine	
  Kinase	
  Inhibitors	
  (TKIs)	
  which	
  inhibit	
  the	
  EGFR	
  pathway.	
  In	
  this	
  example,	
  the	
  informa>on	
  on	
  	
  EGFR	
  is	
  gathered	
  by	
  a	
  seman>c	
  text	
  analysis	
  
of	
  the	
  pa>ents’	
  doctor	
  leVers.	
  
Public	
  
Co-­‐Innova>on:	
  	
  
SAP	
  &	
  PHEMI	
  Health	
  Systems	
  
The	
  speed	
  of	
  SAP	
  HANA	
  and	
  the	
  Privacy	
  by	
  Design	
  infrastructure	
  of	
  
PHEMI	
  Health	
  Systems	
  will	
  allow	
  healthcare	
  professionals	
  to	
  analyze	
  
vast	
  amounts	
  of	
  data	
  thereby	
  enabling:	
  
•  Lower	
  costs	
  by	
  quickly	
  discovering	
  what	
  works	
  and	
  what	
  doesn’t.	
  
•  Improve	
  pa,ent	
  care	
  by	
  analyzing	
  a	
  pa>ent’s	
  DNA	
  sequence	
  and	
  
using	
  that	
  informa>on	
  to	
  decide	
  on	
  the	
  op>mal	
  drug,	
  thereby	
  
personalizing	
  the	
  pa>ent’s	
  treatment.	
  
•  Reduce	
  wait	
  ,mes	
  by	
  improving	
  hospital	
  clinic	
  efficiency	
  and	
  
forecas>ng	
  popula>on	
  health	
  to	
  determine	
  where	
  and	
  when	
  to	
  
increase	
  health	
  care	
  capacity	
  
•  Provide	
  privacy	
  of	
  sensi>ve	
  pa>ent	
  informa>on,	
  an	
  impera>ve	
  in	
  
healthcare.	
  	
  

Public	
  
New	
  Ways	
  of	
  Real-­‐Time	
  Collabora>ve	
  
Personalized	
  Medicine	
  

Public	
  
Thank	
  you	
  
Contact	
  informa>on:	
  
hana-­‐healthcare-­‐pla6orm@sap.com	
  
Enakshi	
  Singh	
  
Enakshi.Singh@sap.com	
  
	
  
©	
  2012	
  SAP	
  AG.	
  All	
  rights	
  reserved.	
  

No	
  part	
  of	
  this	
  publica>on	
  may	
  be	
  reproduced	
  or	
  transmiVed	
  in	
  any	
  form	
  or	
  for	
  any	
  purpose	
  without	
  
the	
  express	
  permission	
  of	
  SAP	
  AG.	
  The	
  informa>on	
  contained	
  herein	
  may	
  be	
  changed	
  without	
  prior	
  
no>ce.	
  
Some	
  so`ware	
  products	
  marketed	
  by	
  SAP	
  AG	
  and	
  its	
  distributors	
  contain	
  proprietary	
  so`ware	
  
components	
  of	
  other	
  so`ware	
  vendors.	
  
Microso`,	
  Windows,	
  Excel,	
  Outlook,	
  PowerPoint,	
  Silverlight,	
  and	
  Visual	
  Studio	
  are	
  registered	
  
trademarks	
  of	
  Microso`	
  Corpora>on.	
  	
  
IBM,	
  DB2,	
  DB2	
  Universal	
  Database,	
  System	
  i,	
  System	
  i5,	
  System	
  p,	
  System	
  p5,	
  System	
  x,	
  System	
  z,	
  
System	
  z10,	
  z10,	
  z/VM,	
  z/OS,	
  OS/390,	
  zEnterprise,	
  PowerVM,	
  Power	
  Architecture,	
  Power	
  Systems,	
  
POWER7,	
  POWER6+,	
  POWER6,	
  POWER,	
  PowerHA,	
  pureScale,	
  PowerPC,	
  BladeCenter,	
  System	
  Storage,	
  
Storwize,	
  XIV,	
  GPFS,	
  HACMP,	
  RETAIN,	
  DB2	
  Connect,	
  RACF,	
  Redbooks,	
  OS/2,	
  AIX,	
  Intelligent	
  Miner,	
  
WebSphere,	
  Tivoli,	
  Informix,	
  and	
  Smarter	
  Planet	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  IBM	
  
Corpora>on.	
  
Linux	
  is	
  the	
  registered	
  trademark	
  of	
  Linus	
  Torvalds	
  in	
  the	
  United	
  States	
  and	
  other	
  countries.	
  
Adobe,	
  the	
  Adobe	
  logo,	
  Acrobat,	
  PostScript,	
  and	
  Reader	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  
Adobe	
  Systems	
  Incorporated	
  in	
  the	
  United	
  States	
  and	
  other	
  countries.	
  
Oracle	
  and	
  Java	
  are	
  registered	
  trademarks	
  of	
  Oracle	
  and	
  its	
  affiliates.	
  
UNIX,	
  X/Open,	
  OSF/1,	
  and	
  Mo>f	
  are	
  registered	
  trademarks	
  of	
  the	
  Open	
  Group.	
  
Citrix,	
  ICA,	
  Program	
  Neighborhood,	
  MetaFrame,	
  WinFrame,	
  VideoFrame,	
  and	
  Mul>Win	
  	
  
are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  Citrix	
  Systems	
  Inc.	
  
HTML,	
  XML,	
  XHTML,	
  and	
  W3C	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  W3C®,	
  	
  
World	
  Wide	
  Web	
  Consor>um,	
  MassachuseVs	
  Ins>tute	
  of	
  Technology.	
  	
  
Apple,	
  App	
  Store,	
  iBooks,	
  iPad,	
  iPhone,	
  iPhoto,	
  iPod,	
  iTunes,	
  Mul>-­‐Touch,	
  Objec>ve-­‐C,	
  Re>na,	
  Safari,	
  
Siri,	
  and	
  Xcode	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  Apple	
  Inc.	
  
IOS	
  is	
  a	
  registered	
  trademark	
  of	
  Cisco	
  Systems	
  Inc.	
  
RIM,	
  BlackBerry,	
  BBM,	
  BlackBerry	
  Curve,	
  BlackBerry	
  Bold,	
  BlackBerry	
  Pearl,	
  BlackBerry	
  Torch,	
  
BlackBerry	
  Storm,	
  BlackBerry	
  Storm2,	
  BlackBerry	
  PlayBook,	
  and	
  BlackBerry	
  App	
  World	
  are	
  
trademarks	
  or	
  registered	
  trademarks	
  of	
  Research	
  in	
  Mo>on	
  Limited.	
  

Google	
  App	
  Engine,	
  Google	
  Apps,	
  Google	
  Checkout,	
  Google	
  Data	
  API,	
  Google	
  Maps,	
  Google	
  Mobile	
  
Ads,	
  Google	
  Mobile	
  Updater,	
  Google	
  Mobile,	
  Google	
  Store,	
  Google	
  Sync,	
  Google	
  Updater,	
  Google	
  
Voice,	
  Google	
  Mail,	
  Gmail,	
  YouTube,	
  Dalvik	
  and	
  Android	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  
Google	
  Inc.	
  
INTERMEC	
  is	
  a	
  registered	
  trademark	
  of	
  Intermec	
  Technologies	
  Corpora>on.	
  
Wi-­‐Fi	
  is	
  a	
  registered	
  trademark	
  of	
  Wi-­‐Fi	
  Alliance.	
  
Bluetooth	
  is	
  a	
  registered	
  trademark	
  of	
  Bluetooth	
  SIG	
  Inc.	
  
Motorola	
  is	
  a	
  registered	
  trademark	
  of	
  Motorola	
  Trademark	
  Holdings	
  LLC.	
  	
  
Computop	
  is	
  a	
  registered	
  trademark	
  of	
  Computop	
  Wirtscha`sinforma>k	
  GmbH.	
  
SAP,	
  R/3,	
  SAP	
  NetWeaver,	
  Duet,	
  PartnerEdge,	
  ByDesign,	
  SAP	
  BusinessObjects	
  Explorer,	
  StreamWork,	
  
SAP	
  HANA,	
  and	
  other	
  SAP	
  products	
  and	
  services	
  men>oned	
  herein	
  as	
  well	
  as	
  their	
  respec>ve	
  logos	
  
are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  SAP	
  AG	
  in	
  Germany	
  and	
  other	
  countries.	
  
Business	
  Objects	
  and	
  the	
  Business	
  Objects	
  logo,	
  BusinessObjects,	
  Crystal	
  Reports,	
  Crystal	
  Decisions,	
  
Web	
  Intelligence,	
  Xcelsius,	
  and	
  other	
  Business	
  Objects	
  products	
  and	
  services	
  men>oned	
  herein	
  as	
  
well	
  as	
  their	
  respec>ve	
  logos	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  of	
  Business	
  Objects	
  So`ware	
  
Ltd.	
  Business	
  Objects	
  is	
  an	
  SAP	
  company.	
  
Sybase	
  and	
  Adap>ve	
  Server,	
  iAnywhere,	
  Sybase	
  365,	
  SQL	
  Anywhere,	
  and	
  other	
  Sybase	
  products	
  and	
  
services	
  men>oned	
  herein	
  as	
  well	
  as	
  their	
  respec>ve	
  logos	
  are	
  trademarks	
  or	
  registered	
  trademarks	
  
of	
  Sybase	
  Inc.	
  Sybase	
  is	
  an	
  SAP	
  company.	
  
Crossgate,	
  m@gic	
  EDDY,	
  B2B	
  360°,	
  and	
  B2B	
  360°	
  Services	
  are	
  registered	
  trademarks	
  of	
  Crossgate	
  AG	
  
in	
  Germany	
  and	
  other	
  countries.	
  Crossgate	
  is	
  an	
  SAP	
  company.	
  
All	
  other	
  product	
  and	
  service	
  names	
  men>oned	
  are	
  the	
  trademarks	
  of	
  their	
  respec>ve	
  companies.	
  
Data	
  contained	
  in	
  this	
  document	
  serves	
  informa>onal	
  purposes	
  only.	
  Na>onal	
  product	
  specifica>ons	
  
may	
  vary.	
  
The	
  informa>on	
  in	
  this	
  document	
  is	
  proprietary	
  to	
  SAP.	
  No	
  part	
  of	
  this	
  document	
  may	
  be	
  
reproduced,	
  copied,	
  or	
  transmiVed	
  in	
  any	
  form	
  or	
  for	
  any	
  purpose	
  without	
  the	
  express	
  prior	
  wriVen	
  
permission	
  of	
  SAP	
  AG.	
  

Public	
  
©	
  2012	
  SAP	
  AG.	
  Alle	
  Rechte	
  vorbehalten.	
  

Weitergabe	
  und	
  Vervielfäl>gung	
  dieser	
  Publika>on	
  oder	
  von	
  Teilen	
  daraus	
  sind,	
  zu	
  welchem	
  Zweck	
  
und	
  in	
  welcher	
  Form	
  auch	
  immer,	
  ohne	
  die	
  ausdrückliche	
  schri`liche	
  Genehmigung	
  durch	
  SAP	
  AG	
  
nicht	
  gestaVet.	
  In	
  dieser	
  Publika>on	
  enthaltene	
  Informa>onen	
  können	
  ohne	
  vorherige	
  Ankündigung	
  
geändert	
  werden.	
  

Google	
  App	
  Engine,	
  Google	
  Apps,	
  Google	
  Checkout,	
  Google	
  Data	
  API,	
  Google	
  Maps,	
  Google	
  Mobile	
  
Ads,	
  Google	
  Mobile	
  Updater,	
  Google	
  Mobile,	
  Google	
  Store,	
  Google	
  Sync,	
  Google	
  Updater,	
  Google	
  
Voice,	
  Google	
  Mail,	
  Gmail,	
  YouTube,	
  Dalvik	
  und	
  Android	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  von	
  
Google	
  Inc.	
  

Die	
  von	
  SAP	
  AG	
  oder	
  deren	
  Vertriebsfirmen	
  angebotenen	
  So`wareprodukte	
  können	
  
So`warekomponenten	
  auch	
  anderer	
  So`warehersteller	
  enthalten.	
  

INTERMEC	
  ist	
  eine	
  eingetragene	
  Marke	
  der	
  Intermec	
  Technologies	
  Corpora>on.	
  

Microso`,	
  Windows,	
  Excel,	
  Outlook,	
  PowerPoint,	
  Silverlight	
  und	
  Visual	
  Studio	
  sind	
  eingetragene	
  
Marken	
  der	
  Microso`	
  Corpora>on.	
  	
  
IBM,	
  DB2,	
  DB2	
  Universal	
  Database,	
  System	
  i,	
  System	
  i5,	
  System	
  p,	
  System	
  p5,	
  System	
  x,	
  System	
  z,	
  
System	
  z10,	
  z10,	
  z/VM,	
  z/OS,	
  OS/390,	
  zEnterprise,	
  PowerVM,	
  Power	
  Architecture,	
  Power	
  Systems,	
  
POWER7,	
  POWER6+,	
  POWER6,	
  POWER,	
  PowerHA,	
  pureScale,	
  PowerPC,	
  BladeCenter,	
  System	
  Storage,	
  
Storwize,	
  XIV,	
  GPFS,	
  HACMP,	
  RETAIN,	
  DB2	
  Connect,	
  RACF,	
  Redbooks,	
  OS/2,	
  AIX,	
  Intelligent	
  Miner,	
  
WebSphere,	
  Tivoli,	
  Informix	
  und	
  Smarter	
  Planet	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  der	
  IBM	
  
Corpora>on.	
  
Linux	
  ist	
  eine	
  eingetragene	
  Marke	
  von	
  Linus	
  Torvalds	
  in	
  den	
  USA	
  und	
  anderen	
  Ländern.	
  
Adobe,	
  das	
  Adobe-­‐Logo,	
  Acrobat,	
  PostScript	
  und	
  Reader	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  von	
  
Adobe	
  Systems	
  Incorporated	
  in	
  den	
  USA	
  und/oder	
  anderen	
  Ländern.	
  
Oracle	
  und	
  Java	
  sind	
  eingetragene	
  Marken	
  von	
  Oracle	
  und/oder	
  ihrer	
  Tochtergesellscha`en.	
  	
  
UNIX,	
  X/Open,	
  OSF/1	
  und	
  Mo>f	
  sind	
  eingetragene	
  Marken	
  der	
  Open	
  Group.	
  
Citrix,	
  ICA,	
  Program	
  Neighborhood,	
  MetaFrame,	
  WinFrame,	
  VideoFrame	
  und	
  Mul>Win	
  	
  
sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  von	
  Citrix	
  Systems,	
  Inc.	
  
HTML,	
  XML,	
  XHTML	
  und	
  W3C	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  des	
  W3C®,	
  	
  
World	
  Wide	
  Web	
  Consor>um,	
  MassachuseVs	
  Ins>tute	
  of	
  Technology.	
  	
  
Apple,	
  App	
  Store,	
  iBooks,	
  iPad,	
  iPhone,	
  iPhoto,	
  iPod,	
  iTunes,	
  Mul>-­‐Touch,	
  Objec>ve-­‐C,	
  Re>na,	
  Safari,	
  
Siri	
  und	
  Xcode	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  der	
  Apple	
  Inc.	
  
IOS	
  ist	
  eine	
  eingetragene	
  Marke	
  von	
  Cisco	
  Systems	
  Inc.	
  
RIM,	
  BlackBerry,	
  BBM,	
  BlackBerry	
  Curve,	
  BlackBerry	
  Bold,	
  BlackBerry	
  Pearl,	
  BlackBerry	
  Torch,	
  
BlackBerry	
  Storm,	
  BlackBerry	
  Storm2,	
  BlackBerry	
  PlayBook	
  und	
  BlackBerry	
  App	
  World	
  sind	
  Marken	
  
oder	
  eingetragene	
  Marken	
  von	
  Research	
  in	
  Mo>on	
  Limited.	
  

Wi-­‐Fi	
  ist	
  eine	
  eingetragene	
  Marke	
  der	
  Wi-­‐Fi	
  Alliance.	
  
Bluetooth	
  ist	
  eine	
  eingetragene	
  Marke	
  von	
  Bluetooth	
  SIG	
  Inc.	
  
Motorola	
  ist	
  eine	
  eingetragene	
  Marke	
  von	
  Motorola	
  Trademark	
  Holdings,	
  LLC.	
  	
  
Computop	
  ist	
  eine	
  eingetragene	
  Marke	
  der	
  Computop	
  Wirtscha`sinforma>k	
  GmbH.	
  
SAP,	
  R/3,	
  SAP	
  NetWeaver,	
  Duet,	
  PartnerEdge,	
  ByDesign,	
  SAP	
  BusinessObjects	
  Explorer,	
  StreamWork,	
  
SAP	
  HANA	
  und	
  weitere	
  im	
  Text	
  erwähnte	
  SAP-­‐Produkte	
  und	
  -­‐Dienst-­‐leistungen	
  sowie	
  die	
  
entsprechenden	
  Logos	
  sind	
  Marken	
  oder	
  eingetragene	
  Marken	
  der	
  SAP	
  AG	
  in	
  Deutschland	
  und	
  
anderen	
  Ländern.	
  
Business	
  Objects	
  und	
  das	
  Business-­‐Objects-­‐Logo,	
  BusinessObjects,	
  Crystal	
  Reports,	
  Crystal	
  Decisions,	
  
Web	
  Intelligence,	
  Xcelsius	
  und	
  andere	
  im	
  Text	
  erwähnte	
  Business-­‐Objects-­‐Produkte	
  und	
  -­‐
Dienstleistungen	
  sowie	
  die	
  entsprechenden	
  Logos	
  sind	
  Marken	
  	
  
oder	
  eingetragene	
  Marken	
  der	
  Business	
  Objects	
  So`ware	
  Ltd.	
  Business	
  Objects	
  ist	
  ein	
  Unternehmen	
  
der	
  SAP	
  AG.	
  
Sybase	
  und	
  Adap>ve	
  Server,	
  iAnywhere,	
  Sybase	
  365,	
  SQL	
  Anywhere	
  und	
  weitere	
  im	
  Text	
  erwähnte	
  
Sybase-­‐Produkte	
  und	
  -­‐Dienstleistungen	
  sowie	
  die	
  entsprechenden	
  Logos	
  sind	
  Marken	
  oder	
  
eingetragene	
  Marken	
  der	
  Sybase	
  Inc.	
  Sybase	
  ist	
  ein	
  Unternehmen	
  der	
  
SAP	
  AG.	
  
Crossgate,	
  m@gic	
  EDDY,	
  B2B	
  360°,	
  B2B	
  360°	
  Services	
  sind	
  eingetragene	
  Marken	
  	
  
der	
  Crossgate	
  AG	
  in	
  Deutschland	
  und	
  anderen	
  Ländern.	
  Crossgate	
  ist	
  ein	
  Unternehmen	
  der	
  SAP	
  AG.	
  
Alle	
  anderen	
  Namen	
  von	
  Produkten	
  und	
  Dienstleistungen	
  sind	
  Marken	
  der	
  jeweiligen	
  Firmen.	
  Die	
  
Angaben	
  im	
  Text	
  sind	
  unverbindlich	
  und	
  dienen	
  lediglich	
  zu	
  Informa>ons-­‐zwecken.	
  Produkte	
  können	
  
länderspezifische	
  Unterschiede	
  aufweisen.	
  
Die	
  in	
  dieser	
  Publika>on	
  enthaltene	
  Informa>on	
  ist	
  Eigentum	
  der	
  SAP.	
  Weitergabe	
  und	
  
Vervielfäl>gung	
  dieser	
  Publika>on	
  oder	
  von	
  Teilen	
  daraus	
  sind,	
  zu	
  welchem	
  Zweck	
  und	
  	
  
in	
  welcher	
  Form	
  auch	
  immer,	
  nur	
  mit	
  ausdrücklicher	
  schri`licher	
  Genehmigung	
  durch	
  	
  
SAP	
  AG	
  gestaVet.	
  

Public	
  

Mais conteúdo relacionado

Destaque

Informatica 1r eso
Informatica 1r esoInformatica 1r eso
Informatica 1r esolopdav13
 
Trimester Project - Need Solution - Ur Call Away – 9582940966
Trimester Project - Need Solution - Ur Call Away – 9582940966Trimester Project - Need Solution - Ur Call Away – 9582940966
Trimester Project - Need Solution - Ur Call Away – 9582940966gYpr in
 
Imagining the Future through Social Media as a Tool for Social Innovation (E...
Imagining the Future through  Social Media as a Tool for Social Innovation (E...Imagining the Future through  Social Media as a Tool for Social Innovation (E...
Imagining the Future through Social Media as a Tool for Social Innovation (E...Mario Guillo
 
грибной суп
грибной супгрибной суп
грибной супsombreleor
 
Wal mart'ın ticaret dahisi[1]
Wal mart'ın ticaret dahisi[1]Wal mart'ın ticaret dahisi[1]
Wal mart'ın ticaret dahisi[1]Tuncer Arslan
 
A small sampling of my photograpic work from the Austin area.
A small sampling of my photograpic work from the Austin area.A small sampling of my photograpic work from the Austin area.
A small sampling of my photograpic work from the Austin area.Joe Mizera
 
El misterioso caso del IES Gran Capitán
El misterioso caso del IES Gran CapitánEl misterioso caso del IES Gran Capitán
El misterioso caso del IES Gran CapitánBelusorum
 
Comunicación elvira
Comunicación  elviraComunicación  elvira
Comunicación elviramabele1966
 

Destaque (12)

Main sinonim bahasa melayu
Main sinonim bahasa melayuMain sinonim bahasa melayu
Main sinonim bahasa melayu
 
Informatica 1r eso
Informatica 1r esoInformatica 1r eso
Informatica 1r eso
 
Trimester Project - Need Solution - Ur Call Away – 9582940966
Trimester Project - Need Solution - Ur Call Away – 9582940966Trimester Project - Need Solution - Ur Call Away – 9582940966
Trimester Project - Need Solution - Ur Call Away – 9582940966
 
Imagining the Future through Social Media as a Tool for Social Innovation (E...
Imagining the Future through  Social Media as a Tool for Social Innovation (E...Imagining the Future through  Social Media as a Tool for Social Innovation (E...
Imagining the Future through Social Media as a Tool for Social Innovation (E...
 
грибной суп
грибной супгрибной суп
грибной суп
 
Wal mart'ın ticaret dahisi[1]
Wal mart'ın ticaret dahisi[1]Wal mart'ın ticaret dahisi[1]
Wal mart'ın ticaret dahisi[1]
 
Resume_Laxmikant
Resume_LaxmikantResume_Laxmikant
Resume_Laxmikant
 
TalentLumen - Employer Branding Consultants - db
TalentLumen - Employer Branding Consultants - dbTalentLumen - Employer Branding Consultants - db
TalentLumen - Employer Branding Consultants - db
 
A small sampling of my photograpic work from the Austin area.
A small sampling of my photograpic work from the Austin area.A small sampling of my photograpic work from the Austin area.
A small sampling of my photograpic work from the Austin area.
 
El misterioso caso del IES Gran Capitán
El misterioso caso del IES Gran CapitánEl misterioso caso del IES Gran Capitán
El misterioso caso del IES Gran Capitán
 
Comunicación elvira
Comunicación  elviraComunicación  elvira
Comunicación elvira
 
Cuyo o islote
Cuyo o isloteCuyo o islote
Cuyo o islote
 

Semelhante a Applying innovative commercial technology to deliver on the promise of personalized medicine

Gaining Time – Real-time Analysis of Big Medical Data
Gaining Time – Real-time Analysis of Big Medical Data Gaining Time – Real-time Analysis of Big Medical Data
Gaining Time – Real-time Analysis of Big Medical Data SAP Technology
 
SITIST 2015 Dev - Turning big data into presicion medicine real life examples
SITIST 2015 Dev - Turning big data into presicion medicine real life examplesSITIST 2015 Dev - Turning big data into presicion medicine real life examples
SITIST 2015 Dev - Turning big data into presicion medicine real life examplessitist
 
Advanced Analytics for Clinical Data Full Event Guide
Advanced Analytics for Clinical Data Full Event GuideAdvanced Analytics for Clinical Data Full Event Guide
Advanced Analytics for Clinical Data Full Event GuidePfizer
 
Introduction to High-performance In-memory Genome Project at HPI
Introduction to High-performance In-memory Genome Project at HPI Introduction to High-performance In-memory Genome Project at HPI
Introduction to High-performance In-memory Genome Project at HPI Matthieu Schapranow
 
Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Matthieu Schapranow
 
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Balaji Krishnapuram
 
How SAP HANA can provide value for Pharma R&D
How SAP HANA can provide value for Pharma R&DHow SAP HANA can provide value for Pharma R&D
How SAP HANA can provide value for Pharma R&DMarc Maurer
 
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...Pistoia Alliance
 
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...The Driver of the Healthcare System in the 21st Century: Real-world Applicati...
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...Matthieu Schapranow
 
A Platform for Integrated Genome Data Analysis
A Platform for Integrated Genome Data AnalysisA Platform for Integrated Genome Data Analysis
A Platform for Integrated Genome Data AnalysisMatthieu Schapranow
 
HEALTH PREDICTION ANALYSIS USING DATA MINING
HEALTH PREDICTION ANALYSIS USING DATA  MININGHEALTH PREDICTION ANALYSIS USING DATA  MINING
HEALTH PREDICTION ANALYSIS USING DATA MININGAshish Salve
 
Using Enterprise Data To Drive Improvement
Using Enterprise Data To Drive ImprovementUsing Enterprise Data To Drive Improvement
Using Enterprise Data To Drive ImprovementEdgewater
 
Analyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineAnalyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineMatthieu Schapranow
 
How Real-time Analysis turns Big Medical Data into Precision Medicine
How Real-time Analysis turns Big Medical Data into Precision MedicineHow Real-time Analysis turns Big Medical Data into Precision Medicine
How Real-time Analysis turns Big Medical Data into Precision MedicineMatthieu Schapranow
 
Forum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decadeForum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decadeJoaquin Dopazo
 
SAP HANA in Healthcare: Real-Time Big Data Analysis
SAP HANA in Healthcare: Real-Time Big Data AnalysisSAP HANA in Healthcare: Real-Time Big Data Analysis
SAP HANA in Healthcare: Real-Time Big Data AnalysisSAP Technology
 
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSupporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSaama
 
EBM to PM - the Big Data Driven VBC - Phenix Qin
EBM to PM - the Big Data Driven VBC - Phenix QinEBM to PM - the Big Data Driven VBC - Phenix Qin
EBM to PM - the Big Data Driven VBC - Phenix Qinqinpu
 
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...Levi Shapiro
 

Semelhante a Applying innovative commercial technology to deliver on the promise of personalized medicine (20)

Gaining Time – Real-time Analysis of Big Medical Data
Gaining Time – Real-time Analysis of Big Medical Data Gaining Time – Real-time Analysis of Big Medical Data
Gaining Time – Real-time Analysis of Big Medical Data
 
SITIST 2015 Dev - Turning big data into presicion medicine real life examples
SITIST 2015 Dev - Turning big data into presicion medicine real life examplesSITIST 2015 Dev - Turning big data into presicion medicine real life examples
SITIST 2015 Dev - Turning big data into presicion medicine real life examples
 
Advanced Analytics for Clinical Data Full Event Guide
Advanced Analytics for Clinical Data Full Event GuideAdvanced Analytics for Clinical Data Full Event Guide
Advanced Analytics for Clinical Data Full Event Guide
 
Introduction to High-performance In-memory Genome Project at HPI
Introduction to High-performance In-memory Genome Project at HPI Introduction to High-performance In-memory Genome Project at HPI
Introduction to High-performance In-memory Genome Project at HPI
 
Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?
 
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
 
How SAP HANA can provide value for Pharma R&D
How SAP HANA can provide value for Pharma R&DHow SAP HANA can provide value for Pharma R&D
How SAP HANA can provide value for Pharma R&D
 
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...
Sequence analysis in the regulated domain - A Pistoia Alliance Debates webina...
 
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...The Driver of the Healthcare System in the 21st Century: Real-world Applicati...
The Driver of the Healthcare System in the 21st Century: Real-world Applicati...
 
A Platform for Integrated Genome Data Analysis
A Platform for Integrated Genome Data AnalysisA Platform for Integrated Genome Data Analysis
A Platform for Integrated Genome Data Analysis
 
The Infrastructure Behind eHealth
The Infrastructure Behind eHealthThe Infrastructure Behind eHealth
The Infrastructure Behind eHealth
 
HEALTH PREDICTION ANALYSIS USING DATA MINING
HEALTH PREDICTION ANALYSIS USING DATA  MININGHEALTH PREDICTION ANALYSIS USING DATA  MINING
HEALTH PREDICTION ANALYSIS USING DATA MINING
 
Using Enterprise Data To Drive Improvement
Using Enterprise Data To Drive ImprovementUsing Enterprise Data To Drive Improvement
Using Enterprise Data To Drive Improvement
 
Analyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineAnalyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision Medicine
 
How Real-time Analysis turns Big Medical Data into Precision Medicine
How Real-time Analysis turns Big Medical Data into Precision MedicineHow Real-time Analysis turns Big Medical Data into Precision Medicine
How Real-time Analysis turns Big Medical Data into Precision Medicine
 
Forum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decadeForum on Personalized Medicine: Challenges for the next decade
Forum on Personalized Medicine: Challenges for the next decade
 
SAP HANA in Healthcare: Real-Time Big Data Analysis
SAP HANA in Healthcare: Real-Time Big Data AnalysisSAP HANA in Healthcare: Real-Time Big Data Analysis
SAP HANA in Healthcare: Real-Time Big Data Analysis
 
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSupporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
 
EBM to PM - the Big Data Driven VBC - Phenix Qin
EBM to PM - the Big Data Driven VBC - Phenix QinEBM to PM - the Big Data Driven VBC - Phenix Qin
EBM to PM - the Big Data Driven VBC - Phenix Qin
 
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...
mHealth Israel_Martin Hirsch_CEO_APHP_Greater Paris University Hospitals_Nov,...
 

Mais de CityAge

Health technology partnership: From blue sky to lives touched - Ryan C.N. D’Arcy
Health technology partnership: From blue sky to lives touched - Ryan C.N. D’ArcyHealth technology partnership: From blue sky to lives touched - Ryan C.N. D’Arcy
Health technology partnership: From blue sky to lives touched - Ryan C.N. D’ArcyCityAge
 
Using BC and Canadian Data to Improve Health and Healthcare What are the best...
Using BC and Canadian Data to Improve Health and Healthcare What are the best...Using BC and Canadian Data to Improve Health and Healthcare What are the best...
Using BC and Canadian Data to Improve Health and Healthcare What are the best...CityAge
 
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...CityAge
 
Moving from Big Data to Better Models of Disease and Drug Response - Joel Dudley
Moving from Big Data to Better Models of Disease and Drug Response - Joel DudleyMoving from Big Data to Better Models of Disease and Drug Response - Joel Dudley
Moving from Big Data to Better Models of Disease and Drug Response - Joel DudleyCityAge
 
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...CityAge
 
My Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichMy Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichCityAge
 
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...CityAge
 
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...CityAge
 
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...CityAge
 
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...CityAge
 
Eric Simmons Presentation: Delivering the Connected City
Eric Simmons Presentation: Delivering the Connected CityEric Simmons Presentation: Delivering the Connected City
Eric Simmons Presentation: Delivering the Connected CityCityAge
 
Tom Jenkins Presentation: Open Data and the Implications for Local Government...
Tom Jenkins Presentation: Open Data and the Implications for Local Government...Tom Jenkins Presentation: Open Data and the Implications for Local Government...
Tom Jenkins Presentation: Open Data and the Implications for Local Government...CityAge
 
James Lingerfelt smarter approach to crime reduction
James Lingerfelt   smarter approach to crime reductionJames Lingerfelt   smarter approach to crime reduction
James Lingerfelt smarter approach to crime reductionCityAge
 
Crime Patterns and Urban Living - Dr. Patricia Brantingham
Crime Patterns and Urban Living - Dr. Patricia BrantinghamCrime Patterns and Urban Living - Dr. Patricia Brantingham
Crime Patterns and Urban Living - Dr. Patricia BrantinghamCityAge
 
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...CityAge
 
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...CityAge
 
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...CityAge
 
The big data opportunity - Chris Yiu
The big data opportunity - Chris YiuThe big data opportunity - Chris Yiu
The big data opportunity - Chris YiuCityAge
 
A Strong Canada Depends on Strong Wireless Networks - Bernard Lord
A Strong Canada Depends on Strong Wireless Networks - Bernard LordA Strong Canada Depends on Strong Wireless Networks - Bernard Lord
A Strong Canada Depends on Strong Wireless Networks - Bernard LordCityAge
 
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...CityAge
 

Mais de CityAge (20)

Health technology partnership: From blue sky to lives touched - Ryan C.N. D’Arcy
Health technology partnership: From blue sky to lives touched - Ryan C.N. D’ArcyHealth technology partnership: From blue sky to lives touched - Ryan C.N. D’Arcy
Health technology partnership: From blue sky to lives touched - Ryan C.N. D’Arcy
 
Using BC and Canadian Data to Improve Health and Healthcare What are the best...
Using BC and Canadian Data to Improve Health and Healthcare What are the best...Using BC and Canadian Data to Improve Health and Healthcare What are the best...
Using BC and Canadian Data to Improve Health and Healthcare What are the best...
 
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...
The Canadian Clinical Trials Asset Map (CCTAM) - Shurjeel H Choudhri and Alis...
 
Moving from Big Data to Better Models of Disease and Drug Response - Joel Dudley
Moving from Big Data to Better Models of Disease and Drug Response - Joel DudleyMoving from Big Data to Better Models of Disease and Drug Response - Joel Dudley
Moving from Big Data to Better Models of Disease and Drug Response - Joel Dudley
 
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...
Treatment as Prevention The Key to an AIDS & HIV free Generation or Harnessin...
 
My Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichMy Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad Popovich
 
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...
Simon O'Byrne Presentation: Ignite Your City's Brand: Mess up Your Neighbourh...
 
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...
Seshadri Subbanna Presentation: Driving Collaborative Innovation with Clients...
 
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...
Pierre Meulien Presentation: The Innovation Economy: How Genomics could chang...
 
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...
Mike Murray Presentation: The Big Shift: Fostering Innovation in Waterloo Reg...
 
Eric Simmons Presentation: Delivering the Connected City
Eric Simmons Presentation: Delivering the Connected CityEric Simmons Presentation: Delivering the Connected City
Eric Simmons Presentation: Delivering the Connected City
 
Tom Jenkins Presentation: Open Data and the Implications for Local Government...
Tom Jenkins Presentation: Open Data and the Implications for Local Government...Tom Jenkins Presentation: Open Data and the Implications for Local Government...
Tom Jenkins Presentation: Open Data and the Implications for Local Government...
 
James Lingerfelt smarter approach to crime reduction
James Lingerfelt   smarter approach to crime reductionJames Lingerfelt   smarter approach to crime reduction
James Lingerfelt smarter approach to crime reduction
 
Crime Patterns and Urban Living - Dr. Patricia Brantingham
Crime Patterns and Urban Living - Dr. Patricia BrantinghamCrime Patterns and Urban Living - Dr. Patricia Brantingham
Crime Patterns and Urban Living - Dr. Patricia Brantingham
 
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...
LEVERAGING YOUR ANALYTIC CAPACITY TO DRIVE VALUE FROM YOUR DATA ASSETS - Marc...
 
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...
Data Science Meets Healthcare: The Advent of Personalized Medicine - Jacomo C...
 
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...
Treatment as Prevention: THE KEY TO AN AIDS FREE GENERATION - Irene Day and D...
 
The big data opportunity - Chris Yiu
The big data opportunity - Chris YiuThe big data opportunity - Chris Yiu
The big data opportunity - Chris Yiu
 
A Strong Canada Depends on Strong Wireless Networks - Bernard Lord
A Strong Canada Depends on Strong Wireless Networks - Bernard LordA Strong Canada Depends on Strong Wireless Networks - Bernard Lord
A Strong Canada Depends on Strong Wireless Networks - Bernard Lord
 
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...
The Data Effect: Canadian Big Data & Analytics Update - Dr. Alison Brooks Dir...
 

Último

VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...indiancallgirl4rent
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...perfect solution
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls JaipurRussian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...narwatsonia7
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 

Último (20)

VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls JaipurRussian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 

Applying innovative commercial technology to deliver on the promise of personalized medicine

  • 1. Applying  innova,ve  commercial  technology  to   deliver  on  the  promise  of  personalized  medicine     Enakshi  Singh,  M.Sc.   SAP  Product  Management     SAP  HANA  Pla6orm  for  Healthcare   Public  
  • 2. SAP powers analytics that SAP customers represent 86% of Global Fortune 500 companies. 74% of the world’s transaction revenue touches an SAP system. Our customers produce more than 82% of the world’s medical devices. track more than 6 billion U.S. stock trades per day to identify fraud and protect investors. Our customers distribute more than 76% of the world’s healthcare products. Our customers produce more than 77% of the world’s beer. Public  
  • 3.     But  can  you  apply  the  latest   technology  developments  and   capabili>es  to  further  healthcare   research?   Dr. Hasso Plattner, Founder and Chairman of SAP Supervisory Board Public  
  • 4. Our  Vision:  Enable  Personalized   Medicine     Lifestyle  Data   SAP  HANA     Pla@orm   For   Healthcare   Clinical  Data   (EMRs)   Biological  Data   (-­‐Omics  Data  +   Annota>ons)   Can  we  interpret  all  pa>ent  data   during  a  pa>ent’s  visit?   Real-­‐>me  Data     Capture  &  Analysis   All  Relevant  Medical     Informa>on   Public  
  • 5. Vision:  SAP  HANA  Healthcare   Pla6orm   Informa>on  and  Feedback  within  the  Window  of  Opportunity   Pa>ents   Doctors   Insurers   Researchers   Real-­‐Time  Data  Capture   and  Analysis   SAP  HANA  Healthcare  Pla6orm   Biological  Data   (e.g.  genomics)   Clinical  Data   (e.g.  EMRs)   Lifestyle  Data   (Care  Circles)   Lifestyle  Data   ... All  Relevant  Medical  Informa>on   Public  
  • 6. In-­‐Memory  Technology  Building   Blocks   ● ● ● ● Read Event Read Event Repositories Repositories Combined  column   and  row  store     +   up to 2.000 up to 2.000 requests requests per second per second Minimal   projec>ons   Any  aVribute   as  index   Bulk  load   Discovery Service Discovery Service Mul>-­‐core/   paralleliza>on   SAP HANA SAP HANA No  aggregate   tables   On-­‐the-­‐fly   extensibility   Map  reduce   P P t   A A Lightweight   Compression   Par>>oning   SQL   Analy>cs  on   historical  data   Single  and   mul>-­‐tenancy   Object  to     rela>onal   mapping     Group  Key   SQL  interface  on   columns  &  rows   Reduc>on  of   layers   x x P Ac>ve/passive   data  store   Dynamic  mul>-­‐ threading   within  nodes   +  +  +   up to 8.000 read up to 8.000 read event notifications event notifications per second per second Insert  only   for  >me  travel   +   +   +  +   A Verification Verification Services Services T   Text  Retrieval   and  Extrac>on   No  disk   Public  
  • 7. ● ● ● ● Read Event Read Event Repositories Repositories Verification Verification Services Services SAP  HANA  Database  Technology   up to 8.000 read up to 8.000 read event notifications event notifications per second per second up to 2.000 up to 2.000 requests requests per second per second Discovery Service Discovery Service T   SAP HANA SAP HANA Bulk  load    P A A P Fast  inser,on  of    large   genomic  datasets  or   other  relevant   datasets     Text  Retrieval   and  Extrac>on   Search  doctor’s  notes,   diagnoses,  etc. (unstructured  data)     Lightweight   Compression   Fit  big  data  in  main   memory  while   allowing  fast  retrieval     SQL   +  +  +   Mul>-­‐core/   paralleliza>on   Speedup  of  relevant   queries  across  many   nodes   SQL  interface  on   columns  &  rows   Easily  connect   with  other  tools   (e.g.  Rstudio)   On-­‐the-­‐fly   extensibility   Adap,ng  to  new   format  requirements   without  going  offline   (e.g.  changing  VCF   files)   Public  
  • 8. Genomics  &  Big  Data   Public  
  • 9. SAP  and  Stanford   Human  Popula>on  Genomics  and  Global  Health   “   ”   "We  have  been  thrilled  to  work  with  SAP  and  HPI  on  a  collabora,on  to  accelerate  DNA  sequence  analysis.  In  our  pilot   projects,  we  are  seeing  drama,c  speedups  in  compu,ng  on  human  genome  varia,on  data  from  many  samples.  We  are   dreaming  of  what  will  soon  be  possible  as  we  integrate  phenotype,  genomics,  proteomics,  and  expose  data  to  empower   complex  trait  mapping  using  millions  of  health  records.”     -­‐  Professor  Carlos  D.  Bustamante  at  the  Stanford  University  School  of  Medicine       Dr. Carlos D. Bustamante   Analyze  genome  wide  paVerns  of  varia>on  within  and   between  species  to  address  fundamental  ques>ons  in   biology,  anthropology,  and  medicine:  implica,ons  for  global   health  and  disease   SAP  HANA  to  contribute  to  all  parts  of  computa>onal  pipeline     Sequencing   Pa>ent   Samples   Alignment   Raw  DNA   Reads     Mapped   Genome   Variant  Calling   Annota,on  and  Analysis   Discovered     Variants   Follow-­‐up   and   Valida>on   Public  
  • 10. SAP  HANA  for  Healthcare:     Genome  Analysis  Applica>on   Computa>onal  Pipeline   e.g.  Bioinforma>cian   Sequencing  Service/Lab   e.g.  Biologist   Sequencing   Pa>ent   Samples   •  Alignment   Raw  DNA   Reads   Computa>onal  Analysis   e.g.  Clinicians  AND  Researchers   Variant  Calling   Mapped   Genome   Annota,on  and  Analysis   Discovered     Variants   Follow-­‐up   and   Valida>on   All  steps  a`er  sequencing  will  be  supported  within  the  genome  analysis   applica>on  (from  raw  DNA  reads  to  annota>on  &  analysis)   -    Real-­‐>me  analyses  of  large-­‐scale  genome  variant  datasets   -  Implement  read  alignment,  variant  calling  &  all  other  relevant  “-­‐omic”  algorithms  in   HANA  database     -  Create  data  models  to  have  readily  available  latest  annota>ons  (literature/metadata)   from  open-­‐source  (and  poten>ally  commercial)  biological  databases     Public  
  • 11.   SAP  and  NCT   •  Medical  Explorer  For  ALL  Pa>ent  Data   The National Center for Tumor Diseases (NCT) Heidelberg provides patient   care, cancer research and cancer prevention united under one roof. •  Integrated content from various sources of structured (tumor documentation, medical records, clinical trials) and unstructured (doctor letters, treatment guidelines, trial reports, publications) nature. •  Medical records from 150,000 patients and 3,600,000 interactions, and a selection of doctor letters from 120 doctors A  search  for  lung  carcinoma  pa>ents  (only  NSCLC)  with  an  overexpressed  Epidermal  Growth  Factor  Receptor  (EGFR)  known  to  be  a  target  for   Tyrosine  Kinase  Inhibitors  (TKIs)  which  inhibit  the  EGFR  pathway.  In  this  example,  the  informa>on  on    EGFR  is  gathered  by  a  seman>c  text  analysis   of  the  pa>ents’  doctor  leVers.   Public  
  • 12. Co-­‐Innova>on:     SAP  &  PHEMI  Health  Systems   The  speed  of  SAP  HANA  and  the  Privacy  by  Design  infrastructure  of   PHEMI  Health  Systems  will  allow  healthcare  professionals  to  analyze   vast  amounts  of  data  thereby  enabling:   •  Lower  costs  by  quickly  discovering  what  works  and  what  doesn’t.   •  Improve  pa,ent  care  by  analyzing  a  pa>ent’s  DNA  sequence  and   using  that  informa>on  to  decide  on  the  op>mal  drug,  thereby   personalizing  the  pa>ent’s  treatment.   •  Reduce  wait  ,mes  by  improving  hospital  clinic  efficiency  and   forecas>ng  popula>on  health  to  determine  where  and  when  to   increase  health  care  capacity   •  Provide  privacy  of  sensi>ve  pa>ent  informa>on,  an  impera>ve  in   healthcare.     Public  
  • 13. New  Ways  of  Real-­‐Time  Collabora>ve   Personalized  Medicine   Public  
  • 14. Thank  you   Contact  informa>on:   hana-­‐healthcare-­‐pla6orm@sap.com   Enakshi  Singh   Enakshi.Singh@sap.com    
  • 15. ©  2012  SAP  AG.  All  rights  reserved.   No  part  of  this  publica>on  may  be  reproduced  or  transmiVed  in  any  form  or  for  any  purpose  without   the  express  permission  of  SAP  AG.  The  informa>on  contained  herein  may  be  changed  without  prior   no>ce.   Some  so`ware  products  marketed  by  SAP  AG  and  its  distributors  contain  proprietary  so`ware   components  of  other  so`ware  vendors.   Microso`,  Windows,  Excel,  Outlook,  PowerPoint,  Silverlight,  and  Visual  Studio  are  registered   trademarks  of  Microso`  Corpora>on.     IBM,  DB2,  DB2  Universal  Database,  System  i,  System  i5,  System  p,  System  p5,  System  x,  System  z,   System  z10,  z10,  z/VM,  z/OS,  OS/390,  zEnterprise,  PowerVM,  Power  Architecture,  Power  Systems,   POWER7,  POWER6+,  POWER6,  POWER,  PowerHA,  pureScale,  PowerPC,  BladeCenter,  System  Storage,   Storwize,  XIV,  GPFS,  HACMP,  RETAIN,  DB2  Connect,  RACF,  Redbooks,  OS/2,  AIX,  Intelligent  Miner,   WebSphere,  Tivoli,  Informix,  and  Smarter  Planet  are  trademarks  or  registered  trademarks  of  IBM   Corpora>on.   Linux  is  the  registered  trademark  of  Linus  Torvalds  in  the  United  States  and  other  countries.   Adobe,  the  Adobe  logo,  Acrobat,  PostScript,  and  Reader  are  trademarks  or  registered  trademarks  of   Adobe  Systems  Incorporated  in  the  United  States  and  other  countries.   Oracle  and  Java  are  registered  trademarks  of  Oracle  and  its  affiliates.   UNIX,  X/Open,  OSF/1,  and  Mo>f  are  registered  trademarks  of  the  Open  Group.   Citrix,  ICA,  Program  Neighborhood,  MetaFrame,  WinFrame,  VideoFrame,  and  Mul>Win     are  trademarks  or  registered  trademarks  of  Citrix  Systems  Inc.   HTML,  XML,  XHTML,  and  W3C  are  trademarks  or  registered  trademarks  of  W3C®,     World  Wide  Web  Consor>um,  MassachuseVs  Ins>tute  of  Technology.     Apple,  App  Store,  iBooks,  iPad,  iPhone,  iPhoto,  iPod,  iTunes,  Mul>-­‐Touch,  Objec>ve-­‐C,  Re>na,  Safari,   Siri,  and  Xcode  are  trademarks  or  registered  trademarks  of  Apple  Inc.   IOS  is  a  registered  trademark  of  Cisco  Systems  Inc.   RIM,  BlackBerry,  BBM,  BlackBerry  Curve,  BlackBerry  Bold,  BlackBerry  Pearl,  BlackBerry  Torch,   BlackBerry  Storm,  BlackBerry  Storm2,  BlackBerry  PlayBook,  and  BlackBerry  App  World  are   trademarks  or  registered  trademarks  of  Research  in  Mo>on  Limited.   Google  App  Engine,  Google  Apps,  Google  Checkout,  Google  Data  API,  Google  Maps,  Google  Mobile   Ads,  Google  Mobile  Updater,  Google  Mobile,  Google  Store,  Google  Sync,  Google  Updater,  Google   Voice,  Google  Mail,  Gmail,  YouTube,  Dalvik  and  Android  are  trademarks  or  registered  trademarks  of   Google  Inc.   INTERMEC  is  a  registered  trademark  of  Intermec  Technologies  Corpora>on.   Wi-­‐Fi  is  a  registered  trademark  of  Wi-­‐Fi  Alliance.   Bluetooth  is  a  registered  trademark  of  Bluetooth  SIG  Inc.   Motorola  is  a  registered  trademark  of  Motorola  Trademark  Holdings  LLC.     Computop  is  a  registered  trademark  of  Computop  Wirtscha`sinforma>k  GmbH.   SAP,  R/3,  SAP  NetWeaver,  Duet,  PartnerEdge,  ByDesign,  SAP  BusinessObjects  Explorer,  StreamWork,   SAP  HANA,  and  other  SAP  products  and  services  men>oned  herein  as  well  as  their  respec>ve  logos   are  trademarks  or  registered  trademarks  of  SAP  AG  in  Germany  and  other  countries.   Business  Objects  and  the  Business  Objects  logo,  BusinessObjects,  Crystal  Reports,  Crystal  Decisions,   Web  Intelligence,  Xcelsius,  and  other  Business  Objects  products  and  services  men>oned  herein  as   well  as  their  respec>ve  logos  are  trademarks  or  registered  trademarks  of  Business  Objects  So`ware   Ltd.  Business  Objects  is  an  SAP  company.   Sybase  and  Adap>ve  Server,  iAnywhere,  Sybase  365,  SQL  Anywhere,  and  other  Sybase  products  and   services  men>oned  herein  as  well  as  their  respec>ve  logos  are  trademarks  or  registered  trademarks   of  Sybase  Inc.  Sybase  is  an  SAP  company.   Crossgate,  m@gic  EDDY,  B2B  360°,  and  B2B  360°  Services  are  registered  trademarks  of  Crossgate  AG   in  Germany  and  other  countries.  Crossgate  is  an  SAP  company.   All  other  product  and  service  names  men>oned  are  the  trademarks  of  their  respec>ve  companies.   Data  contained  in  this  document  serves  informa>onal  purposes  only.  Na>onal  product  specifica>ons   may  vary.   The  informa>on  in  this  document  is  proprietary  to  SAP.  No  part  of  this  document  may  be   reproduced,  copied,  or  transmiVed  in  any  form  or  for  any  purpose  without  the  express  prior  wriVen   permission  of  SAP  AG.   Public  
  • 16. ©  2012  SAP  AG.  Alle  Rechte  vorbehalten.   Weitergabe  und  Vervielfäl>gung  dieser  Publika>on  oder  von  Teilen  daraus  sind,  zu  welchem  Zweck   und  in  welcher  Form  auch  immer,  ohne  die  ausdrückliche  schri`liche  Genehmigung  durch  SAP  AG   nicht  gestaVet.  In  dieser  Publika>on  enthaltene  Informa>onen  können  ohne  vorherige  Ankündigung   geändert  werden.   Google  App  Engine,  Google  Apps,  Google  Checkout,  Google  Data  API,  Google  Maps,  Google  Mobile   Ads,  Google  Mobile  Updater,  Google  Mobile,  Google  Store,  Google  Sync,  Google  Updater,  Google   Voice,  Google  Mail,  Gmail,  YouTube,  Dalvik  und  Android  sind  Marken  oder  eingetragene  Marken  von   Google  Inc.   Die  von  SAP  AG  oder  deren  Vertriebsfirmen  angebotenen  So`wareprodukte  können   So`warekomponenten  auch  anderer  So`warehersteller  enthalten.   INTERMEC  ist  eine  eingetragene  Marke  der  Intermec  Technologies  Corpora>on.   Microso`,  Windows,  Excel,  Outlook,  PowerPoint,  Silverlight  und  Visual  Studio  sind  eingetragene   Marken  der  Microso`  Corpora>on.     IBM,  DB2,  DB2  Universal  Database,  System  i,  System  i5,  System  p,  System  p5,  System  x,  System  z,   System  z10,  z10,  z/VM,  z/OS,  OS/390,  zEnterprise,  PowerVM,  Power  Architecture,  Power  Systems,   POWER7,  POWER6+,  POWER6,  POWER,  PowerHA,  pureScale,  PowerPC,  BladeCenter,  System  Storage,   Storwize,  XIV,  GPFS,  HACMP,  RETAIN,  DB2  Connect,  RACF,  Redbooks,  OS/2,  AIX,  Intelligent  Miner,   WebSphere,  Tivoli,  Informix  und  Smarter  Planet  sind  Marken  oder  eingetragene  Marken  der  IBM   Corpora>on.   Linux  ist  eine  eingetragene  Marke  von  Linus  Torvalds  in  den  USA  und  anderen  Ländern.   Adobe,  das  Adobe-­‐Logo,  Acrobat,  PostScript  und  Reader  sind  Marken  oder  eingetragene  Marken  von   Adobe  Systems  Incorporated  in  den  USA  und/oder  anderen  Ländern.   Oracle  und  Java  sind  eingetragene  Marken  von  Oracle  und/oder  ihrer  Tochtergesellscha`en.     UNIX,  X/Open,  OSF/1  und  Mo>f  sind  eingetragene  Marken  der  Open  Group.   Citrix,  ICA,  Program  Neighborhood,  MetaFrame,  WinFrame,  VideoFrame  und  Mul>Win     sind  Marken  oder  eingetragene  Marken  von  Citrix  Systems,  Inc.   HTML,  XML,  XHTML  und  W3C  sind  Marken  oder  eingetragene  Marken  des  W3C®,     World  Wide  Web  Consor>um,  MassachuseVs  Ins>tute  of  Technology.     Apple,  App  Store,  iBooks,  iPad,  iPhone,  iPhoto,  iPod,  iTunes,  Mul>-­‐Touch,  Objec>ve-­‐C,  Re>na,  Safari,   Siri  und  Xcode  sind  Marken  oder  eingetragene  Marken  der  Apple  Inc.   IOS  ist  eine  eingetragene  Marke  von  Cisco  Systems  Inc.   RIM,  BlackBerry,  BBM,  BlackBerry  Curve,  BlackBerry  Bold,  BlackBerry  Pearl,  BlackBerry  Torch,   BlackBerry  Storm,  BlackBerry  Storm2,  BlackBerry  PlayBook  und  BlackBerry  App  World  sind  Marken   oder  eingetragene  Marken  von  Research  in  Mo>on  Limited.   Wi-­‐Fi  ist  eine  eingetragene  Marke  der  Wi-­‐Fi  Alliance.   Bluetooth  ist  eine  eingetragene  Marke  von  Bluetooth  SIG  Inc.   Motorola  ist  eine  eingetragene  Marke  von  Motorola  Trademark  Holdings,  LLC.     Computop  ist  eine  eingetragene  Marke  der  Computop  Wirtscha`sinforma>k  GmbH.   SAP,  R/3,  SAP  NetWeaver,  Duet,  PartnerEdge,  ByDesign,  SAP  BusinessObjects  Explorer,  StreamWork,   SAP  HANA  und  weitere  im  Text  erwähnte  SAP-­‐Produkte  und  -­‐Dienst-­‐leistungen  sowie  die   entsprechenden  Logos  sind  Marken  oder  eingetragene  Marken  der  SAP  AG  in  Deutschland  und   anderen  Ländern.   Business  Objects  und  das  Business-­‐Objects-­‐Logo,  BusinessObjects,  Crystal  Reports,  Crystal  Decisions,   Web  Intelligence,  Xcelsius  und  andere  im  Text  erwähnte  Business-­‐Objects-­‐Produkte  und  -­‐ Dienstleistungen  sowie  die  entsprechenden  Logos  sind  Marken     oder  eingetragene  Marken  der  Business  Objects  So`ware  Ltd.  Business  Objects  ist  ein  Unternehmen   der  SAP  AG.   Sybase  und  Adap>ve  Server,  iAnywhere,  Sybase  365,  SQL  Anywhere  und  weitere  im  Text  erwähnte   Sybase-­‐Produkte  und  -­‐Dienstleistungen  sowie  die  entsprechenden  Logos  sind  Marken  oder   eingetragene  Marken  der  Sybase  Inc.  Sybase  ist  ein  Unternehmen  der   SAP  AG.   Crossgate,  m@gic  EDDY,  B2B  360°,  B2B  360°  Services  sind  eingetragene  Marken     der  Crossgate  AG  in  Deutschland  und  anderen  Ländern.  Crossgate  ist  ein  Unternehmen  der  SAP  AG.   Alle  anderen  Namen  von  Produkten  und  Dienstleistungen  sind  Marken  der  jeweiligen  Firmen.  Die   Angaben  im  Text  sind  unverbindlich  und  dienen  lediglich  zu  Informa>ons-­‐zwecken.  Produkte  können   länderspezifische  Unterschiede  aufweisen.   Die  in  dieser  Publika>on  enthaltene  Informa>on  ist  Eigentum  der  SAP.  Weitergabe  und   Vervielfäl>gung  dieser  Publika>on  oder  von  Teilen  daraus  sind,  zu  welchem  Zweck  und     in  welcher  Form  auch  immer,  nur  mit  ausdrücklicher  schri`licher  Genehmigung  durch     SAP  AG  gestaVet.   Public