Upload
cityage
View
343
Download
4
Tags:
Embed Size (px)
DESCRIPTION
CityAge: The Data Effect
Citation preview
Public
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
74% of the world’s transaction revenue touches an SAP system.
SAP customers represent 86% of Global Fortune 500 companies.
SAP powers analytics that track more than 6 billion U.S. stock trades per day to identify fraud and protect investors.
Our customers produce more than 82% of the world’s
medical devices.
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
All Relevant Medical Informa>on
Real-‐>me Data Capture & Analysis
Can we interpret all pa>ent data during a pa>ent’s visit?
SAP HANA Pla@orm
For Healthcare
Lifestyle Data
Biological Data (-‐Omics Data + Annota>ons)
Clinical Data (EMRs)
Public
Vision: SAP HANA Healthcare Pla6orm
Lifestyle Data (Care Circles)
Real-‐Time Data Capture and Analysis
SAP HANA Healthcare Pla6orm
All Relevant Medical Informa>on
Biological Data (e.g. genomics)
Clinical Data (e.g. EMRs) Lifestyle Data
Pa>ents Doctors Insurers Researchers
Informa>on and Feedback within the Window of Opportunity
...
Public
In-‐Memory Technology Building Blocks
Any aVribute as index
Insert only for >me travel
Combined column and row store
+
No aggregate tables
Minimal projec>ons
Par>>oning
Analy>cs on historical data
t
Single and mul>-‐tenancy
SQL interface on columns & rows
SQL
Reduc>on of layers
xx
Lightweight Compression
Mul>-‐core/ paralleliza>on
On-‐the-‐fly extensibility
+ + +
Ac>ve/passive data store PA
+ + + +
T Text Retrieval and Extrac>on
Object to rela>onal mapping
Dynamic mul>-‐threading within nodes
Map reduce No disk Group Key
Bulk load
Discovery Service
Read Event Repositories
Verification Services
SAP HANA
● ●
P A
up to 8.000 read event notifications
per second
up to 2.000 requests
per second
Discovery Service
Read Event Repositories
Verification Services
SAP HANA
● ●
P A
up to 8.000 read event notifications
per second
up to 2.000 requests
per second
Public
SAP HANA Database Technology
Bulk load Fast inser,on of large genomic datasets or
other relevant datasets
Discovery Service
Read Event Repositories
Verification Services
SAP HANA
● ●
P A
up to 8.000 read event notifications
per second
up to 2.000 requests
per second
Discovery Service
Read Event Repositories
Verification Services
SAP HANA
● ●
P A
up to 8.000 read event notifications
per second
up to 2.000 requests
per second
T
Text Retrieval and Extrac>on
Search doctor’s notes, diagnoses, etc.
(unstructured data)
SQL interface on columns & rows Easily connect with other tools (e.g. Rstudio)
SQL
Lightweight Compression
Fit big data in main memory while
allowing fast retrieval
Mul>-‐core/ paralleliza>on
Speedup of relevant queries across many
nodes
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
Annota,on and Analysis
Raw DNA Reads
Mapped Genome
Discovered Variants
Follow-‐up and
Valida>on
Pa>ent Samples
Sequencing Alignment Variant Calling
SAP HANA to contribute to all parts of computa>onal pipeline
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
"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
“ ”
Public
SAP HANA for Healthcare: Genome Analysis Applica>on
Sequencing Service/Lab e.g. Biologist
Computa>onal Pipeline e.g. Bioinforma>cian
Computa>onal Analysis e.g. Clinicians AND Researchers
• 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
Annota,on and Analysis
Raw DNA Reads
Mapped Genome
Discovered Variants
Follow-‐up and
Valida>on
Pa>ent Samples
Sequencing Alignment Variant Calling
Public
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.
• 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
SAP and NCT
Medical Explorer For ALL Pa>ent Data
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
Thank you
Contact informa>on: hana-‐healthcare-‐[email protected] Enakshi Singh [email protected]
Public
© 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.
Die von SAP AG oder deren Vertriebsfirmen angebotenen So`wareprodukte können So`warekomponenten auch anderer So`warehersteller enthalten.
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.
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.
INTERMEC ist eine eingetragene Marke der Intermec Technologies Corpora>on.
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.