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Supriyo ChatterjeaData Science, Philips Research
13-Dec 2017
BigMedilyticsBig Data for Medical Analytics
The founding fathers of Philips
Frederik Gerard Anton
Philips, a born innovator
For over 125 years, we have been improving people’s lives with a steady flow of ground-breaking innovations
We strive to make the world healthier and more sustainable through innovation
We’re aiming to improve the lives of
3 billionpeople a year
by 2025
At Philips, we take a holistic view of people’s health journeys, starting with healthy living and prevention, precision diagnosis and personalized treatment, through to care in the home – where the cycle to healthy living begins again.
Ready to take on the healthcare challenge
Healthy living Prevention Diagnosis Treatment Home care
Connected care and health informatics
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
Quality
Cost Access
Quality: Determined by efficacy, value and efficiency
Access: Those who can receive care when needed
Cost: Actual expense of patient care
Effectiveness of healthcare system:
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
Quality
Cost Access
Quality: Determined by efficacy, value and efficiency
Access: Those who can receive care when needed
Cost: Actual expense of patient care
Effectiveness of healthcare system:
Productivity
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Creates more opportunities to focus on healthy living and prevention
Aging populations and the rise of chronic illnesses
DigitizationIncreasing consumer engagement
Global resource constraints
Four profound trends are shaping the future of health technology
Healthcare sector: 10% of EU’s GDPEU-28’s total healthcare spending: €1.39 trillion
In 2060 Healthcare sector: 30% of EU’s GDPChronic diseases result in loss of 3.4million potential productive years; equivalent to €115 billion annually
Extract knowledge from already existing large amounts of generated medical dataBig Data: Medical data currently estimated around 1 Zettabyte (152 Million years, UHD, 8K video)
Creates more opportunities to focus on healthy living and prevention
Focus: Not on development of state-of-the-art algorithms. Instead focus on improving productivity of Healthcare sector by applying and adapting state-of-the-art Big Data techniques/algorithms.
Big Data PPP: Large Scale Pilot actions in sectors best benefitting from data-driven innovation
Opportunity to demonstrate how Europe’s Healthcare sector can be transformed in order to meet the changing needs of her citizens.
Technology isn’t the only thing that matters! Understanding all the needs of the sector are the key to success!
BigMedilytics aims to use state-of-the-art Big Data technologies in order to improve the productivity
of the Healthcare sector by at least 20%, by reducing cost to the patient, improving quality
through better patient outcomes and delivering better access – simultaneously.
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Percentage of deaths from non-communicable diseases in Europe
Cardiovascular disease
Cancer
Kidney disease
Diabetes
Respiratory disease
Neuropsychiatric conditions
Digestive diseases
Oral conditions
Other (e.g. injury)
59%
19%
BigMedilytics covers all the major disease groups in Europe which
cause 78% of the deaths:
• Cardiovascular disease• Cancer
• Breast cancer• Lung cancer• Prostate cancer
• Chronic respiratory disease• Diabetes• Kidney disease• Comorbidities
2 themes
Population Health& Chronic Disease Management
Oncology
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
Healthcare continuum
THEME 3: Industrialization of healthcare
THEME 1: Population Health & Chronic Disease Management
THEME 2: Oncology
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
Challenges: Technical/non-technical
Enabling collaborative innovation across all key players in the Healthcare and Data Value Chains• Patients• Healthcare Providers• Payers• Vendors (Medical diagnostics and
Services, Pharmaceuticals, HealthcareIT)• Knowledge Institutions
Challenges: Technical/non-technical
Enabling collaborative innovation across all key players in the Healthcare and Data Value Chains• Patients• Healthcare Providers• Payers• Vendors (Medical diagnostics and
Services, Pharmaceuticals, HealthcareIT)• Knowledge Institutions
LegalEthics
Business Model Innovation
Scale concepts across Europe
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
What are the key industries/ (experienced!!) companies that can help improve Healthcare in Europe?
BigMedilytics35 partners across 12 countries
Healthcare providersIncliva (ES)Karolinska (SE)ErasmusMC (NL)Rotunda Hospital (IE)P. Hierro Hospital (ES)Charite (DE)OLVG (NL)ETZ (NL)Essen Hospital (DE)Curie (FR)MUW (A)
HealthTech/ITPhilips (NL)IBM (IL)ATOS (ES)Huawei (DE)Optimedis (DE)
PayersAXA (FR)Achmea (NL)AOK (DE)
Research InstitutesDFKI (DE)ITI (ES)TNO (NL)NCSR-D (GR)VTT (FI)HPI (DE)
SMENissatech (RS)MymHealth (UK)
UniversitiesTU/e (NL)UPM (ES)iBMG (NL)Uni. Of Southampton (UK)LUH (DE)
PharmaAstraZeneca (UK)
SMEsNissatech (RS)MyMHealth (UK)ContextFlow (A)ATC (GR)
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
How can we make sure that our concepts scale?
BigMedilytics12 pilots across 3 themes
BigMedilytics Pilots
Population Health & ChronicDisease Management
WP2 Leader: Incliva
OncologyWP3 Leader: Philips
Industrializing Healthcare ServicesWP4 Leader: Philips
1. ComorbiditiesPilot Leader: Incliva
3. DiabetesPilot Leader: Huawei
5. Heart FailurePilot Leader: EMC
2. Kidney DiseasePilot Leader: Charite
4. COPD/AsthmaPilot Leader: Southampton
5. Heart FailurePilot Leader: EMC
6. Prostate cancerPilot Leader: Philips
7. Lung cancerPilot Leader: NCSR-D
8. Breast cancerPilot Leader: IBM
Hyper-AcuteWorkflows
12. RadiologyWorkflows
11. Asset ManagementPilot Leader: OLVG
9. StrokePilot Leader: ETZ
10. SepsisPilot Leader: Incliva
Pilot Leader: ContextFlow
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
What are the key industries/ (experienced!!) companies that can help improve Healthcare in Europe?
How can we make sure that our concepts scale?
Availability of data and platforms
Characteristics of datasets
Health records of more than 11 million patients across 8 countries in Europe• Clinical data• Medical images• Laboratory data• Prescription data• Claims data
Streaming data from IoTconnected devices at more than a million records per hour
Patient generated data from mobile apps
Flexible architecture
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
What are the key industries/ (experienced!!) companies that can help improve Healthcare in Europe?
How can we make sure that our concepts scale?
Availability of data and platforms
How can we leave behind a lasting legacy?
Best practices
Technology
Health Policy& Regulatory
Businessmodels
Approach
Maximize impact
What are the key disease groups that will have the greatest burdens on society in the years to come?
Temporal aspect? The trajectory of a patient.
What are the (tech/non-tech) hurdles preventing us from transforming healthcare?
What are the key industries/ (experienced!!) companies that can help improve Healthcare in Europe?
How can we make sure that our concepts scale?
Availability of data and platforms
How can we leave behind a lasting legacy?
Network of 104 partners
• Workshops with External Exploitation Partners
• Demonstrate early stage pilots and test feasibility for all three themes
• Gather feedback from External Exploitation partners
• Collaborate with External Exploitation partners to test concepts on a larger scale throughout Europe
Pilot descriptionsPilot 1: Comorbidities
Primary care Secondary care
5 million patientsmonitored over a 5-year period
Low risk
High risk
Pilot Leader: Incliva, ES
Pilot descriptionsPilot 5: Prostate cancer
Integrated data
Derive treatment and VBHC related quality outcome
measures
Pilot Leader: Philips, NL
Radiology
Urology
Pathology
Financial(Diagnostics+Treatment)
Predict outcome after primary intervention
Pilot descriptionsPilot 9: Stroke workflows
Integrated data Derive workflows
Pilot Leader: Elisabeth TweeSteden Ziekenhuis, NL
EMR
Lab
Staff
Real-time Location
Predict workflow performance