Ⅰ healthcare big data? · 2016-05-30 · Ⅰ healthcare big data? Ⅱ 외국 정부 지원 사례...
TRANSCRIPT
Ⅰ Healthcare Big Data?
Ⅱ 외국 정부 지원 사례
Ⅲ Healthcare Big Data Research Cases
Ⅳ Healthcare Big Data Business Cases
Ⅴ Summary
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http://www.healthdatamanagement.com/news/IOM-President-Says-Big-Data-is-About-More-Than-Just-EHRs-50035-1.html
http://www.mckinsey.com/insights/health_systems/the_big-data_revolution_in_us_health_care
300조 ~450조!
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http://m.healthcareitnews.com/news/cleveland-clinic-picks-top-10-healthcare-innovations-past-10-years
http://visual.ly/future-healthcare
• Text
• Image
• Video
• Code
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http://www.ncbi.nlm.nih.gov/pubmed/24854141
• Lots of stream data
– Vital signs from patient monitors
• Lots of real-time data
– Lab results
– PACS images
IT
BT HT
Digital Health
Genomic Medicine
Ⅰ Healthcare Big Data?
Ⅱ 외국 정부 지원 사례
Ⅲ Healthcare Big Data Research Cases
Ⅳ Healthcare Big Data Business Cases
Ⅴ Summary
NIH commits $24 million annually for Big Data Centers of Excellence 12 BD2K Centers
http://www.bcr.org/content/nih-launches-united-ecosystem-big-data
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UK 100K genome project
Ⅰ Healthcare Big Data?
Ⅱ 외국 정부 지원 사례
Ⅲ Healthcare Big Data Research Cases
Ⅳ Healthcare Big Data Business Cases
Ⅴ Summary
• Do grocery shopping patterns obtained from stores in various areas predict rates of obesity and type 2 diabetes in public health databases?
NEED NEW IDEAS!!
진료 기록 Clinical data
in a hospital (EHR) Clinical Data from multiple hospitals
or other related data (Nation-wide claim data)
진료 기록
Genomics Proteomics Epigenomics
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Clinical data in a hospital (EHR) Clinical Data
from multiple hospitals or other related data
(Nation-wide claim data)
Causation Analysis
Genomic Medicine
http://www.ncbi.nlm.nih.gov/pubmed/26590418
Personalized Nutrition by Prediction of Glycemic Responses. Cell 2015
진료 기록 Life logging, SNS Environment (weather..)
Genomics Proteomics Epigenomics
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Clinical data in a hospital (EHR) Clinical Data
from multiple hospitals or other related data
(Nation-wide claim data)
Causation Analysis
Correlation Analysis
• Google Flu Trends (http://www.google.org/flutrends/)
– Nature 2009
• Twitter data
– PLOS ONE 2010
National Health Insurance Service
Ⅰ Healthcare Big Data?
Ⅱ 외국 정부 지원 사례
Ⅲ Healthcare Big Data Research Cases
Ⅳ Healthcare Big Data Business Cases
Ⅴ Summary
… and more!
• ASCO 2014: MSKCC case
• ASCO 2014: MD Anderson case – Overall accuracy: 82.6%
http://www.yoonsupchoi.com/2014/10/20/watson_mayo_clinic_clinical_trials/
• EPIC, Cerner, Athenahealth
– Over 70% of US EHR markets
• Mayo Clinic, Stanford University, Duke Medicine
Open Source: http://researchkit.github.io/
Clinical trial data
5개의 초기 앱: http://newspeppermint.com/2015/07/08/m-researchkit/
Smart Pill by Proteus Digital Health
• FDA-cleared
• Ingestible sensor
• No battery, no antenna
• Clinical Trial – Accuracy 99.1%
– http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6861446
• Collaborating with Oracle – http://mobihealthnews.com/39612/pro
teus-oracle-launch-integrated-software-ingestible-sensors-for-clinical-trials/
• Barton Health – First hospital implementation – http://mobihealthnews.stfi.re/content/
california-hospital-becomes-first-us-prescribe-ingestible-sensors-proteus
Ⅰ Healthcare Big Data?
Ⅱ 외국 정부 지원 사례
Ⅲ Healthcare Big Data Research Cases
Ⅳ Healthcare Big Data Business Cases
Ⅴ Summary
임상적 유용성 확인
개발 모델의 임상적 유용성 확인을 위
한 임상시험 수행
정보 보호/보안 기술
의료 빅데이터 관리를 위한 정보 보
호/보안 기술 개발
의료정보 익명화 기술 개발
의료빅데이터 분석 기술 개발
질환 사전 예측 기술
질환 진단 정확도 증가 기술
질환 위험도 예측
약제 순응도 및 부작용 모니터링/예측
관련 일상 생활 정보 수집
Wearable 장비를 통한 자가 측정 정보
기상청, 환경부 등 외부 데이터 연동
인프라 개발 및 서비스 모델 개발
기반 인프라 및 API 개발
클라우드 기반 분석 platform 개발
예측모델 기반 개인별 위험도 서비스
국제 표준 기반 데이터 통합 및 전송
질환 DB 구축
질환 데이터 항목 정의 및 수집
청구 및 건강검진 데이터
Healthcare Big Data Platform
Data Gathering Data Analysis
Clinical Validation
Healthcare Big Data Research
