personalised medicine: data science opportunities · 2016-12-02 · data science opportunities ....

6
Personalised Medicine: Data Science Opportunities Niels Peek Health e-Research Centre Farr Institute of Health Informatics Research The University of Manchester

Upload: others

Post on 10-Jul-2020

1 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

Personalised Medicine: Data Science Opportunities

Niels Peek

Health e-Research Centre Farr Institute of Health Informatics Research

The University of Manchester

Page 2: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

• Current biomedical knowledge predicts < 30% of health outcomes – E.g. statins: We treat 20 patients to save 1 life.

• Must move away from "one size fits all approach” in clinical medicine

• Inspired by uniqueness of each individual's genotype

• Similar to "mass customization" in data services – E.g. Google search; Facebook; SPAM filters

Personalised medicine: The need

Page 3: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

Personalised medicine: The challenges

?

genome phenome

?

genome phenome exposome

Page 4: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

• < $1,000 genome era

• use electronic health records for electronic phenotyping

• complex subgroup discovery + mapping exercise

Personalised medicine: Opportunities (1)

?

genome phenome

Page 5: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

• Rheumatoid Arthritis: genome predicts 50% of illness severity

• Massive opportunities to measure exposome with Internet of Things

• E.g. find subgroups for whom to prescribe statins + physical activity

Personalised medicine: Opportunities (2)

?

genome phenome exposome

Page 6: Personalised Medicine: Data Science Opportunities · 2016-12-02 · Data Science Opportunities . Niels Peek . Health e-Research Centre Farr Institute of Health Informatics Research

Thank you

Niels Peek MRC Health e-Research Centre The University of Manchester, UK [email protected] @NielsPeek