Big Data in Public Health David L. Mowat MBChB, MPH, FRCPC, FFPH - - PowerPoint PPT Presentation

big data in public health
SMART_READER_LITE
LIVE PREVIEW

Big Data in Public Health David L. Mowat MBChB, MPH, FRCPC, FFPH - - PowerPoint PPT Presentation

Big Data in Public Health David L. Mowat MBChB, MPH, FRCPC, FFPH Big Data for Health Policy Workshop University of Toronto November 5 th , 2014 Example 1: Low Birth Weight Low Birth Weight, Pre-Term and Small-for-gestational-age Rate, Peel


slide-1
SLIDE 1

Big Data in Public Health

David L. Mowat

MBChB, MPH, FRCPC, FFPH Big Data for Health Policy Workshop University of Toronto November 5th, 2014

slide-2
SLIDE 2

Example 1: Low Birth Weight

Peel Ontario Low birth weight rate† 6.9 6.0 Pre-Term birth rate† 7.5 7.5 Small-for-gestational-age rate† 10.8 8.7

Low Birth Weight, Pre-Term and Small-for-gestational-age Rate, Peel and Ontario, 2002-2006 Combined

slide-3
SLIDE 3

Birth Weight by Maternal Region

  • f Birth, Ontario
slide-4
SLIDE 4

Example 2: Remaining Life Expectancy at Age 25, by Low Income Census Tract Quintiles, Peel, 2005

20 30 40 50 60 70 80 Low Income Census Tract Quintiles

Male LE Female LE

Male LE 56.6 57.3 56.8 57.3 57 Female LE 61.6 60.6 61 59.9 59.4 LI1 (Poorest) LI2 LI3 LI4 LI5 (Richest) Years remaining

Sources: Ontario Mortality Database 2005, HELPS (Health Planning System), Ministry of Health Promotion; 2006 Census, Statistics Canada

Males: Q5-Q1=0.4 yrs Females: Q5-Q1= -2.2 yrs

slide-5
SLIDE 5

Remaining life expectancy at age 25 by immigrant status and income adequacy quintile, Men, City of Toronto and Peel, 1991-2001

25 35 45 55 65 Immigrants Non-Immigrants

Immigrants 53.8 55 55.6 56.4 57.6 Non-Immigrants 45.1 49.7 51.7 53.6 55 1 (Poorest) 2 3 4 5 (Richest)

Years remaining

Source: Statistics Canada, Health Analysis Division, Wilkins R, Tjepkema M (Feb 2010) Note: Q5-Q1 difference for immigrants=3.9 years; Q5-Q1difference for non-immigrants=9.8 years

Income adequacy quintile

Q1 Difference=8.7 yrs

Immigrants: Q5-Q1= 3.8 yrs Non-immigrants: Q5-Q1= 9.8 yrs

Q1 Difference=8.7 yrs

slide-6
SLIDE 6

Remaining life expectancy at age 25 by immigrant status and income adequacy quintile, Women, City of Toronto and Peel, 1991-2001

25 35 45 55 65 Immigrants Non-Immigrants

Immigrants 60.3 60.7 60.9 61.2 61.1 Non-Immigrants 52.5 57.3 58.4 60.1 60 1 (Poorest) 2 3 4 5 (Richest)

Years remaining

Source: Statistics Canada, Health Analysis Division, Wilkins R, Tjepkema M (Feb 2010) Note: Q5-Q1 difference for immigrants=0.8 years; Q5-Q1difference for non-immigrants=7.4 years

Income adequacy quintile Immigrants:

Q5-Q1=0.8 yrs

Non- immigrants:

Q5-Q1=7.4 yrs

Q1 Difference=7.8 yrs

Q1 difference=7.8 yrs

slide-7
SLIDE 7
  • Future diabetes

burden

  • Health care

costs

  • Intervention

scenarios

Data specific to Peel region on: Age, ethnicity, sex, risk factors

Diabetes Population Risk Tool (DPoRT)

Data specific to Peel region

  • n:

Age, ethnicity, sex, risk factors Validated tool (DPoRT)

slide-8
SLIDE 8

CCHS Data for DPoRT

  • BMI
  • Age
  • Non-white ethnicity
  • Hypertension
  • Smoking (M)
  • Heart Disease (M)
  • Immigrant (F)
  • Post-secondary

education

slide-9
SLIDE 9

Rosella L.C., et al. Implications of Clinical Targets for Diabetes Prevention. Annals of Epidemiology 2013; 23(9):587-588.

7.2 12.9 21.6 9.0 17.7 20.8 7.7 20.0 200 400 600 800 1,000 1,200 1,400 1,600 1,800 2,000 5 10 15 20 25 < 5.7 5.7- 6.5 ≥ 6.5 <6.1 6.1- 7.0 ≥ 7.0 No Yes Expected num ber of new diabetes cases Thousands Ten year diabetes risk (%) HbA1c (%) FPG (m m ol/ L) Metabolic Syndrom e Expected number of cases 10-year diabetes risk

slide-10
SLIDE 10

100 200 300 Serum LDL Cholesterol (mg/dl)  200 100

 Population Lower the mean level of risk factor within the population to shift the whole distribution High-Risk Individuals Narrow group of people are targeted to change a very specific risk

% Population

Sick Individuals and Sick Populations: Sir Geoffrey Rose

slide-11
SLIDE 11

The PAF of Walkability for Diabetes

  • The overall PAF is 16.2%

Men Women Recent Immigrant Long-term Resident Recent Immigrant Long-term Resident 19.9 16.1 24.8 13.7 Overall 16.2

slide-12
SLIDE 12

Some Lessons

  • large-scale sample survey data

– limitations imposed by sample size – definitional issues – continuity

  • administrative databases

– definitional issues – linking elements

  • quality
  • public health-academic partnerships