BackgroundEPIC.Rmd
The Evaluation Platform In COPD (EPIC) was a nationally funded research project with the aim of creating an open-source, publicly available, population-based ‘Whole Disease’ COPD model for epidemiological projections and policy analyses in the Canadian context.
The epicUS package and application are based on the paper Development and Validation of theEvaluation Platform in COPD (EPIC):A Population-Based Outcomes Modelof COPD for Canada, published in 2019.
The purpose of this study is to model how COPD (Chronic Obstructive Pulmonary Disease) affects a whole population. In social sciences and population health, we often use a dynamic microsimulation model to look at how a disease might affect a population over a period of time.
A dynamic microsimulation is a computer model which makes predictions about how a population will be affected by say, a disease, over a set period of time.
In the case of EPIC, we wanted to look at the affects of COPD on the Canadian population. To start with, the computer model uses data from the 2001 Canadian Community Health Survey 1.1 to create simulated, or “artificial” people. The survey included information from 105 908 Canadians. The model uses this to create ~ 22.5 million community-dwelling Canadians.
As with any real population, the simulated population is constantly changing. We define a change in a simulated individual as an event.
We combined 12 different studies to look at 7 different aspects of COPD:
The Demographic and Risk Factor Module is based on the results from POHEM, which is the dynamic microsimulation model we described previously. This is basically the background data for the simulation.
We used data from the Canadian Cohort of Obstructive Lung Disease (COLD) to assign a binary COPD status to individuals upon their creation.
Once the COPD designation is defined for an individual, an individual-specific initial FEV₁ value and an individual-specific annual rate of FEV₁ decline are assigned. The 3 components of this module are the initial FEV₁ value for preexisting (prevalent) COPD cases, initial FEV₁ values for incident COPD cases, and the slope of decline in FEV₁ over time.
In COPD, patients can sometimes experience what are called exacerbations.
exacerbation: acute worsening of COPD symptoms; acute means sudden onset, short in duration; COPD symptoms include shortness of breath, wheezing, coughing up mucus, etc.
We categorized death into two categories: death from COPD, and death not from COPD. More formally:
COPD-related mortality: Death due to a severe or
very severe COPD exacerbation.
Background mortality: Death from all other causes
(excluding COPD).