Adult asthma and its relationship with smoking and obesity

Jeremy James
3/11/2019

The University of Nebraska at Omaha

Department of Mathematics

Introduction

What is asthma?

Several risk factors:

  • Family history
  • Viral respitory infections
  • Allergies
  • Occupational Exposures
  • Smoking
  • Air Pollution
  • Obesity

Prevalence

  • Asthma rates increasing across globe
  • 300 million people worlwide affected
  • 24.6 million in the US diagnosed

Disparities

  • More likely to affect children
  • Disproportionately affects low income populations
  • Non-hispanics: 43% higher for blacks vs whites
  • Disparities within mortality rates/seriousness

Costs

  • Responsible for lost school and work days, early deaths
  • $56 billion in total cost for the US (cdc.gov, 2007)

My Research

  • Focused on Smoking and Obesity
  • Using the CDC's “500 Cities: Local Data for Better Health” dataset
  • Includes 2013-14 model-based estimates for 27 measures of chronic disease
  • Tracks health info for adult (>18) population
  • Includes city wide and individual census tract data

Asthma and Smoking

  • Irritates airways in the lung
  • Firsthand and secondhand smoke increase asthma risk
  • Affects children whose mothers smoked during their pregnancy

Adult Asthma and Smoking: Genetics

  • J.M. Vonk et. al (2017): genetic evidence suggesting interaction with smoking
  • Some adults more susceptible to develop asthma than others

Asthma and Smoking: Infancy

  • Jesse D. Thacher et al (2018): increased risk of asthma from cigarette smoke in infancy
  • Risk of persistent asthma increases for highly exposed

Asthma and Smoking: Secondhand

  • Less clear than childhood asthma and secondhand smoke
  • M. D. Eisner (2005): relationship between adult asthma and secondhand smoke
  • Associated with higher rate of self-reported asthma
  • Adult on-set asthma rates increased for children exposed to parental smoking

Asthma and Smoking: Census Tract Data

plot of chunk unnamed-chunk-1

Asthma and Obesity

  • Unclear relationship
  • Extra weight causes some inflammation
  • Obese individuals suffering from asthma use more medications and suffer worse symptoms
  • American obesity rates are increasing

Asthma and Obesity: 2 phenotypes

  • Sveta Mohanan et. al (2014): 2 phenotypes of asthma
  • The first alters early onset allergic asthma
  • The second unique form fully obesity caused

Asthma and Obesity: Census Tract Data

plot of chunk unnamed-chunk-2

Modeling with Smoking and Obesity as Predictors for Adult Asthma

\[ y = \beta_0+ \beta_1x_1+ \beta_2x_2+ \beta_3x_1x_2+\epsilon \]

Where

\( \beta_0 \) is the intercept

\( x_1 \) is the smoking rate

\( x_2 \) is the obesity rate

\( x_1x_2 \) is the interaction term

\( y \) is the asthma rate

I assume \( \epsilon \sim N(0, \sigma^2) \)

My Model Results

Coefficient Estimate Standard Error t-value p-value
Intercept 6.416 0.0736 87.136 < 0.001
Current Smoking 0.107 0.0044 24.438 < 0.001
Obesity -0.007 0.0027 -2.527 0.0115
Current Smoking:Obesity 0.003 0.0001 22.327 < 0.001

The Residual standard error: \( \sigma \) = 1.107

Conclusions Drawn from My Model

  • Smoking plays biggest role in predicting Adult Asthma
  • Obesity not as significant a predictor
  • Smoking and Obesity interaction significant

My Interactive App

plot of chunk unnamed-chunk-4

App Features

plot of chunk unnamed-chunk-5

  • Asthma, Smoking and Obesity rates represented by circle size and color
  • Zoom in/out to focus on specific parts of the country
  • Data displayed in scatterplot
  • Adjustable circle size

Findings from My App

  • High rates of asthma in The Mideast/Northeast
  • Relationship between smoking/obesity and asthma
  • Demonstration

plot of chunk unnamed-chunk-6

References