Geo-Distinctive Comorbidity Networks of Pediatric Asthma

Eun Kyong Shin1, Arash Shaban-Nejad1

  • 1University of Tennessee Health Science Center - Oak Ridge National Laboratory-(UTHSC-ORNL), Center for Biomedical Informatics, Department of Pediatrics, Memphis, TN, USA.

Insights

This study reveals how common childhood asthma symptoms interact with other conditions. Computational network analysis highlights distinct comorbidity patterns in urban versus suburban Memphis, Tennessee, offering insights into pediatric asthma etiology.

Area of Science:

  • Pediatric pulmonology
  • Computational epidemiology
  • Network science

Background:

  • Pediatric asthma often presents with complex interdependencies and multiple symptoms.
  • Understanding asthma comorbidities is crucial for elucidating disease etiology.
  • Empirical investigation of pediatric asthma comorbidity networks remains limited.

Purpose of the Study:

  • To reveal links and associations between diseases/conditions co-observed with pediatric asthma.
  • To apply computational network modeling to pediatric asthma comorbidities.
  • To analyze distinctive comorbidity network patterns in urban and suburban areas.

Main Methods:

  • Utilized computational network modeling and analysis.
  • Employed a novel geo-parsed comorbidity network analysis method.
  • Focused on pediatric asthma cases in Memphis, Tennessee.

Main Results:

  • Identified specific links and associations between pediatric asthma and co-occurring conditions.
  • Demonstrated distinct comorbidity network structures in urban and suburban Memphis.
  • Revealed unique patterns of disease co-occurrence related to pediatric asthma.

Conclusions:

  • Computational network analysis is effective for studying pediatric asthma comorbidities.
  • Geographic location (urban vs. suburban) influences asthma comorbidity patterns.
  • Findings contribute to a better understanding of pediatric asthma etiology and management.

Related Concept Videos

Asthma-I: Introduction01:29

Asthma-I: Introduction

Asthma is a chronic respiratory ailment that requires careful management due to its varying symptoms and influencing factors. It is characterized by airway inflammation, bronchial hyperresponsiveness, and reversible airflow obstruction, leading to symptoms like wheezing, shortness of breath, chest tightness, and coughing. The symptom frequency and intensity may vary considerably over time. It is also linked to immune system responses to allergens and irritants, highlighting the complex...
3.6K
Protein Networks02:26

Protein Networks

An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.6K
Protein Networks02:26

Protein Networks

2.9K
Asthma-III: Symptoms and Complications01:24

Asthma-III: Symptoms and Complications

Asthma, a common chronic respiratory condition, is classified considering the frequency and severity of symptoms alongside lung function impairment. Understanding this classification is essential for appropriate treatment and management. Here's a detailed look at the classification of asthma and its clinical features and complications:
Classification of Asthma
3.4K
Asthma-IV: Diagnostic and Management01:30

Asthma-IV: Diagnostic and Management

The diagnosis and management of asthma are comprehensive, encompassing clinical assessments, lung function tests, and pharmacological interventions. Here's an overview:
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
3.2K
Asthma: Pathogenesis and Management01:20

Asthma: Pathogenesis and Management

Asthma is a chronic pulmonary condition involving inflammation of the airways, hyper-reactivity, and reversible obstruction of the airways. This condition can significantly impact a person's quality of life, making breathing difficult and leading to distressing symptoms.
Asthma is classified as allergic and non-allergic. Allergens such as dust mites, pollen, and pet dander trigger allergic asthma, while factors like cold air, intense emotions, or exercise can induce non-allergic asthma.
1.4K