Related Experiment Video
Updated: Mar 23, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
Noninvasive Analysis of the Sputum Transcriptome Discriminates Clinical Phenotypes of Asthma
Xiting Yan1, Jen-Hwa Chu2, Jose Gomez1
11 Yale School of Medicine, New Haven, Connecticut.
Introduction:
It is increasingly recognized that asthma is a heterogeneous disease. Therefore, it is possible that analysis of gene expression in the airway will reveal clinically meaningful transcriptional endotypes of asthma (TEA clusters).
Methods:
We measured whole transcriptome gene expression profiles in the sputum and whole blood of 100 individuals with asthma and 12 control subjects using the Affymetrix HuGene ST 1.0 gene arrays. Unsupervised clustering was conducted using pathways from Kyoto Encyclopedia of Genes and Genomes (KEGG). This identified three TEA clusters that were correlated with clinical, physiologic, and inflammatory characteristics of the disease. TEA cluster 1 is a cluster of patients with asthma with a significantly higher rate of intubation (P = 0.05), a lower prebronchodilator FEV1 (P = 0.006), a higher bronchodilator response (P = 0.03), and higher exhaled nitric oxide levels (P = 0.04) than the other two TEA clusters. TEA cluster 2 has a higher rate of hospitalization for asthma (P = 0.04) and is heterogeneous. TEA cluster 3 is the largest cluster and has normal lung function, low exhaled nitric oxide levels, and lower inhaled steroid requirements. TEA cluster 1 had the highest sputum Th2 gene signature (IL-4, -5, and -13) compared with the other clusters. A classifier was developed that predicts TEA cluster assignment using 53 predictive genes in the circulation. The classifier was applied to gene expression data of children from the Asthma Biorepository for Integrative Genomic Exploration (Asthma BRIDGE) consortium cohort and confirmed that TEA clusters 1 and 2 are associated with history of intubation (P = 5.58 × 10(-06)) and hospitalization (P = 0.01), respectively.
Conclusions:
Analysis of the sputum transcriptome reveals three TEA clusters with different clinical and physiologic characteristics of disease in children and adults with asthma. This suggests that there are common transcriptomic signatures in the blood in children and adults with asthma that are associated with features of severe asthma.
Related Concept Videos
Sputum Studies I: Gram Stain, cytology, and Acid-fast smear and culture
Gram Stain
The Gram Stain is an integral part of sputum studies. It involves the staining of sputum, which permits...
Asthma-II: Pathophysiology and Classification
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Sputum Studies II: Culture and Sensitivity
Sputum culture and sensitivity is a medical procedure used to diagnose bacterial infections in the respiratory tract and select the most appropriate antibiotics for treatment. This process involves analyzing sputum samples of thick and opaque secretions produced in the lungs and airways. These samples are collected from patients and then sent to the laboratory for analysis.
The test can identify various pathogens responsible for respiratory infections, including Streptococcus,...
Asthma-IV: Diagnostic and Management
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History

