Respir Med. 2020;170:106042.
Usefulness of routine blood test-driven clusters for predicting acute exacerbation in patients with asthma.
제1저자 오지현 · 교신저자 박흥우
소속 (5)
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Cheonan, Republic of Korea.
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea.
- Department of Pulmonology and Allergy, Hallym University Dongtan Sacred Heart Hospital, Hallym University College of Medicine, Hwaseong, Republic of Korea.
- Department of Internal Medicine, Ewha Womans University College of Medicine, Seoul, Republic of Korea.
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea; Institute of Allergy and Clinical Immunology, Seoul National University Medical Research Center, Seoul, Republic of Korea. Electronic address: guinea71@snu.ac.kr.
Abstract
AIM Acute exacerbation (AE) is a significant burden in the management of asthma. In this study we aimed to investigate whether routine blood test results predicted AE in asthmatics.
METHODS We applied k-means cluster to routine blood test results which included eosinophil counts, total calcium, phosphorus, uric acid (UA), total cholesterol, total protein, albumin, total bilirubin, alkaline phosphatase, aspartate transaminase (AST), alanine transferase (ALT), gamma-glutamyltransferase, blood urea nitrogen, creatinine, and high-sensitive C-reactive protein (hsCRP) obtained from 590 asthmatics. AEs collected over the prospective follow-up of one-year were used to evaluate clinical trajectories of these clusters.
RESULTS Three blood clusters were identified. The essential features of each cluster can be characterized as follows: (i) high eosinophil count, UA, total cholesterol, AST, ALT, and hsCRP levels (Cluster 1); (ii) intermediate features (Cluster 2); (iii) low UA, total cholesterol and total bilirubin levels (Cluster 3). Kaplan-Meier analysis confirmed that clusters were strongly predictive of time to the first AE (log-rank P = 0.001). Hazard ratio for each group was as follows: Cluster 2 = 1, Cluster 1 = 2.67 (1 vs. 2, P = 4.68 × 10-4), and Cluster 3 = 1.69 (2 vs. 3, P = 0.021).
CONCLUSIONS We defined three blood clusters in asthmatics. These blood clusters are easily identifiable from routine test results and may help clinicians to predict the future risk of AE in asthmatics.
Copyright © 2020 Elsevier Ltd. All rights reserved.
Keywords
AsthmaCluster analysisHematologic testsSymptom flare up
그 밖의 정보
- 출판 형태
- Journal Article, Research Support, Non-U.S. Gov't
- 저널
- Respiratory medicine · eISSN 1532-3064
- 전자 출판
- 2020-05-27
- MeSH
- Adult · Aged · Aged, 80 and over · Asthma / blood / diagnosis · Diagnostic Tests, Routine* · Disease Progression · Eosinophils · Female · Follow-Up Studies · Hematologic Tests* · Humans · Leukocyte Count · Male · Middle Aged · Predictive Value of Tests · Risk Assessment / methods · Time Factors