The Laboratory-Based Intermountain Validated Exacerbation (LIVE) Score Identifies Chronic Obstructive Pulmonary Disease Patients at High Mortality Risk
Year: 2018
Type: article
Study design: Observational Study
Abstract: Background Identifying COPD patients at high risk for mortality or healthcare utilization remains a challenge. A robust system for identifying high-risk COPD patients using Electronic Health Record (EHR) data would empower targeting interventions aimed at ensuring guideline compliance and multimorbidity management. The purpose of this study was to empirically derive, validate, and characterize subgroups of COPD patients based on routinely collected clinical data widely available within the EHR. Methods Cluster analysis was used in 5,006 patients with COPD at Intermountain to identify clusters based on a large collection of clinical variables. Recursive Partitioning (RP) was then used to determine a preferred tree that assigned patients to clusters based on a parsimonious variable subset. The mortality, COPD exacerbations, and comorbidity profile of the identified groups was examined. The findings were validated in an independent Intermountain cohort and in external cohorts from the United States Veterans Affairs (VA) and University of Chicago Medicine systems. Measurements and Main Results The RP algorithm identified five LIVE Scores based on laboratory values: albumin, creatinine, chloride, potassium, and hemoglobin. The groups were characterized by increasing risk of mortality. The lowest risk, LIVE Score 5 had 8% four-year mortality vs. 56% in the highest risk LIVE Score 1, p<0.001). These findings were validated in the VA cohort (n=83,134), an expanded Intermountain cohort (n=48,871) and in the University of Chicago system (n=3,236). Higher mortality groups also had higher COPD exacerbation rates and comorbidity rates. Conclusions In large clinical datasets across different organizations, the LIVE Score utilizes existing laboratory data for COPD patients may be used to stratify risk for mortality and COPD exacerbations.
Source: Frontiers in Medicine
Institutions: University of Utah, Intermountain Medical Center, Intermountain Healthcare, University of Chicago, University of Chicago Medical Center, Oregon Health & Science University, Kaiser Permanente Center for Health Research, San Francisco VA Medical Center, University of California, San Francisco, San Francisco VA Health Care System
Language: English
Subfield: Pulmonary and Respiratory Medicine
Field: Medicine
Domain: Health Sciences
Open Access status: gold
Estimated APC paid: $3,801
OpenAlex ID: W2804671783
