1. Time-Series Analysis of Laboratory Values in the Context of Long-Term Hospitalized Patient Mortality
- Author
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Elham Yousefi, Amir Momeni Boroujeni, and Alejandro Zuretti
- Subjects
Adult ,Male ,medicine.medical_specialty ,Adverse outcomes ,Hospitalized patients ,Context (language use) ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,medicine ,Humans ,Aspartate Aminotransferases ,Hospital Mortality ,Alanine aminotransferase ,APACHE ,Aged ,biology ,Clinical Laboratory Techniques ,business.industry ,Mortality rate ,Alanine Transaminase ,General Medicine ,Middle Aged ,Alkaline Phosphatase ,Laboratory results ,Hospitalization ,Alanine transaminase ,030220 oncology & carcinogenesis ,Chronic Disease ,biology.protein ,Alkaline phosphatase ,Female ,business ,030215 immunology - Abstract
Objectives Long-term hospitalized patients have a higher risk of adverse outcomes and mortality rate. These patients often rapidly deteriorate, leading to death. We aim to evaluate end-of-life laboratory values time trends among deceased long-term inpatients. Methods Time-stamped laboratory data for adult inpatients who had died in the hospital were extracted. The data were normalized and time-series analysis was performed. The patients were also clustered based on the laboratory result trends. Results Laboratory results from 257 patients were evaluated. Significant time trends were observed: serum urea nitrogen, aspartate aminotransferase, alanine aminotransferase, alkaline phosphatase, and potassium increased while platelets and albumin decreased. Most patients showed significant shifts in at least four major laboratory indices within the last week of life. Conclusions In the last week of life in chronically hospitalized patients, an alteration of the physiologic state of the patient occurs that manifests as subtle changes in metabolite levels compared with the patient's baseline.
- Published
- 2019
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