Literature DB >> 30414473

Lifetime trajectory simulation of chronic disease progression and comorbidity development.

Zhecheng Zhu1, Bee Hoon Heng2, Kiok Liang Teow2.   

Abstract

INTRODUCTION: Comorbidity is common in elderly patients and it imposes heavy burden on both individual and the whole healthcare system. This study aims to gain insights of comorbidity development by simulating the lifetime trajectory of disease progression from single chronic disease to comorbidity.
METHODS: Eight health states spanning from no chronic condition to comorbidity are considered in this study. Disease progression network is constructed based on the seven-year retrospective data of around 700,000 residents living in Singapore central region. Microsimulation is applied to simulate the process of aging and disease progression of a synthetic new-born cohort for the entire lifetime.
RESULTS: Among the 40 unique trajectories observed from the simulation, the top 10 trajectories covers 60% of the cohort. Timespan of most trajectories from birth to death is 80 years. Most people progress to at risk at late 30 s, develop the first chronic condition at 50 s or 60 s, and then progress to complications at 70 s. It is also observed that the earlier one person develops chronic conditions, the more life-year-lost is incurred. DISCUSSION: The lifetime disease progression trajectory constructed for each person in the cohort describes how a person starts healthy, becomes at risk, then progresses to one or more chronic conditions, and finally deteriorates to various complications over the years. This study may help us have a better understanding of chronic disease progression and comorbidity development, hence add values to chronic disease prevention and management.
Copyright © 2018 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Chronic disease progression; Comorbidity; Lifetime trajectory; Microsimulation; Population health

Mesh:

Year:  2018        PMID: 30414473     DOI: 10.1016/j.jbi.2018.11.002

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  3 in total

1.  Studying trajectories of multimorbidity: a systematic scoping review of longitudinal approaches and evidence.

Authors:  Genevieve Cezard; Calum Thomas McHale; Frank Sullivan; Juliana Kuster Filipe Bowles; Katherine Keenan
Journal:  BMJ Open       Date:  2021-11-22       Impact factor: 3.006

2.  Inequalities in developing multimorbidity over time: A population-based cohort study from an urban, multi-ethnic borough in the United Kingdom.

Authors:  Alessandra Bisquera; Ellie Bragan Turner; Lesedi Ledwaba-Chapman; Rupert Dunbar-Rees; Nasrin Hafezparast; Martin Gulliford; Stevo Durbaba; Marina Soley-Bori; Julia Fox-Rushby; Hiten Dodhia; Mark Ashworth; Yanzhong Wang
Journal:  Lancet Reg Health Eur       Date:  2021-11-04

3.  Clinical Variation in the Treatment Practices for Medication Nonadherence, Drug-Drug Interactions, and Recognition of Disease Progression in Patients with Chronic Cardiometabolic Diseases: A Cross-Sectional Patient Simulation Study among Primary Care Physicians.

Authors:  Czarlota Valdenor; Divya Ganesan; David Paculdo; Joshua Schrecker; Rebecca Heltsley; Christopher Westerfield; John W Peabody
Journal:  Int J Clin Pract       Date:  2022-07-30       Impact factor: 3.149

  3 in total

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