Temporal disease trajectories condensed from population-wide registry data covering 6.2 million patients

被引:280
作者
Jensen, Anders Boeck [1 ,2 ]
Moseley, Pope L. [2 ,3 ]
Oprea, Tudor I. [1 ,3 ,4 ]
Ellesoe, Sabrina Gade [2 ]
Eriksson, Robert [1 ,2 ]
Schmock, Henriette [5 ]
Jensen, Peter Bjodstrup [2 ]
Jensen, Lars Juhl [2 ]
Brunak, Soren [1 ,2 ]
机构
[1] Tech Univ Denmark, Dept Syst Biol, Ctr Biol Sequence Anal, DK-2800 Lyngby, Denmark
[2] Univ Copenhagen, NNF Ctr Prot Res, DK-2200 Copenhagen, Denmark
[3] Univ New Mexico, Dept Internal Med, Albuquerque, NM 87131 USA
[4] Univ Gothenburg, Dept Rheumatol & Inflammat Res, SE-40530 Gothenburg, Sweden
[5] Copenhagen Univ Hosp, Mental Hlth Ctr Sct Hans, Inst Biol Psychiat, DK-4000 Roskilde, Denmark
关键词
OBSTRUCTIVE PULMONARY-DISEASE; CARDIOVASCULAR-DISEASE; ILLNESS TRAJECTORIES; COPD; MORTALITY;
D O I
10.1038/ncomms5022
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A key prerequisite for precision medicine is the estimation of disease progression from the current patient state. Disease correlations and temporal disease progression (trajectories) have mainly been analysed with focus on a small number of diseases or using large-scale approaches without time consideration, exceeding a few years. So far, no large-scale studies have focused on defining a comprehensive set of disease trajectories. Here we present a discovery-driven analysis of temporal disease progression patterns using data from an electronic health registry covering the whole population of Denmark. We use the entire spectrum of diseases and convert 14.9 years of registry data on 6.2 million patients into 1,171 significant trajectories. We group these into patterns centred on a small number of key diagnoses such as chronic obstructive pulmonary disease (COPD) and gout, which are central to disease progression and hence important to diagnose early to mitigate the risk of adverse outcomes. We suggest such trajectory analyses may be useful for predicting and preventing future diseases of individual patients.
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页数:10
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