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.
机构:
Univ Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Blair, David R.
Lyttle, Christopher S.
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h-index: 0
机构:
Univ Chicago, Ctr Hlth & Social Sci, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Lyttle, Christopher S.
Mortensen, Jonathan M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Ctr Biomed Informat Res, Stanford, CA 94305 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Mortensen, Jonathan M.
Bearden, Charles F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Dept Internal Med, Sch Biomed Informat, Houston, TX 77030 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Bearden, Charles F.
Jensen, Anders Boeck
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Jensen, Anders Boeck
Khiabanian, Hossein
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Khiabanian, Hossein
Melamed, Rachel
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Melamed, Rachel
Rabadan, Raul
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Rabadan, Raul
Bernstam, Elmer V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Dept Internal Med, Sch Biomed Informat, Houston, TX 77030 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Bernstam, Elmer V.
Brunak, Soren
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, Denmark
Univ Copenhagen, Novo Nordisk Fdn Ctr Prot Res, DK-2200 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Brunak, Soren
Jensen, Lars Juhl
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, Denmark
Univ Copenhagen, Novo Nordisk Fdn Ctr Prot Res, DK-2200 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Jensen, Lars Juhl
Nicolae, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Stat, Chicago, IL 60637 USA
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Nicolae, Dan
Shah, Nigam H.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Ctr Biomed Informat Res, Stanford, CA 94305 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Shah, Nigam H.
Grossman, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Grossman, Robert L.
Cox, Nancy J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Cox, Nancy J.
White, Kevin P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
White, Kevin P.
Rzhetsky, Andrey
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Chen, L. L.
Blumm, N.
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys, Ctr Network Sci, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Blumm, N.
Christakis, N. A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Christakis, N. A.
Barabasi, A-L
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys, Ctr Network Sci, Boston, MA 02115 USA
Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Barabasi, A-L
Deisboeck, T. S.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
机构:
Harvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Harvard Univ, Harvard Kennedy Sch, Cambridge, MA 02138 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Hidalgo, Cesar A.
Blumm, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys Biol & Comp Sci, Ctr Network Sci, Boston, MA 02115 USA
Northeastern Univ, Coll Comp & Informat Sci, Boston, MA 02115 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Blumm, Nicholas
Barabasi, Albert-Laszlo
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys Biol & Comp Sci, Ctr Network Sci, Boston, MA 02115 USA
Univ Notre Dame, Ctr Complex Network Res, Notre Dame, IN 46556 USA
Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
Harvard Univ, Sch Med, Dept Med, Boston, MA USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Barabasi, Albert-Laszlo
Christakis, Nicholas A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Med, Boston, MA USA
Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
机构:
Univ Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Blair, David R.
Lyttle, Christopher S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Ctr Hlth & Social Sci, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Lyttle, Christopher S.
Mortensen, Jonathan M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Ctr Biomed Informat Res, Stanford, CA 94305 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Mortensen, Jonathan M.
Bearden, Charles F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Dept Internal Med, Sch Biomed Informat, Houston, TX 77030 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Bearden, Charles F.
Jensen, Anders Boeck
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Jensen, Anders Boeck
Khiabanian, Hossein
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Khiabanian, Hossein
Melamed, Rachel
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Melamed, Rachel
Rabadan, Raul
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Computat Biol & Bioinformat, Dept Biomed Informat, New York, NY 10032 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Rabadan, Raul
Bernstam, Elmer V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Dept Internal Med, Sch Biomed Informat, Houston, TX 77030 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Bernstam, Elmer V.
Brunak, Soren
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, Denmark
Univ Copenhagen, Novo Nordisk Fdn Ctr Prot Res, DK-2200 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Brunak, Soren
Jensen, Lars Juhl
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Ctr Biol Sequence Anal, DK-2800 Copenhagen, Denmark
Univ Copenhagen, Novo Nordisk Fdn Ctr Prot Res, DK-2200 Copenhagen, DenmarkUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Jensen, Lars Juhl
Nicolae, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Stat, Chicago, IL 60637 USA
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Nicolae, Dan
Shah, Nigam H.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Ctr Biomed Informat Res, Stanford, CA 94305 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Shah, Nigam H.
Grossman, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Grossman, Robert L.
Cox, Nancy J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
Cox, Nancy J.
White, Kevin P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
White, Kevin P.
Rzhetsky, Andrey
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Med, Chicago, IL 60637 USA
Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
Univ Chicago, Inst Genom & Syst Biol, Computat Inst, Chicago, IL 60637 USAUniv Chicago, Comm Genet Genom & Syst Biol, Chicago, IL 60637 USA
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Chen, L. L.
Blumm, N.
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys, Ctr Network Sci, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Blumm, N.
Christakis, N. A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Christakis, N. A.
Barabasi, A-L
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys, Ctr Network Sci, Boston, MA 02115 USA
Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
Barabasi, A-L
Deisboeck, T. S.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USAMassachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Harvard MIT HST, Complex Biosyst Modeling Lab, Charlestown, MA 02129 USA
机构:
Harvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Harvard Univ, Harvard Kennedy Sch, Cambridge, MA 02138 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Hidalgo, Cesar A.
Blumm, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys Biol & Comp Sci, Ctr Network Sci, Boston, MA 02115 USA
Northeastern Univ, Coll Comp & Informat Sci, Boston, MA 02115 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Blumm, Nicholas
Barabasi, Albert-Laszlo
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Dept Phys Biol & Comp Sci, Ctr Network Sci, Boston, MA 02115 USA
Univ Notre Dame, Ctr Complex Network Res, Notre Dame, IN 46556 USA
Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
Harvard Univ, Sch Med, Dept Med, Boston, MA USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA
Barabasi, Albert-Laszlo
Christakis, Nicholas A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Med, Boston, MA USA
Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USAHarvard Univ, Ctr Int Dev, Cambridge, MA 02138 USA