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r A. Hidalgo er for Complex Network Research, ersity of Notre Dame / Northeastern University The Human Phenotypic Disease Network
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The Human Phenotypic Disease Network

Jan 11, 2016

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The Human Phenotypic Disease Network. Cesar A. Hidalgo Center for Complex Network Research, University of Notre Dame / Northeastern University. Collaborators. Nicholas Christakis Laurie Meneades Jason Block Dept. of Health Policy, Harvard Medical School. Christine Teutsch - PowerPoint PPT Presentation
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Page 1: The Human Phenotypic Disease Network

Cesar A. HidalgoCenter for Complex Network Research, University of Notre Dame / Northeastern University

The Human PhenotypicDisease Network

Page 2: The Human Phenotypic Disease Network

CollaboratorsNicholas ChristakisLaurie MeneadesJason Block

Dept. of Health Policy,Harvard Medical School

Laszlo BarabasiNicholas BlummDeok-Sun LeeJ Park

Center for Network Science,Northeastern University

Christine Teutsch

Massachusetts General HospitalHarvard Medical School

Page 3: The Human Phenotypic Disease Network

Some Diseases are known to be related

Page 4: The Human Phenotypic Disease Network

ENPP1 HFCS SLS

Ectonuclide Pyrophosphate

Phosphodiesterase 1

High FructoseCorn Syrup

SedentaryLife Style

There are no single causes for each disease

DiabetesObesity

Page 5: The Human Phenotypic Disease Network

Determining causes is labor and capital intensive

Page 6: The Human Phenotypic Disease Network

Disease 2Disease 1

Page 7: The Human Phenotypic Disease Network

Disease 1 Disease 2Affect Same Individuals

Significantly more than Random

Page 8: The Human Phenotypic Disease Network

C12

P1 P2

N

))(( jiji

jiijij

PNPNPP

PPNC

Building a Net

Page 9: The Human Phenotypic Disease Network

~ 13’039’018 patients58.3% females,90.1% white7.5% black

~ 32’341’348 records (hospitalizations)

Up to 10 diagnosis (from ~950 cat (3digit) / ~14000 (5digit) )

Page 10: The Human Phenotypic Disease Network
Page 11: The Human Phenotypic Disease Network
Page 12: The Human Phenotypic Disease Network

Disease 2Disease 1

Page 13: The Human Phenotypic Disease Network
Page 14: The Human Phenotypic Disease Network

CHF

Page 15: The Human Phenotypic Disease Network
Page 16: The Human Phenotypic Disease Network

CONCLUSIONS• We introduced the concept of a phenotypic

disease network.

• This network can be used to help explore life cycle strategies for drug companies and hospital design.

• This network can be used to perform comparative studies.

• Ultimately, the goal is to help determine disease ontology based on their comorbidity patterns

Page 17: The Human Phenotypic Disease Network

http://www.nd.edu/~chidalgo

Or Google: CA Hidalgo

http://www.nd.edu/~networks

Or Google: CCNR