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A Bayesian Network analysis of the probabilistic relations between risk factors in the predisposition to type 2 diabetes

Sambo, Francesco; Di Camillo, Barbara; Franzin, Alberto; Facchinetti, Andrea; Hakaste, Liisa; Kravic, Jasmina LU ; Fico, Giuseppe; Tuomilehto, Jaakko; Groop, Leif LU and Gabriel, Rafael, et al. (2015) 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) In Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings 2015. p.22-2119
Abstract

In order to better understand the relations between different risk factors in the predisposition to type 2 diabetes, we present a Bayesian Network analysis of a large dataset, composed of three European population studies. Our results show, together with a key role of metabolic syndrome and of glucose after 2 hours of an Oral Glucose Tolerance Test, the importance of education, measured as the number of years of study, in the predisposition to type 2 diabetes.

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organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
keywords
Bayes Theorem, Databases, Factual, Diabetes Mellitus, Type 2/etiology, European Continental Ancestry Group, Finland, Glucose Tolerance Test, Humans, Male, Metabolic Syndrome/complications, Models, Statistical, Risk Factors, Spain
host publication
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
series title
Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
volume
2015
pages
22 - 2119
publisher
IEEE--Institute of Electrical and Electronics Engineers Inc.
conference name
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
conference location
Milan, Italy
conference dates
2015-08-25 - 2015-08-29
external identifiers
  • scopus:84953264433
ISSN
1557-170X
ISBN
978-1-4244-9271-8
DOI
10.1109/EMBC.2015.7318807
language
English
LU publication?
yes
id
3833de4c-29d0-42c4-82cb-566835bee0c1
date added to LUP
2019-01-21 13:04:13
date last changed
2019-05-28 03:53:33
@inproceedings{3833de4c-29d0-42c4-82cb-566835bee0c1,
  abstract     = {<p>In order to better understand the relations between different risk factors in the predisposition to type 2 diabetes, we present a Bayesian Network analysis of a large dataset, composed of three European population studies. Our results show, together with a key role of metabolic syndrome and of glucose after 2 hours of an Oral Glucose Tolerance Test, the importance of education, measured as the number of years of study, in the predisposition to type 2 diabetes. </p>},
  author       = {Sambo, Francesco and Di Camillo, Barbara and Franzin, Alberto and Facchinetti, Andrea and Hakaste, Liisa and Kravic, Jasmina and Fico, Giuseppe and Tuomilehto, Jaakko and Groop, Leif and Gabriel, Rafael and Tuomi, Tiinamaija and Cobelli, Claudio},
  booktitle    = {Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings},
  isbn         = {978-1-4244-9271-8 },
  issn         = {1557-170X},
  keyword      = {Bayes Theorem,Databases, Factual,Diabetes Mellitus, Type 2/etiology,European Continental Ancestry Group,Finland,Glucose Tolerance Test,Humans,Male,Metabolic Syndrome/complications,Models, Statistical,Risk Factors,Spain},
  language     = {eng},
  location     = {Milan, Italy},
  pages        = {22--2119},
  publisher    = {IEEE--Institute of Electrical and Electronics Engineers Inc.},
  title        = {A Bayesian Network analysis of the probabilistic relations between risk factors in the predisposition to type 2 diabetes},
  url          = {http://dx.doi.org/10.1109/EMBC.2015.7318807},
  volume       = {2015},
  year         = {2015},
}