Cargando…
Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes
Atherosclerosis results from inflammatory processes involving biomarkers, such as lipid profile, haemoglobin A1C, oxidative stress, coronary artery calcium score and flow-mediated endothelial response through nitric oxide. This paper proposes a health status coefficient, which comprehends molecular...
Autores principales: | , , , , , , |
---|---|
Formato: | Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2008
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3041522/ https://www.ncbi.nlm.nih.gov/pubmed/21347120 |
_version_ | 1782198438301007872 |
---|---|
author | Chan, Lawrence W.C. Benzie, Iris F.F. Lau, Thomas Y.H. Zheng, Yongping Wong, Alex K.S. Liu, Y. Chan, Phoebe S.T. |
author_facet | Chan, Lawrence W.C. Benzie, Iris F.F. Lau, Thomas Y.H. Zheng, Yongping Wong, Alex K.S. Liu, Y. Chan, Phoebe S.T. |
author_sort | Chan, Lawrence W.C. |
collection | PubMed |
description | Atherosclerosis results from inflammatory processes involving biomarkers, such as lipid profile, haemoglobin A1C, oxidative stress, coronary artery calcium score and flow-mediated endothelial response through nitric oxide. This paper proposes a health status coefficient, which comprehends molecular and clinical measurements concerning atherosclerosis to provide a measure of arterial health. An arterial health status map is produced to map the multi-dimensional measurements to the health status coefficient. The mapping is modeled by a fuzzy system embedded with the health domain expert knowledge. The measurements obtained from the pilot study are used to tune the fuzzy system. The inferred arterial health coefficients are stored into the data cubes of a multi-dimensional database. Due to this adaptability and transparency of fuzzy system, the health status map can be easily updated when the refinement of fuzzy rule base is needed or new measurements are obtained. |
format | Text |
id | pubmed-3041522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-30415222011-02-23 Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes Chan, Lawrence W.C. Benzie, Iris F.F. Lau, Thomas Y.H. Zheng, Yongping Wong, Alex K.S. Liu, Y. Chan, Phoebe S.T. Summit on Translat Bioinforma Articles Atherosclerosis results from inflammatory processes involving biomarkers, such as lipid profile, haemoglobin A1C, oxidative stress, coronary artery calcium score and flow-mediated endothelial response through nitric oxide. This paper proposes a health status coefficient, which comprehends molecular and clinical measurements concerning atherosclerosis to provide a measure of arterial health. An arterial health status map is produced to map the multi-dimensional measurements to the health status coefficient. The mapping is modeled by a fuzzy system embedded with the health domain expert knowledge. The measurements obtained from the pilot study are used to tune the fuzzy system. The inferred arterial health coefficients are stored into the data cubes of a multi-dimensional database. Due to this adaptability and transparency of fuzzy system, the health status map can be easily updated when the refinement of fuzzy rule base is needed or new measurements are obtained. American Medical Informatics Association 2008-03-01 /pmc/articles/PMC3041522/ /pubmed/21347120 Text en ©2008 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose |
spellingShingle | Articles Chan, Lawrence W.C. Benzie, Iris F.F. Lau, Thomas Y.H. Zheng, Yongping Wong, Alex K.S. Liu, Y. Chan, Phoebe S.T. Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title | Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title_full | Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title_fullStr | Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title_full_unstemmed | Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title_short | Construction of Multi-dimensional Arterial Health Status Map based on Molecular and Clinical Measurements, Fuzzy System and Data Cubes |
title_sort | construction of multi-dimensional arterial health status map based on molecular and clinical measurements, fuzzy system and data cubes |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3041522/ https://www.ncbi.nlm.nih.gov/pubmed/21347120 |
work_keys_str_mv | AT chanlawrencewc constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT benzieirisff constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT lauthomasyh constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT zhengyongping constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT wongalexks constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT liuy constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes AT chanphoebest constructionofmultidimensionalarterialhealthstatusmapbasedonmolecularandclinicalmeasurementsfuzzysystemanddatacubes |