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On Exploring Hidden Structures Behind Cervical Cancer Incidence
Finding new etiological components is of great interest in disease epidemiology. We consider time series version of invariant coordinate selection (tICS) as an exploratory tool in the search of hidden structures in the analysis of population-based registry data. Increasing cancer burden inspired us...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156216/ https://www.ncbi.nlm.nih.gov/pubmed/30251557 http://dx.doi.org/10.1177/1073274818801604 |
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author | Lietzén, Niko Pitkäniemi, Janne Heinävaara, Sirpa Ilmonen, Pauliina |
author_facet | Lietzén, Niko Pitkäniemi, Janne Heinävaara, Sirpa Ilmonen, Pauliina |
author_sort | Lietzén, Niko |
collection | PubMed |
description | Finding new etiological components is of great interest in disease epidemiology. We consider time series version of invariant coordinate selection (tICS) as an exploratory tool in the search of hidden structures in the analysis of population-based registry data. Increasing cancer burden inspired us to consider a case study of age-stratified cervical cancer incidence in Finland between the years 1953 and 2014. The latent components, which we uncover using tICS, show that the etiology of cervical cancer is age dependent. This is in line with recent findings related to the epidemiology of cervical cancer. Furthermore, we are able to explain most of the variation of cervical cancer incidence in different age groups by using only two latent tICS components. The second tICS component, in particular, is interesting since it separates the age groups into three distinct clusters. The factor that separates the three clusters is the median age of menopause occurrence. |
format | Online Article Text |
id | pubmed-6156216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-61562162018-09-27 On Exploring Hidden Structures Behind Cervical Cancer Incidence Lietzén, Niko Pitkäniemi, Janne Heinävaara, Sirpa Ilmonen, Pauliina Cancer Control Technical Paper Finding new etiological components is of great interest in disease epidemiology. We consider time series version of invariant coordinate selection (tICS) as an exploratory tool in the search of hidden structures in the analysis of population-based registry data. Increasing cancer burden inspired us to consider a case study of age-stratified cervical cancer incidence in Finland between the years 1953 and 2014. The latent components, which we uncover using tICS, show that the etiology of cervical cancer is age dependent. This is in line with recent findings related to the epidemiology of cervical cancer. Furthermore, we are able to explain most of the variation of cervical cancer incidence in different age groups by using only two latent tICS components. The second tICS component, in particular, is interesting since it separates the age groups into three distinct clusters. The factor that separates the three clusters is the median age of menopause occurrence. SAGE Publications 2018-09-25 /pmc/articles/PMC6156216/ /pubmed/30251557 http://dx.doi.org/10.1177/1073274818801604 Text en © The Author(s) 2018 http://creativecommons.org/licenses/by/4.0/ This article is distributed under the terms of the Creative Commons Attribution 4.0 License (http://www.creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Technical Paper Lietzén, Niko Pitkäniemi, Janne Heinävaara, Sirpa Ilmonen, Pauliina On Exploring Hidden Structures Behind Cervical Cancer Incidence |
title | On Exploring Hidden Structures Behind Cervical Cancer
Incidence |
title_full | On Exploring Hidden Structures Behind Cervical Cancer
Incidence |
title_fullStr | On Exploring Hidden Structures Behind Cervical Cancer
Incidence |
title_full_unstemmed | On Exploring Hidden Structures Behind Cervical Cancer
Incidence |
title_short | On Exploring Hidden Structures Behind Cervical Cancer
Incidence |
title_sort | on exploring hidden structures behind cervical cancer
incidence |
topic | Technical Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156216/ https://www.ncbi.nlm.nih.gov/pubmed/30251557 http://dx.doi.org/10.1177/1073274818801604 |
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