Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lietzén, Niko, Pitkäniemi, Janne, Heinävaara, Sirpa, Ilmonen, Pauliina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2018
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
_version_ 1783358057108996096
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
work_keys_str_mv AT lietzenniko onexploringhiddenstructuresbehindcervicalcancerincidence
AT pitkaniemijanne onexploringhiddenstructuresbehindcervicalcancerincidence
AT heinavaarasirpa onexploringhiddenstructuresbehindcervicalcancerincidence
AT ilmonenpauliina onexploringhiddenstructuresbehindcervicalcancerincidence