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On Exploring Hidden Structures Behind Cervical Cancer Incidence

Authors :
Pauliina Ilmonen
Niko Lietzén
Sirpa Heinävaara
Janne Pitkäniemi
Department of Public Health
Clinicum
University of Helsinki
Department of Mathematics and Systems Analysis
Finnish Cancer Registry
Aalto-yliopisto
Aalto University
Source :
Cancer control : journal of the Moffitt Cancer Center. 25(1)
Publication Year :
2018

Abstract

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.

Details

ISSN :
15262359
Volume :
25
Issue :
1
Database :
OpenAIRE
Journal :
Cancer control : journal of the Moffitt Cancer Center
Accession number :
edsair.doi.dedup.....e36f212dc38005b115261f5c4cb3d217