Related Experiment Video
Updated: Feb 18, 2026

Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Cancer incidence in Stockholm firefighters 1958-2012: an updated cohort study
Cecilia Kullberg1, Tomas Andersson2,3, Per Gustavsson2,3
1Unit of Occupational Medicine, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden. cecilia.kullberg@ki.se.
Objectives:
Previous studies on firefighters indicate an increased risk of cancer although findings regarding which cancer sites are in excess have been inconsistent. The aim of this study was to investigate the cancer incidence among Swedish firefighters.
Methods:
This updated cohort study included 1080 men who worked at least 1 year as a firefighter in the city of Stockholm, Sweden during 1931-1983. First-time diagnoses of cancer were identified through the Swedish Cancer Registry from 1958 until 2012. Employment as a firefighter was determined from the annual fire station enrolment records. Standardized incidence ratios were calculated using the Stockholm population as reference.
Results:
Firefighters in Stockholm had a low overall risk of cancer (SIR = 0.81 95% CI 0.71-0.91). However, firefighters were at an increased risk of stomach cancer (SIR = 1.89 95% CI 1.25-2.75). Firefighters had significantly low risks for prostate cancer (SIR = 0.68 95% CI 0.52-0.87) and malignant melanoma of the skin (SIR = 0.30 95% CI 0.06-0.88). There was a statistically significant trend of increasing overall risk of cancer with increasing employment duration, although there was still no excess of cancer overall in any of the categories of employment duration.
Conclusion:
Stockholm firefighters had an increased risk of stomach cancer but a low overall risk of cancer. The trend of increasing overall risk of cancer with increasing employment duration could potentially be related to the carcinogenic exposures at work.
Related Concept Videos
Statistical Methods for Analyzing Epidemiological Data
Cancer Survival Analysis
Cancer Prevention
Some...
Longitudinal Research
Observational Studies
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
Comparing the Survival Analysis of Two or More Groups

