Spatial Variation of Survival for Colorectal Cancer in Malaysia
A patient’s survival may depend on several known and unknown factors and it may also vary spatially across a region. Socioeconomic status, accessibility to healthcare and other environmental factors are likely to contribute to survival rates. The aim of the study was to model the spatial variation i...
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doaj-42bee139a5e14610ad7e0686da3822352021-01-26T00:03:51ZengMDPI AGInternational Journal of Environmental Research and Public Health1661-78271660-46012021-01-01181052105210.3390/ijerph18031052Spatial Variation of Survival for Colorectal Cancer in MalaysiaAnis Kausar Ghazali0Thomas Keegan1Benjamin M. Taylor2Biostatistics and Research Methodology Unit, School of Medical Sciences, Health Campus, Universiti Sains Malaysia, Kubang Kerian 16150, Kelantan, MalaysiaLancaster Medical School, Faculty of Health and Medicine, Lancaster University, Lancaster LA1 4YW, UKBlackpool Teaching Hospitals NHS Foundation Trust, Blackpool FY3 8NR, UKA patient’s survival may depend on several known and unknown factors and it may also vary spatially across a region. Socioeconomic status, accessibility to healthcare and other environmental factors are likely to contribute to survival rates. The aim of the study was to model the spatial variation in survival for colorectal cancer patients in Malaysia, accounting for individual and socioeconomic risk factors. We conducted a retrospective study of 4412 colorectal cancer (ICD-10, C18-C20) patients diagnosed from 2008 to 2013 to model survival in CRC patients. We used the data recorded in the database of the Malaysian National Cancer Patient Registry-Colorectal Cancer (NCPR-CRC). Spatial location was assigned based on the patients’ central district location, which involves 144 administrative districts of Malaysia. We fitted a parametric proportional hazards model in which the spatially correlated frailties were modelled by a log-Gaussian stochastic process to analyse the spatially referenced survival data, which is also known as a spatial survival model. After controlling for individual and area level characteristics, our findings indicate wide spatial variation in colorectal cancer survival across Malaysia. Better healthcare provision and higher socioeconomic index in the districts where patients live decreased the risk of death from colorectal cancer, but these associations were not statistically significant. Reliable measurement of environmental factors is needed to provide good insight into the effects of potential risk factors for the disease. For example, a better metric is needed to measure socioeconomic status and accessibility to healthcare in the country. The findings provide new information that might be of use to the Ministry of Health in identifying populations with an increased risk of poor survival, and for planning and providing cancer control services.https://www.mdpi.com/1660-4601/18/3/1052colorectal cancersurvivalspatial survivalspatial modelling |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Anis Kausar Ghazali Thomas Keegan Benjamin M. Taylor |
spellingShingle |
Anis Kausar Ghazali Thomas Keegan Benjamin M. Taylor Spatial Variation of Survival for Colorectal Cancer in Malaysia International Journal of Environmental Research and Public Health colorectal cancer survival spatial survival spatial modelling |
author_facet |
Anis Kausar Ghazali Thomas Keegan Benjamin M. Taylor |
author_sort |
Anis Kausar Ghazali |
title |
Spatial Variation of Survival for Colorectal Cancer in Malaysia |
title_short |
Spatial Variation of Survival for Colorectal Cancer in Malaysia |
title_full |
Spatial Variation of Survival for Colorectal Cancer in Malaysia |
title_fullStr |
Spatial Variation of Survival for Colorectal Cancer in Malaysia |
title_full_unstemmed |
Spatial Variation of Survival for Colorectal Cancer in Malaysia |
title_sort |
spatial variation of survival for colorectal cancer in malaysia |
publisher |
MDPI AG |
series |
International Journal of Environmental Research and Public Health |
issn |
1661-7827 1660-4601 |
publishDate |
2021-01-01 |
description |
A patient’s survival may depend on several known and unknown factors and it may also vary spatially across a region. Socioeconomic status, accessibility to healthcare and other environmental factors are likely to contribute to survival rates. The aim of the study was to model the spatial variation in survival for colorectal cancer patients in Malaysia, accounting for individual and socioeconomic risk factors. We conducted a retrospective study of 4412 colorectal cancer (ICD-10, C18-C20) patients diagnosed from 2008 to 2013 to model survival in CRC patients. We used the data recorded in the database of the Malaysian National Cancer Patient Registry-Colorectal Cancer (NCPR-CRC). Spatial location was assigned based on the patients’ central district location, which involves 144 administrative districts of Malaysia. We fitted a parametric proportional hazards model in which the spatially correlated frailties were modelled by a log-Gaussian stochastic process to analyse the spatially referenced survival data, which is also known as a spatial survival model. After controlling for individual and area level characteristics, our findings indicate wide spatial variation in colorectal cancer survival across Malaysia. Better healthcare provision and higher socioeconomic index in the districts where patients live decreased the risk of death from colorectal cancer, but these associations were not statistically significant. Reliable measurement of environmental factors is needed to provide good insight into the effects of potential risk factors for the disease. For example, a better metric is needed to measure socioeconomic status and accessibility to healthcare in the country. The findings provide new information that might be of use to the Ministry of Health in identifying populations with an increased risk of poor survival, and for planning and providing cancer control services. |
topic |
colorectal cancer survival spatial survival spatial modelling |
url |
https://www.mdpi.com/1660-4601/18/3/1052 |
work_keys_str_mv |
AT aniskausarghazali spatialvariationofsurvivalforcolorectalcancerinmalaysia AT thomaskeegan spatialvariationofsurvivalforcolorectalcancerinmalaysia AT benjaminmtaylor spatialvariationofsurvivalforcolorectalcancerinmalaysia |
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