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Liu X, Yang J, Li H, Wang Q, Yu Y, Sun X, Si S, Hou L, Liu L, Yang F, Yan R, Yu Y, Fu Z, Lu Z, Li D, Xue H, Guo X, Xue F, Ji X. Quantifying substantial carcinogenesis of genetic and environmental factors from measurement error in the number of stem cell divisions. BMC Cancer 2022; 22:1194. [PMCID: PMC9675110 DOI: 10.1186/s12885-022-10219-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 10/24/2022] [Indexed: 11/21/2022] Open
Abstract
Background The relative contributions of genetic and environmental factors versus unavoidable stochastic risk factors to the variation in cancer risk among tissues have become a widely-discussed topic. Some claim that the stochastic effects of DNA replication are mainly responsible, others believe that cancer risk is heavily affected by environmental and hereditary factors. Some of these studies made evidence from the correlation analysis between the lifetime number of stem cell divisions within each tissue and tissue-specific lifetime cancer risk. However, they did not consider the measurement error in the estimated number of stem cell divisions, which is caused by the exposure to different levels of genetic and environmental factors. This will obscure the authentic contribution of environmental or inherited factors. Methods In this study, we proposed two distinct modeling strategies, which integrate the measurement error model with the prevailing model of carcinogenesis to quantitatively evaluate the contribution of hereditary and environmental factors to cancer development. Then, we applied the proposed strategies to cancer data from 423 registries in 68 different countries (global-wide), 125 registries across China (national-wide of China), and 139 counties in Shandong province (Shandong provincial, China), respectively. Results The results suggest that the contribution of genetic and environmental factors is at least 92% to the variation in cancer risk among 17 tissues. Moreover, mutations occurring in progenitor cells and differentiated cells are less likely to be accumulated enough for cancer to occur, and the carcinogenesis is more likely to originate from stem cells. Except for medulloblastoma, the contribution of genetic and environmental factors to the risk of other 16 organ-specific cancers are all more than 60%. Conclusions This work provides additional evidence that genetic and environmental factors play leading roles in cancer development. Therefore, the identification of modifiable environmental and hereditary risk factors for each cancer is highly recommended, and primary prevention in early life-course should be the major focus of cancer prevention. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-10219-w.
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Affiliation(s)
- Xinhui Liu
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Jifeng Yang
- Shandong Health Care Industry Association, Jinan, Shandong 250002 China
| | - Hongkai Li
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Qing Wang
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Yuanyuan Yu
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Xiaoru Sun
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Shucheng Si
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Lei Hou
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Lu Liu
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Fan Yang
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Ran Yan
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Yifan Yu
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Zhentao Fu
- grid.512751.50000 0004 1791 5397Shandong Center for Disease Control and Prevention, Jinan, Shandong 250014 China
| | - Zilong Lu
- grid.512751.50000 0004 1791 5397Shandong Center for Disease Control and Prevention, Jinan, Shandong 250014 China
| | - Dejin Li
- Shandong Provincial Big Data Center, Jinan, Shandong 250011 China
| | - Hao Xue
- Department of Neurosurgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Xiaolei Guo
- grid.512751.50000 0004 1791 5397Shandong Center for Disease Control and Prevention, Jinan, Shandong 250014 China
| | - Fuzhong Xue
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
| | - Xiaokang Ji
- grid.27255.370000 0004 1761 1174Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, PO Box 100, 44 Wenhuaxi RoadShandong Province, Shandong 250012 Jinan, China ,grid.27255.370000 0004 1761 1174Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong 250012 China
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