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Muntyanu A, Milan R, Kaouache M, Ringuet J, Gulliver W, Pivneva I, Royer J, Leroux M, Chen K, Yu Q, Litvinov IV, Griffiths CEM, Ashcroft DM, Rahme E, Netchiporouk E. Tree-Based Machine Learning to Identify Predictors of Psoriasis Incidence at the Neighborhood Level: A Populational Study from Quebec, Canada. Am J Clin Dermatol 2024; 25:497-508. [PMID: 38498268 DOI: 10.1007/s40257-024-00854-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/15/2024] [Indexed: 03/20/2024]
Abstract
BACKGROUND Psoriasis is a major global health burden affecting ~ 60 million people worldwide. Existing studies on psoriasis focused on individual-level health behaviors (e.g. diet, alcohol consumption, smoking, exercise) and characteristics as drivers of psoriasis risk. However, it is increasingly recognized that health behavior arises in the context of larger social, cultural, economic and environmental determinants of health. We aimed to identify the top risk factors that significantly impact the incidence of psoriasis at the neighborhood level using populational data from the province of Quebec (Canada) and advanced tree-based machine learning (ML) techniques. METHODS Adult psoriasis patients were identified using International Classification of Disease (ICD)-9/10 codes from Quebec (Canada) populational databases for years 1997-2015. Data on environmental and socioeconomic factors 1 year prior to psoriasis onset were obtained from the Canadian Urban Environment Health Consortium (CANUE) and Statistics Canada (StatCan) and were input as predictors into the gradient boosting ML. Model performance was evaluated using the area under the curve (AUC). Parsimonious models and partial dependence plots were determined to assess directionality of the relationship. RESULTS The incidence of psoriasis varied geographically from 1.6 to 325.6/100,000 person-years in Quebec. The parsimonious model (top 9 predictors) had an AUC of 0.77 to predict high psoriasis incidence. Amongst top predictors, ultraviolet (UV) radiation, maximum daily temperature, proportion of females, soil moisture, urbanization, and distance to expressways had a negative association with psoriasis incidence. Nighttime light brightness had a positive association, whereas social and material deprivation indices suggested a higher psoriasis incidence in the middle socioeconomic class neighborhoods. CONCLUSION This is the first study to highlight highly variable psoriasis incidence rates on a jurisdictional level and suggests that living environment, notably climate, vegetation, urbanization and neighborhood socioeconomic characteristics may have an association with psoriasis incidence.
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Affiliation(s)
- Anastasiya Muntyanu
- Department of Experimental Medicine, McGill University, Montreal, Canada
- Division of Dermatology, University of Toronto, Toronto, Canada
| | - Raymond Milan
- Department of Experimental Medicine, McGill University, Montreal, Canada
| | - Mohammed Kaouache
- Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Julien Ringuet
- Centre de Recherche Dermatologique de Québec, Québec, Canada
| | - Wayne Gulliver
- Faculty of Medicine, Memorial University of Newfoundland, St. John's, NL, Canada
| | | | | | | | | | - Qiuyan Yu
- Ecological and Biological Sciences, Exponent Inc, Menlo Park, USA
| | - Ivan V Litvinov
- Division of Dermatology, Department of Medicine, McGill University Health Centre, Montreal General Hospital, Montreal, QC, Canada
| | | | - Darren M Ashcroft
- School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Global Psoriasis Atlas, Manchester, UK
| | - Elham Rahme
- Department of Medicine, Division of Clinical Epidemiology, McGill University, Montreal, QC, Canada
| | - Elena Netchiporouk
- Division of Dermatology, Department of Medicine, McGill University Health Centre, Montreal General Hospital, Montreal, QC, Canada.
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Ruan Y, Heer E, Warkentin MT, Jarada TN, O'Sullivan DE, Hao D, Ezeife D, Cheung W, Brenner DR. The association between neighborhood-level income and cancer stage at diagnosis and survival in Alberta. Cancer 2024; 130:563-575. [PMID: 37994148 DOI: 10.1002/cncr.35098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 10/11/2023] [Accepted: 10/12/2023] [Indexed: 11/24/2023]
Abstract
BACKGROUND Socioeconomic status (SES) is associated with a range of health outcomes, including cancer diagnosis and survival. However, the evidence for this association is inconsistent between countries with and without single-payer health care systems. In this study, the relationships between neighborhood-level income, cancer stage at diagnosis, and cancer-specific mortality in Alberta, Canada, were evaluated. METHODS The Alberta Cancer Registry was used to identify all primary cancer diagnoses between 2010 and 2020. Average neighborhood income was determined by linking the Canadian census to postal codes and was categorized into quintiles on the basis of income distribution in Alberta. Multivariable multinomial logistic regression was used to model the association between income quintile and stage at diagnosis, and the Fine-Gray proportional subdistribution hazards model was used to estimate the association between SES and cancer-specific mortality. RESULTS Out of the 143,818 patients with cancer included in the study, those in lower income quintiles were significantly more likely to be diagnosed at stage III (odds ratio [OR], 1.07; 95% CI [confidence interval], 1.06-1.09) or IV (OR, 1.12; 95% CI, 1.11-1.14) after adjusting for age and sex. Lower income quintiles also had significantly worse cancer-specific survival for breast, colorectal, liver, lung, non-Hodgkin lymphoma, oral cavity, pancreas, and prostate cancers. CONCLUSIONS Disparities were observed in cancer outcomes across neighborhood-level income groups in Alberta, which demonstrates that health inequities by SES exist in countries with single-payer health care systems. Further research is needed to better understand the underlying causes and to develop strategies to mitigate these disparities.
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Affiliation(s)
- Yibing Ruan
- Forzani & MacPhail Colon Cancer Screening Centre, University of Calgary, Calgary, Alberta, Canada
- Department of Cancer Epidemiology and Prevention Research, Cancer Control Alberta, Alberta Health Services, Calgary, Alberta, Canada
| | - Emily Heer
- Forzani & MacPhail Colon Cancer Screening Centre, University of Calgary, Calgary, Alberta, Canada
- Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Matthew T Warkentin
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Tamer N Jarada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Dylan E O'Sullivan
- Department of Cancer Epidemiology and Prevention Research, Cancer Control Alberta, Alberta Health Services, Calgary, Alberta, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Desiree Hao
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Doreen Ezeife
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Winson Cheung
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Darren R Brenner
- Forzani & MacPhail Colon Cancer Screening Centre, University of Calgary, Calgary, Alberta, Canada
- Department of Cancer Epidemiology and Prevention Research, Cancer Control Alberta, Alberta Health Services, Calgary, Alberta, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
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Levy AR, Stock D, Paterson JM, Tamim H, Chateau D, Quail J, Ronksley PE, Carney G, Reynier P, Targownik L. Prescription ranitidine use and population exposure in 6 Canadian provinces, 1996 to 2019: a serial cross-sectional analysis. CMAJ Open 2023; 11:E1033-E1040. [PMID: 37935487 PMCID: PMC10635705 DOI: 10.9778/cmajo.20220131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2023] Open
Abstract
BACKGROUND Ranitidine was the most prescribed histamine-2 receptor antagonist (H2RA) in Canada when recalled in 2019 because of potential carcinogenicity. We sought to compare geographic and temporal patterns in use of prescription ranitidine and 3 other HRAs and estimated population exposure to ranitidine in 6 provinces between 1996 and 2019. METHODS This population-based serial cross-sectional study used prescription claims for H2RAs dispensed from community pharmacies in Nova Scotia, Ontario, Manitoba, Saskatchewan, Alberta and British Columbia. We estimated the period prevalence of ranitidine use per 100 population by province, age category and sex. We estimated exposure to ranitidine between 2015 and 2019 using defined daily doses (DDDs). RESULTS Overall, 2.4 million ranitidine prescriptions were dispensed to patients aged 65 years and older, and 1.7 million were dispensed to younger adults. Among older adults, the median period prevalence of ranitidine use among females was 16% (interquartile range [IQR] 13%-27%) higher than among males. Among younger adults, the median prevalence was 50% (IQR 37%-70%) higher among females. Among older adults, between 1996 and 1999, use was highest in Nova Scotia (33%) and Ontario (30%), lower in the prairies (Manitoba [18%], Saskatchewan [26%], Alberta [17%]) and lowest in BC (11%). By 2015-2019, use of ranitidine among older adults dropped by at least 50% in all provinces except BC. We estimate that at least 142 million DDDs of prescribed ranitidine were consumed annually in 6 provinces (2015-2019). INTERPRETATION Over the 24-year period in 6 provinces, patients aged 65 years and older were dispensed 2.4 million prescriptions of ranitidine and younger adults were dispensed 1.7 million prescriptions of ranitidine. These estimates of ranitidine exposure can be used for planning studies of cancer risk and identifying target populations for cancer surveillance.
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Affiliation(s)
- Adrian R Levy
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont.
| | - David Stock
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - J Michael Paterson
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Hala Tamim
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Dan Chateau
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Jacqueline Quail
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Paul E Ronksley
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Greg Carney
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Pauline Reynier
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
| | - Laura Targownik
- Department of Community Health and Epidemiology (Levy, Stock), Dalhousie University, Halifax, NS; ICES (Paterson); York University (Tamim), Toronto, Ont.; National Centre for Epidemiology and Population Health (Chateau), College of Health & Medicine, Australian National University, Canberra, AU; Health Quality Council (Quail), Saskatoon, Sask.; Department of Community Health Sciences (Ronksley), University of Calgary, Calgary, Alta.; Therapeutics Initiative (Carney), University of British Columbia, Vancouver, BC; Lady Davis Institute (Reynier), Jewish General Hospital, Montréal, Que.; Department of Medicine (Targownik), University of Toronto, Toronto, Ont
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Cénat JM, Dromer É, Darius WP, Dalexis RD, Furyk SE, Poisson H, Mansoub Bekarkhanechi F, Shah M, Diao DG, Gedeon AP, Lebel S, Labelle PR. Incidence, factors, and disparities related to cancer among Black individuals in Canada: A scoping review. Cancer 2023; 129:335-355. [PMID: 36436148 DOI: 10.1002/cncr.34551] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 10/06/2022] [Accepted: 10/13/2022] [Indexed: 11/29/2022]
Abstract
BACKGROUND In Canada, two of five individuals will be diagnosed with cancer in their lifetime and one in four will die from this disease. Given the disparities observed in health research among Black individuals, we conducted a scoping review to analyze the state of cancer research in Canadian Black communities regarding prevalence, incidence, screening, mortality, and related factors to observe advances and identify gaps and disparities. METHODS A comprehensive search strategy was developed and executed in December 2021 across 10 databases (e.g., Embase). Of 3451 studies generated by the search, 19 were retained for extraction and included in this study. RESULTS Studies were focused on a variety of cancer types among Black individuals including anal, breast, cervical, colorectal, gastric, lung, and prostate cancers. They included data on incidence, stage of cancer at diagnosis, type of care received, diagnostic interval length, and screening. A few studies also demonstrated racial disparities among Black individuals. This research reveals disparities in screening, incidence, and quality of care among Black individuals in Canada. CONCLUSIONS Given the gaps observed in cancer studies among Black individuals, federal and provincial governments and universities should consider creating special funds to generate research on this important health issue. PLAIN LANGUAGE SUMMARY Important gaps were observed on research on cancer among Black communities in Canada. Studies included in the scoping review highlights disparities in screening, incidence, and quality of care among Black individuals in Canada.
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Affiliation(s)
- Jude Mary Cénat
- School of Psychology, University of Ottawa, Ottawa, Ontario, Canada.,Interdisciplinary Centre for Black Health, University of Ottawa, Ottawa, Ontario, Canada.,University of Ottawa Research Chair on Black Health, Faculty of Social Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Élisabeth Dromer
- School of Psychology, University of Ottawa, Ottawa, Ontario, Canada
| | - Wina Paul Darius
- School of Psychology, University of Ottawa, Ottawa, Ontario, Canada
| | - Rose Darly Dalexis
- Interdisciplinary School of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Hannah Poisson
- Faculty of Science, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Muhammad Shah
- Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - David Guangyu Diao
- Faculty of Arts and Science, McGill University, Montreal, Quebec, Canada
| | | | - Sophie Lebel
- School of Psychology, University of Ottawa, Ottawa, Ontario, Canada
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Zheng L, Zhao P, Ding H, Zhou Y, Liu N, Zhou X, Kong X, Zhou L. Stratified analysis of multiple management of gastric cancer: A population-based study of incidence, mortality and DALY. Medicine (Baltimore) 2022; 101:e31341. [PMID: 36316866 PMCID: PMC9622645 DOI: 10.1097/md.0000000000031341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The aim was to illuminate the difference in incidence, mortality, and disability-adjusted life-years (DALYs) of gastric cancer (GC) between the United States of America (US) and China. The multiple management was analyzed with stratification to explore an effective survival improvement strategy. The Global Burden of Disease Study data was analyzed to assess GC morbidity, mortality and DALYs from 1990 to 2019 in the US and China. The age-period-cohort model was established to generate estimation of metrics. Verification was completed and stratified analysis of the multiple management was performed by accessing data of Surveillance, Epidemiology, and End Results database in 1992 to 2019. Continuous downtrends in GC incidence, mortality and DALYs from 1990 to 2019 and persistent uptrends in 1-, 3-year survival from 1992 to 2019 were observed in the US population. In the Chinese population, the overall trends of incidence, mortality and DALYs decreased with a fluctuating manner. The lower overall survival rates were observed in elderly, unmarried patients, distant disease and poor grade, as well as patients lacking of medical treatment (P < .05). In stratified analyses, single local therapy decreased and the other modalities increased over time across different stages. Moreover, combined treatment and single systemic therapy decreased, but single local and conservative therapy increased with age. The study quantified the incidence, GC-specific mortality and DALYs in the US and China and estimated stage profiles, 1- and 3-year survival in the US. The heavy burden on later-onset GC (>70) and potential increase on early-onset GC (<40) needed to be addressed. Combined modalities and single chemotherapy were becoming more widely used over time, however, their uses decreased with age because of poor physical fitness. Our findings provide new insights into management tailoring appropriately to specific subgroups contributes to the increasing survival rate.
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Affiliation(s)
- Linlin Zheng
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Ping Zhao
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Department of Gastroenterology, First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Hang Ding
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yunhui Zhou
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Ningning Liu
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xinyi Zhou
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xiaohua Kong
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Lin Zhou
- Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- *Correspondence: Lin Zhou, Department of Gastroenterology, The First Affiliated Hospital of Zhengzhou University, No. 1, East Jianshe Road, Zhengzhou 450052, China (e-mail: )
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Abstract
PURPOSE OF REVIEW Gastric cancer is one of the leading causes of cancer-related deaths globally. Several modifiable environmental factors have been linked to gastric carcinogenesis but in many cases, evidence is either weak or fragmented. In this review, we interrogate the latest evidence implicating environmental factors in the development of gastric cancer. RECENT FINDINGS We are writing this review at a time when technological advancements are enabling scientists to effectively conduct large epidemiological studies with better tools for exposure estimations. We have highlighted risk factors that do not yet have enough evidence to be included as definite carcinogens in the International Agency for Research on Cancer monographs but have the potential for inclusion in the near future. Considered in our review are the links between gastric cancer and exposure to biomass smoke, particulate matter, occupational hazards and water contamination. SUMMARY This review illustrates the need for vigilance as evidence linking gastric cancer to various environmental factors is mounting. Many of these factors are modifiable, allowing for preventive strategies that could further decrease the global burden of gastric cancer.
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