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Bergman BP, Mackay DF, Pell JP. Impact of COVID-19 on the veteran population: evidence from the Trends in Scottish Veterans Health study. BMJ Mil Health 2024:e002677. [PMID: 38697753 DOI: 10.1136/military-2024-002677] [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: 02/05/2024] [Accepted: 03/30/2024] [Indexed: 05/05/2024]
Abstract
INTRODUCTION There have been few epidemiological studies on the impact of the SARS-CoV-2 (COVID-19) pandemic on the veteran population, other than on specific aspects such as mental health, and none in the UK. We used data from the Trends in Scottish Veterans Health cohort to explore the risk of hospitalisation and death associated with COVID-19 in veterans resident in Scotland in comparison with matched non-veterans. METHODS Retrospective cohort study of 71 000 veterans and a comparison group of 230 000 non-veterans matched for age, sex and geography, using Cox proportional hazard analysis to explore the risk of hospitalisation with COVID-19 and COVID-19-associated death overall and by birth cohort, sex and length of military service. RESULTS Between 1 January 2020 and 31 December 2021, 564 (0.79%) veterans had been hospitalised with COVID-19 compared with 1728 (0.75%) non-veterans. The Cox model showed no significant difference overall, HR 0.99, 95% CIs 0.90 to 1.11, p=0.800. Subgroup analysis showed increased risk in older, short-serving (<20 weeks) Early Service Leavers (ESL). There was no overall difference in COVID-19-associated deaths, HR 0.99, 95% CI 0.79 to 1.23, p=0.993, but subgroup analysis showed a non-significant reduced risk of death in veterans aged 61-70 years, and a 38% higher risk in veterans aged over 70 years which almost reached statistical significance, p=0.054. This was only partially explained by socioeconomic factors and common comorbidities, although we had no data on domestic circumstances or care home residence. CONCLUSIONS Overall, military service was not a risk factor for either hospitalisation or death associated with COVID-19. Older ESLs were at increased risk compared with non-veterans, but military service is unlikely to have been causal. The risk of death was increased in the oldest veterans and further studies are needed to explain this once census data become available for linkage.
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Affiliation(s)
| | - D F Mackay
- School of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - J P Pell
- School of Health and Wellbeing, University of Glasgow, Glasgow, UK
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Azil AA, Yusof ZYM, Marhazlinda J. Clustering of Health and Oral Health-Compromising Behaviours in Army Personnel in Central Peninsular Malaysia. Healthcare (Basel) 2023; 11:healthcare11050640. [PMID: 36900645 PMCID: PMC10000684 DOI: 10.3390/healthcare11050640] [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: 01/03/2023] [Revised: 02/12/2023] [Accepted: 02/17/2023] [Indexed: 02/24/2023] Open
Abstract
Health- and oral health-compromising behaviours (HOHCBs) impact the health readiness of military personnel, resulting in decreased fitness performance, thus affecting combat readiness. This study aimed to identify the clustering patterns and number of HOHCBs in army personnel in Central Peninsular Malaysia. Thus, a cross-sectional study using a multistage sampling technique and a validated 42-item online questionnaire was conducted to assess ten health (medical screening, physical activity, sedentary lifestyle, smoking status, alcohol consumption, substance abuse, aggressive behaviours, sleep, and road safety habits) and five oral health behaviour domains (tooth brushing, fluoridated toothpaste use, flossing, dental visits, and bruxism). Each HOHCB was dichotomised into healthy and health-compromising behaviour and analysed using hierarchical agglomerative cluster analysis (HACA). With the majority being males (92.5%), of other ranks (96.8%), and healthy (83.9%), 2435 army members of a mean age of 30.3 years (SD = 5.9) participated, with a response rate of 100%. HACA identified two clustering patterns: (i) 'high-risk behaviours' (30 HOHCBs) and (ii) 'most common risk behaviours' (12 HOHCBs) with a mean clustering number of 14.1 (SD = 4.1). In conclusion, army personnel in Central Peninsular Malaysia displayed 2 broad HOHCB clustering patterns, 'high-risk' and 'most common risk', with an average of 14 HOHCB clusters per person.
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Affiliation(s)
- Ahmad Asyraf Azil
- Department of Community Oral Health and Clinical Prevention, Faculty of Dentistry, Universiti Malaya, Kuala Lumpur 50603, Malaysia
- Dental Services Section, Health Services Division Malaysian Armed Forces, Kuala Lumpur 50634, Malaysia
| | - Zamros Yuzadi Mohd Yusof
- Department of Community Oral Health and Clinical Prevention, Faculty of Dentistry, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Jamaludin Marhazlinda
- Department of Community Oral Health and Clinical Prevention, Faculty of Dentistry, Universiti Malaya, Kuala Lumpur 50603, Malaysia
- Correspondence: ; Tel.: +60-3-79674866
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Pan LF, Chang R, Hsu CY, Tsui KH. Older veterans associated with reduced risk of cancer: Retrospective nationwide matched cohort study in Taiwan. Front Med (Lausanne) 2023; 9:931565. [PMID: 36687435 PMCID: PMC9846208 DOI: 10.3389/fmed.2022.931565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 11/02/2022] [Indexed: 01/05/2023] Open
Abstract
Importance It remains unknown whether Taiwanese veterans have a lower risk of subsequent cancer compared with non-veterans. Objective To examine whether veterans are associated with reduced cancer risk. Methods From January 2004 to December 2017, this study included 957 veterans and 957 civilians who were propensity score (PS) matched by years of birth, sex, residence, index year, days in the hospital, frequency of outpatient visits, and relevant comorbidities at baseline. Multivariate Cox proportional hazards regression analysis was applied to compare the risks of cancer, overall and by subgroup, and mortality. All the participants were cancer free at the baseline. Exposures Veterans retrieved from Taiwan National Health Insurance Research Database (NHIRD). Main outcome Cancer extracted from the Registry for Catastrophic Illness Patients Database (RCIPD). Results Overall, 1,914 participants were included, and 957 veterans with a mean (SD) age of 75.9 (6.79) years and 946 men (98.9%). The mean follow-up was about 10.5 (±4.51) years. Cancer was recorded in 6.68% (N = 64) and 12.12% (N = 116) of veterans and non-veterans, respectively. Veterans were associated with decreased risk [adjusted hazard ratio (aHR), 0.57; 95% CI: 0.41-0.78; P < 0.001] of cancer compared with civilians after controlling for age, sex, urbanization, hypertension, diabetes, hyperlipidemia, cardiovascular event, COPD, asthma, chronic liver disease, alcohol-related illness, and Parkinson's disease. Cancer subgroup analyses verified this finding (HRs <1.0). The decreased incidence rate was predominantly for liver cancer (aHR, 0.18; 95% CI: 0.05-0.72; P < 0.05). Conclusion Taiwanese older veterans are associated with reduced overall cancer risk than individuals without veteran status.
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Affiliation(s)
- Li-Fei Pan
- Department of General Affair Office, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan,College of Finance and Banking, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan
| | - Renin Chang
- Department of Emergency Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan,Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan,*Correspondence: Renin Chang,
| | - Chung Y. Hsu
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Kuan-Hao Tsui
- Institute of Biomedical Sciences, National Sun Yat-sen University, Kaohsiung, Taiwan,Department of Obstetrics and Gynecology, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan,Kuan-Hao Tsui,
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Mahar AL, Aiken AB, Cramm H, Cyr KS, Shellenberger J, Kurdyak P. Cancer incidence among Canadian Veterans: A matched cohort study. Cancer Epidemiol 2022; 79:102199. [PMID: 35700609 DOI: 10.1016/j.canep.2022.102199] [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: 03/14/2022] [Revised: 06/01/2022] [Accepted: 06/03/2022] [Indexed: 11/02/2022]
Abstract
INTRODUCTION Occupational exposures related to military service may increase the risk of cancer for military Veterans, while high levels of fitness during service may decrease risk. However, few studies have compared this post-career cancer risk directly to the employed general population. METHODS This retrospective cohort study used linked administrative data. Canadian Armed Forces and Royal Canadian Mounted Police Veterans in Ontario, Canada were matched 1:4 on age, sex, geography, and community-level income to a group of non-Veterans most likely to have been employed during a period similar to the Veterans' military service. Cancer diagnoses were identified using the Ontario Cancer Registry. RESULTS During the study period, 642 of 30 576 included Veterans (2.1%) and 3408 of the 122 293 matched general population cohort (2.8%) experienced at least one cancer diagnosis. The crude rate of cancer was 153.5 per 100 000 person-years among Veterans vs. 205.9 per 100 000 person-years for the general population cohort. After adjusting for rurality and matching variables, Veterans had an 27% lower risk of developing any cancer than their matched comparators [hazard ratio = 0.73 (95% CI: 0.67-0.80)]. Among specific cancer types, the risk of lung and colorectal cancer was significantly lower for Veterans relative to the general population cohort; the risk of breast and prostate cancer was similar. DISCUSSION This study adds to the growing international evidence suggesting that risk of many cancers among Veterans is lower or similar to the general population. Further understanding of the complex relationships among occupational exposures, environmental factors, and lifestyle factors is needed.
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Affiliation(s)
- Alyson L Mahar
- ICES, Toronto, Canada; Manitoba Centre for Health Policy, Department of Community Health Sciences, University of Manitoba, Winnipeg, Canada.
| | - Alice B Aiken
- Faculty of Health, Dalhousie University, Halifax, Canada
| | - Heidi Cramm
- Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Kate St Cyr
- School of Rehabilitation Therapy, Queen's University, Kingston, Canada
| | | | - Paul Kurdyak
- ICES, Toronto, Canada; Institute for Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
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Abstract
OBJECTIVES To examine the risk of cardiovascular disease (CVD) in Scottish military veterans in comparison with people who had never served in long-term follow-up to 2017, and to compare the findings with our earlier study to 2012 to assess trends. DESIGN Retrospective cohort study with up to 37 years follow-up. SETTING Pseudo-anonymised extract of computerised Scottish National Health Service records and national vital records. PARTICIPANTS 78 000 veterans and 253 000 people with no record of service matched for age, sex and area of residence. OUTCOME MEASURES Risk of first occurrence of acute myocardial infarction, peripheral arterial disease and stroke in veterans compared with non-veterans, overall and by sex and birth cohort. RESULTS A first episode of CVD was recorded in 5.7% of veterans and 4.8% of non-veterans overall, Cox proportional HR 1.16, 95% CIs 1.12 to 1.20, p=0.001. The difference was only significant for men, and for veterans born before 1960, and was highest in veterans with the shortest service. In all categories, the difference in risk was less than at the end of 2012. CONCLUSIONS The excess burden of CVD in veterans which was evident at the end of 2012 has reduced in the following 5 years from 23% to 16% overall. The increased risk continues to affect only those veterans born prior to 1960, suggesting that improvements in military health promotion since 1978, when veterans born from 1960 joined the armed forces, have had an important and ongoing beneficial effect on the long-term health of veterans.
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Affiliation(s)
- Beverly P Bergman
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Daniel F Mackay
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Jill P Pell
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
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Shah RP, Selby HM, Mukherjee P, Verma S, Xie P, Xu Q, Das M, Malik S, Gevaert O, Napel S. Machine Learning Radiomics Model for Early Identification of Small-Cell Lung Cancer on Computed Tomography Scans. JCO Clin Cancer Inform 2021; 5:746-757. [PMID: 34264747 PMCID: PMC8812622 DOI: 10.1200/cci.21.00021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Revised: 04/26/2021] [Accepted: 06/08/2021] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Small-cell lung cancer (SCLC) is the deadliest form of lung cancer, partly because of its short doubling time. Delays in imaging identification and diagnosis of nodules create a risk for stage migration. The purpose of our study was to determine if a machine learning radiomics model can detect SCLC on computed tomography (CT) among all nodules at least 1 cm in size. MATERIALS AND METHODS Computed tomography scans from a single institution were selected and resampled to 1 × 1 × 1 mm. Studies were divided into SCLC and other scans comprising benign, adenocarcinoma, and squamous cell carcinoma that were segregated into group A (noncontrast scans) and group B (contrast-enhanced scans). Four machine learning classification models, support vector classifier, random forest (RF), XGBoost, and logistic regression, were used to generate radiomic models using 59 quantitative first-order and texture Imaging Biomarker Standardization Initiative compliant PyRadiomics features, which were found to be robust between two segmenters with minimum Redundancy Maximum Relevance feature selection within each leave-one-out-cross-validation to avoid overfitting. The performance was evaluated using a receiver operating characteristic curve. A final model was created using the RF classifier and aggregate minimum Redundancy Maximum Relevance to determine feature importance. RESULTS A total of 103 studies were included in the analysis. The area under the receiver operating characteristic curve for RF, support vector classifier, XGBoost, and logistic regression was 0.81, 0.77, 0.84, and 0.84 in group A, and 0.88, 0.87, 0.85, and 0.81 in group B, respectively. Nine radiomic features in group A and 14 radiomic features in group B were predictive of SCLC. Six radiomic features overlapped between groups A and B. CONCLUSION A machine learning radiomics model may help differentiate SCLC from other lung lesions.
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Affiliation(s)
- Rajesh P. Shah
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA
- Department of Radiology, Stanford University, Stanford, CA
| | - Heather M. Selby
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA
- Department of Medicine, Center for Biomedical Informatics Research (BMIR), Stanford University, Stanford, CA
| | - Pritam Mukherjee
- Department of Medicine, Center for Biomedical Informatics Research (BMIR), Stanford University, Stanford, CA
| | - Shefali Verma
- Palo Alto Veterans Institute for Research, Palo Alto, CA
| | - Peiyi Xie
- Department of Medicine, Center for Biomedical Informatics Research (BMIR), Stanford University, Stanford, CA
- Present address: Department of Radiology, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Qinmei Xu
- Department of Medicine, Center for Biomedical Informatics Research (BMIR), Stanford University, Stanford, CA
- Present address: Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, Jiangsu, China
| | - Millie Das
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA
- Department of Medicine—Oncology, Stanford University, Stanford, CA
| | - Sachin Malik
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA
- Department of Radiology, Stanford University, Stanford, CA
| | - Olivier Gevaert
- Department of Medicine, Center for Biomedical Informatics Research (BMIR), Stanford University, Stanford, CA
| | - Sandy Napel
- Department of Radiology, Stanford University, Stanford, CA
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Bergman BP, Mackay DF, Fear NT, Pell JP. Age at entry to UK military service and long-term mental health. BMJ Mil Health 2021; 169:212-217. [PMID: 33879527 DOI: 10.1136/bmjmilitary-2021-001786] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 02/15/2021] [Accepted: 02/17/2021] [Indexed: 11/04/2022]
Abstract
INTRODUCTION It has been suggested that 'junior entry' to the UK Armed Forces (prior to age 17.5 years) increases the risk of adverse mental health outcomes. We used data from a large cohort of veterans to examine long-term mental health outcomes in veterans by age at entry to the UK Armed Forces, compared with non-veterans. METHODS Retrospective cohort study of 78 157 veterans in Scotland, born between 1945 and 1995 and and 252 637 matched non-veterans, with up to 37 years follow-up, using Cox proportional hazard models to examine the association between veteran status and cumulative risk of major mental health disorder, stratified by birth cohort, and age at recruitment for the veterans. RESULTS The risk of mental health disorder in the veterans increased with age at entry, ranging from HR 1.12, 95% CI 1.06 to 1.18, p<0.001 for junior entrants to HR 1.37, 95% CI 1.27 to 1.80, p<0.001 for those aged 20-25 years at entry. The pattern was most marked for veterans born before 1960, and age at recruitment had little impact in recent birth cohorts. Post-traumatic stress disorder accounted for most of the observed differences. Younger age at recruitment was associated with longer service, median 7.4 years (IQR 3.0-14.7) compared with 5.6 years (IQR 2.1-11.7) for entrants aged 20-25 years. CONCLUSION We found no evidence that early recruitment is associated with adverse impact on long-term mental health. Paradoxically, it was veterans who entered service at age 20-25 years who demonstrated increased risk, although this attenuated in more recent birth cohorts.
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Affiliation(s)
- Beverly P Bergman
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - D F Mackay
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - N T Fear
- King's Centre for Military Health Research, King's College London, London, UK
| | - J P Pell
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
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Goldberg H, Noorani R, Benton JZ, Lodh A, Berlin A, Chandrasekar T, Wallis CJD, Ahmad AE, Klaassen Z, Fleshner NE. Is there an association between a history of military service and cancer diagnosis? Results from a US national-level study of self-reported outcomes. Cancer Causes Control 2020; 32:47-55. [PMID: 33064242 DOI: 10.1007/s10552-020-01355-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Accepted: 10/06/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE To examine cancer prevalence in men with and without military service history, using national-level self-reported outcomes. METHODS A cross-sectional survey-based US study, including men aged 18 and above from the Health Information National Trends Survey database between 2011 and 2014. The primary endpoint was self-reported cancer prevalence. Multivariable logistic regression analyses assessed the association of various covariates with the prevalence of cancer. RESULTS A total of 4,527 men were analyzed, with 1,352 (29.9%) reporting a history of military service. Compared to men with no military service history, men with a military service history were older (median of 65 [IQR 56, 74] vs. 53 [IQR 41, 62] years, p < 0.0001), more commonly Caucasian (71.4% vs. 61.4%, p < 0.0001), born in the US (95.6% vs. 79.5%, p < 0.0001), attained higher education level and annual household income (p < 0.0001), and consisted of more smokers(58.3% vs. 44.5%, p < 0.0001). The age-adjusted comparison demonstrated a higher cancer prevalence in men with military service history (20.5% vs. 7.6%, p < 0.0001). Specifically, genitourinary, dermatological, gastrointestinal, and hematological cancers were generally more prevalent. Adjusting for all available confounders, multivariable models showed that military service history was associated with 1.56 (95% CI 1.20-2.03), and 1.57 (95% CI 1.07-2.31) increased odds of having any cancer, and specifically genitourinary cancer, respectively. CONCLUSIONS Further research is needed to ascertain whether the association between military service and increased cancer diagnosis results from better screening programs or increased exposure to risk factors during military service.
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Affiliation(s)
- Hanan Goldberg
- Department of Urology, SUNY Upstate Medical University, Syracuse, NY, USA.
| | - Rodrigo Noorani
- Division of Urology, Department of Surgical Oncology, Princess Margaret Cancer Center, University Health Network, Toronto, Canada
| | - John Z Benton
- Division of Urology, Department of Surgery, Medical College of Georgia, Augusta University, Augusta, GA, USA
| | - Atul Lodh
- Division of Urology, Department of Surgery, Medical College of Georgia, Augusta University, Augusta, GA, USA
| | - Alejandro Berlin
- Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, Canada.,Techna Institute, University Health Network, Toronto, ON, Canada
| | - Thenappan Chandrasekar
- Department of Urology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA, USA
| | - Christopher J D Wallis
- Division of Urology, Department of Surgical Oncology, Princess Margaret Cancer Center, University Health Network, Toronto, Canada.,Department of Urology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Ardalan E Ahmad
- Division of Urology, Department of Surgical Oncology, Princess Margaret Cancer Center, University Health Network, Toronto, Canada
| | - Zachary Klaassen
- Division of Urology, Department of Surgery, Medical College of Georgia, Augusta University, Augusta, GA, USA
| | - Neil E Fleshner
- Division of Urology, Department of Surgical Oncology, Princess Margaret Cancer Center, University Health Network, Toronto, Canada
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Bergman BP, Mackay DF, Pell JP. Peripheral arterial disease in Scottish military veterans: a retrospective cohort study of 57 000 veterans and 173 000 matched non-veterans. J Public Health (Oxf) 2020. [PMID: 29534220 DOI: 10.1093/pubmed/fdy046] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND While traumatic limb loss in military personnel is widely known, the threat posed by peripheral arterial disease (PAD) in those who have served is less well recognized. The aim of our study was to examine the risk of PAD in a Scotland-wide cohort of veterans who served between 1960 and 2012. METHODS Retrospective 30-year cohort study of 56 205 veterans born 1945-85, and 172 741 non-veterans, matched for age, sex and area of residence, using Cox proportional hazard models to examine the association between veteran status, birth cohort, length of service and risk of PAD leading to hospitalization or death. RESULTS Overall, veterans were at increased risk of PAD compared with non-veterans, unadjusted hazard ratio (HR) = 1.46, 95% confidence intervals (CI): 1.33-1.60, P < 0.001. The highest risk was in veterans born between 1950 and 1954, HR = 1.76, 95% CI: 1.50-2.07, P < 0.001, and in those with the shortest service (early service leavers), HR = 1.84, 95% CI: 1.49-2.27, P < 0.001. CONCLUSIONS The findings provide evidence for a hidden burden of life- and limb-threatening PAD in older veterans and are consistent with the higher rates of military smoking which have been reported previously. The study emphasizes the need for vascular preventive measures in this group.
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Affiliation(s)
- B P Bergman
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - D F Mackay
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - J P Pell
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
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Bergman BP, Macdonald EB, Mackay DF, Pell JP. Healthy workers or less healthy leavers? Mortality in military veterans. Occup Med (Lond) 2020; 69:570-576. [PMID: 30869774 DOI: 10.1093/occmed/kqz023] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND The 'healthy worker effect' predicts that longer employment is positively associated with reduced mortality, but few studies have examined mortality in military veterans irrespective of exposure to conflict. AIMS To examine mortality in a large national cohort of Scottish veterans by length of service. METHODS Retrospective cohort study comparing survival in up to 30-year follow-up among 57 000 veterans and 173 000 people with no record of service, matched for age, sex and area of residence, who were born between 1945 and 1985. We compared antecedent diagnoses in the two groups to provide information on probable risk factors. RESULTS By the end of follow-up, 3520 (6%) veterans had died, compared with 10 947 (6%) non-veterans. Cox proportional hazard analysis confirmed no significant difference overall unadjusted or after adjusting for deprivation. On subgroup analysis, those who left prematurely (early service leavers) were at significantly increased risk of death (hazard ratio (HR) 1.16, 95% confidence interval (CI) 1.09-1.24, P < 0.001), although the increase became non-significant after adjusting for socioeconomic status (HR 1.05, 95% CI 0.99-1.12). Longer-serving veterans were at significantly lower risk of death than non-veterans; the risk decreased both with length of service and in more recent birth cohorts. Smoking-related disease was the greatest contributor to increased mortality in early leavers. CONCLUSIONS Among longer-serving veterans, there was evidence of a HWE partly attributable to selective attrition of early service leavers, but birth cohort analysis suggests improvements over time which may also reflect a causal effect of improved in-service health promotion.
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Affiliation(s)
- B P Bergman
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - E B Macdonald
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - D F Mackay
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - J P Pell
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
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Bennie M, Malcolm W, McTaggart S, Mueller T. Improving prescribing through big data approaches-Ten years of the Scottish Prescribing Information System. Br J Clin Pharmacol 2020; 86:250-257. [PMID: 31758595 PMCID: PMC7015743 DOI: 10.1111/bcp.14184] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Revised: 11/07/2019] [Accepted: 11/11/2019] [Indexed: 12/16/2022] Open
Abstract
Medicines are a major component of modern healthcare delivery, both in resource consumption and as drivers of innovation. The ever-increasing application of digitalisation within day-to-day living and as part of our healthcare systems-with the resultant data generation-presents the opportunity to better define the populations exposed to medicines, and their benefits and harm in real world settings. This article outlines the development of the Scottish National Prescribing Information System (PIS) and describes how this capability is being used to support the safe and effective use of medicines, both nationally and internationally. Since 2009, PIS has included e-prescribed/e-dispensed and reimbursed medicines data, now totalling 976 million prescriptions, with codified structured data on dose instructions. A literature review, covering the period from January 2009 to March 2019, identified 40 full publications using PIS, the first occurring in 2014. The majority involved pharmacoepidemiology/drug-use studies (50%) in cancer and cardiovascular disease. Measuring the value and impact of PIS was extended beyond publication quantification by illustrating the translation of PIS outputs into the learning health system at scale. The developing Scottish capabilities add breadth and depth to the wider evolving international environment, and offer the potential to contribute collegiately to the global effort on medicine safety and effectiveness, including support for the World Health Organisation Global Patient Safety Challenge: Medication Without Harm.
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Affiliation(s)
- Marion Bennie
- Strathclyde Institute of Pharmacy and Biomedical SciencesUniversity of StrathclydeGlasgowUK
- Public Health and Intelligence Strategic Business UnitNHS National Services ScotlandEdinburghUK
| | - William Malcolm
- Public Health and Intelligence Strategic Business UnitNHS National Services ScotlandEdinburghUK
| | - Stuart McTaggart
- Public Health and Intelligence Strategic Business UnitNHS National Services ScotlandEdinburghUK
| | - Tanja Mueller
- Strathclyde Institute of Pharmacy and Biomedical SciencesUniversity of StrathclydeGlasgowUK
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Stallings-Smith S, Ballantyne T. Ever Use of E-Cigarettes Among Adults in the United States: A Cross-Sectional Study of Sociodemographic Factors. INQUIRY: The Journal of Health Care Organization, Provision, and Financing 2020; 56:46958019864479. [PMID: 31328601 PMCID: PMC6647205 DOI: 10.1177/0046958019864479] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
E-cigarette use among adolescents is well-documented, but less is known about adult users of e-cigarettes. The purpose of this study was to examine associations between sociodemographic factors and e-cigarette use in a nationally representative sample of adults in the United States. Cross-sectional data from the National Health and Nutrition Examination Survey (NHANES) for years 2015-2016 were analyzed to assess e-cigarette use among 5989 adults aged ≥18 years. Multivariable logistic regression was conducted to examine associations between the sociodemographic exposures of age, sex, race, marital status, education level, employment status, and poverty-income ratio and the outcome of e-cigarette use. The weighted prevalence of ever use of e-cigarettes was 20%. Compared with adults aged ≥55 years, odds of e-cigarette use were 4.77 times (95% confidence interval [CI] = 3.63-6.27) higher among ages 18 to 34 years and 2.16 times (95% CI = 1.49-3.14) higher among ages 35 to 54 years. Higher odds of e-cigarette use were observed among widowed/divorced/separated participants compared with those who were married/living with a partner, among participants with less than high school (odds ratio [OR] = 1.47; 95% CI = 1.08-2.00) or high school/general educational development (GED) education (OR=1.41; 95% CI = 1.12-1.77) compared with those with college degrees/some college, and among those with incomes below the poverty level (OR=1.31; 95% CI = 1.01-1.69) compared with above the poverty level. For non-smokers of conventional cigarettes, higher odds of e-cigarette use were observed among males compared with females, Mexican Americans/Other Hispanics compared with non-Hispanic whites, and non-working participants compared with those who were working. Overall findings indicate that individuals who are widowed/divorced/separated, individuals with lower education, and with incomes below the poverty level are likely to report ever use of e-cigarettes. As increasing evidence demonstrates negative health consequences, e-cigarette initiation may ultimately contribute to additional smoking-related health inequalities even among non-smokers of conventional cigarettes.
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Senior SL. Health needs of ex-military personnel in the UK: a systematic review and qualitative synthesis. J ROY ARMY MED CORPS 2018; 165:410-415. [DOI: 10.1136/jramc-2018-001101] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 11/09/2018] [Accepted: 11/15/2018] [Indexed: 12/31/2022]
Abstract
BackgroundDespite all local authorities in England signing up to the Armed Forces Covenant, only a small proportion of Joint Strategic Needs Assessments (JSNAs) include detailed consideration of the health of the local ex-military population. This article supports improvements to JSNAs by systematically reviewing published research for evidence of differences in health between the ex-military population and the general public.MethodsSystematic review using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses methodology for qualitative synthesis of mixed study designs. SCOPUS, PubMed and Google Scholar were searched for published research on health outcomes among UK ex-military populations. All study designs were included.Results43 studies met the inclusion criteria. Rates of mental illness and hearing loss are higher among ex-military populations compared with the general public, while rates of cancer among ex-military personnel born after 1960 are lower. Despite high rates of hazardous drinking among serving personnel, rates of alcohol-related harm among ex-military populations are no higher than the general public. There is a subpopulation at increased risk of a range of adverse outcomes. This group is variously identified as younger, male, less educated, more likely to have served in a combat role and/or left service early.ConclusionsThis review found evidence of areas of increased and reduced disease burden among ex-military populations. More detailed information on the make-up of the local ex-service population would support more meaningful needs assessments. The Ministry of Defence and local authorities and service providers should work together to support early identification and targeted support for those at the highest risk of adverse outcomes.
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Alemi F, Avramovic S, Schwartz MD. Electronic Health Record-Based Screening for Substance Abuse. BIG DATA 2018; 6:214-224. [PMID: 30283729 PMCID: PMC6154440 DOI: 10.1089/big.2018.0002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Existing methods of screening for substance abuse (standardized questionnaires or clinician's simply asking) have proven difficult to initiate and maintain in primary care settings. This article reports on how predictive modeling can be used to screen for substance abuse using extant data in electronic health records (EHRs). We relied on data available through Veterans Affairs Informatics and Computing Infrastructure (VINCI) for the years 2006 through 2016. We focused on 4,681,809 veterans who had at least two primary care visits; 829,827 of whom had a hospitalization. Data included 699 million outpatient and 17 million inpatient records. The dependent variable was substance abuse as identified from 89 diagnostic codes using the Agency for Healthcare Quality and Research classification of diseases. In addition, we included the diagnostic codes used for identification of prescription abuse. The independent variables were 10,292 inpatient and 13,512 outpatient diagnoses, plus 71 dummy variables measuring age at different years between 20 and 90 years. A modified naive Bayes model was used to aggregate the risk across predictors. The accuracy of the predictions was examined using area under the receiver operating characteristic (AROC) curve in 20% of data, randomly set aside for the evaluation. Many physical/mental illnesses were associated with substance abuse. These associations supported findings reported in the literature regarding the impact of substance abuse on various diseases and vice versa. In randomly set-aside validation data, the model accurately predicted substance abuse for inpatient (AROC = 0.884), outpatient (AROC = 0.825), and combined inpatient and outpatient (AROC = 0.840) data. If one excludes information available after substance abuse is known, the cross-validated AROC remained high, 0.822 for inpatient and 0.817 for outpatient data. Data within EHRs can be used to detect existing or predict potential future substance abuse.
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Affiliation(s)
- Farrokh Alemi
- Health Informatics Program, Department of Health Administration and Policy, George Mason University, Fairfax, Virginia
- Address correspondence to: Farrokh Alemi, Health Informatics Program, Department of Health Administration and Policy, George Mason University 1J3, 4400 University Drive, Fairfax, VA 22030,
| | - Sanja Avramovic
- Health Informatics Program, Department of Health Administration and Policy, George Mason University, Fairfax, Virginia
| | - Mark D. Schwartz
- Department of Population Health, New York University School of Medicine, New York, New York
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Fang C, Li XP, Gong WJ, Wu NY, Tang J, Yin JY, Li X, Zhang W, Zhou HH, Liu ZQ. Age-related common miRNA polymorphism associated with severe toxicity in lung cancer patients treated with platinum-based chemotherapy. Clin Exp Pharmacol Physiol 2017; 44 Suppl 1:21-29. [PMID: 27873337 DOI: 10.1111/1440-1681.12704] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Revised: 11/15/2016] [Accepted: 11/16/2016] [Indexed: 02/06/2023]
Abstract
Platinum-based chemotherapy toxicity severely impedes successful treatment in lung cancer patients. MicroRNAs (miRs) have a significant impact on the occurrence and survival rate of lung cancer. The purpose of this study was to investigate the association between common miRNA variants and platinum-based chemotherapy toxicity in lung cancer patients. A total of eight functional single nucleotide polymorphisms (SNPs) of miRNA were genotyped in 408 lung cancer patients by MALDI-TOF mass spectrometry. All the patients were histologically confirmed as lung cancer, and were treated with platinum-based chemotherapy for at least two cycles. It was found that the polymorphism rs2042553 of miR-5197 had a significant association with overall severe toxicity in both additive (P=.031, odds ratio [OR]=1.41, 95% confidence interval [CI] 1.03-1.93) and dominant (P=.009, OR=1.80, 95% CI 1.16-2.80) models. MiR-605 rs2043556 was significantly related to severe hepatotoxicity in dominant model (P=.022, OR=2.51, 95% CI 1.12-4.14). In addition, rs2910164 of miR-146a had marginal statistical effect on severe hepatotoxicity in additive model (P=.054). The subgroup analyses showed that miR-27a rs895819 was related to gastrointestinal toxicity in age >56 years old, smoking and non-smoking patients. Taken together, our results revealed that polymorphisms of miR-5197, miR-605, miR-146a, and miR-27a contributed to the chemotherapy toxicity of lung cancer, which may serve as a predictive tool for toxicity evaluation of platinum-based chemotherapy in lung cancer patients.
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Affiliation(s)
- Chao Fang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Xiang-Ping Li
- Department of Pharmacy, Xiangya Hospital, Central South University, Changsha, China
| | - Wei-Jing Gong
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Na-Yiyuan Wu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Jie Tang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Ji-Ye Yin
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Xi Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China
| | - Hong-Hao Zhou
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China.,Hunan Province Cooperation Innovation Centre for Molecular Target New Drug Study, Hengyang, China
| | - Zhao-Qian Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, China.,Hunan Province Cooperation Innovation Centre for Molecular Target New Drug Study, Hengyang, China
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Bergman BP, Mackay DF, Pell JP. Chronic obstructive pulmonary disease in Scottish military veterans. J ROY ARMY MED CORPS 2017; 164:25-29. [DOI: 10.1136/jramc-2016-000729] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 02/16/2017] [Accepted: 03/26/2017] [Indexed: 11/04/2022]
Abstract
IntroductionSmoking is a major risk factor for chronic obstructive pulmonary disease (COPD). Serving military personnel have previously been shown to be more likely to smoke, and to smoke more heavily, than civilians, but there is no clear consensus as to whether in later life, as veterans, they experience a higher prevalence and mortality from COPD than do non-veterans. We examined the risk of COPD in Scottish veterans and assessed the impact of changes in military smoking.MethodsRetrospective 30-year cohort study of 56 205 veterans born 1945–1985, and 172 741 people with no record of military service, matched for age, sex and area of residence, using Cox proportional hazard models to examine the association between veteran status, birth cohort, length of service and risk of COPD resulting in hospitalisation or death.ResultsThere were 1966 (3.52%) cases of COPD meeting the definition in veterans, compared with 5434 (3.19%) in non-veterans. The difference was statistically significant (p=0.001) in the unadjusted model although it became non-significant after adjusting for deprivation. The highest risk was seen in the oldest (1945–1949) birth cohort and in veterans with the shortest service (Early Service Leavers). The risk was significantly reduced in veterans born from 1960, and in those with over 12 years' service.ConclusionsOur findings are consistent with falling rates of military smoking since the 1960s, and with the reduction in smoking with longer service. The oldest veterans, and those with the shortest service, are least likely to have benefited from this, as reflected in their higher risk for COPD.
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Bergman BP, Mackay DF, Pell JP. Lymphohaematopoietic malignancies in Scottish military veterans: Retrospective cohort study of 57,000 veterans and 173,000 non-veterans. Cancer Epidemiol 2017; 47:100-105. [PMID: 28236754 DOI: 10.1016/j.canep.2017.02.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 12/14/2016] [Accepted: 02/06/2017] [Indexed: 10/20/2022]
Abstract
BACKGROUND Lymphohaematopoietic malignancies are common in the general population. There have been concerns that military service may be associated with increased risk as a result of occupational exposures. To date, few studies have demonstrated an increased risk, although a disability pension is payable to veterans who were present at nuclear tests and who develop leukaemia (other than chronic lymphocytic leukaemia). The aim of the study was to utilise data from the Scottish Veterans Health Study to examine the risk of lymphohaematopoietic malignancy following military service in a large national cohort of veterans. METHODS Retrospective cohort study of 57,000 veterans and 173,000 non-veterans born between 1945 and 1985 matched for age, sex and area of residence, adjusted for areal deprivation and followed up for up to 30 years, using Cox proportional hazard models to compare the risk of lymphohaematopoietic malignancy overall, by diagnosis and by sex and birth cohort. RESULTS We found no statistically significant difference in risk between veterans and non-veterans either for all leukaemias (Cox proportional hazard ratio 1.03, 95% confidence intervals 0.84-1.27, p=0.773), Hodgkin lymphoma (hazard ratio 1.19, 95% confidence intervals 0.87-1.61, p=0.272) or for non-Hodgkin lymphoma (hazard ratio 0.86, 95% confidence intervals 0.71-1.04, p=0.110). CONCLUSION Our findings provide reassurance that service in the UK Armed Forces is not associated with increased risk of lymphohaematopoietic malignancy.
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Affiliation(s)
- Beverly P Bergman
- Institute of Health and Wellbeing, University of Glasgow, Glasgow G12 8RZ, UK.
| | - Daniel F Mackay
- Institute of Health and Wellbeing, University of Glasgow, Glasgow G12 8RZ, UK
| | - Jill P Pell
- Institute of Health and Wellbeing, University of Glasgow, Glasgow G12 8RZ, UK.
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Decreases in Smoking-Related Cancer Mortality Rates Are Associated with Birth Cohort Effects in Korean Men. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2016; 13:ijerph13121208. [PMID: 27929405 PMCID: PMC5201349 DOI: 10.3390/ijerph13121208] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 11/10/2016] [Accepted: 11/30/2016] [Indexed: 12/21/2022]
Abstract
Background: This study aimed to examine trends in smoking-related cancer mortality rates and to investigate the effect birth cohort on smoking-related cancer mortality in Korean men. Methods: The number of smoking-related cancer deaths and corresponding population numbers were obtained from Statistics Korea for the period 1984-2013. Joinpoint regression analysis was used to detect changes in trends in age-standardized mortality rates. Birth-cohort specific mortality rates were illustrated by 5 year age groups. Results: The age-standardized mortality rates for oropharyngeal decreased from 2003 to 2013 (annual percent change (APC): -3.1 (95% CI, -4.6 to -1.6)) and lung cancers decreased from 2002 to 2013 (APC -2.4 (95% CI -2.7 to -2.2)). The mortality rates for esophageal declined from 1994 to 2002 (APC -2.5 (95% CI -4.1 to -0.8)) and from 2002 to 2013 (APC -5.2 (95% CI -5.7 to -4.7)) and laryngeal cancer declined from 1995 to 2013 (average annual percent change (AAPC): -3.3 (95% CI -4.7 to -1.8)). By the age group, the trends for the smoking-related cancer mortality except for oropharyngeal cancer have changed earlier to decrease in the younger age group. The birth-cohort specific mortality rates and age-period-cohort analysis consistently showed that all birth cohorts born after 1930 showed reduced mortality of smoking-related cancers. Conclusions: In Korean men, smoking-related cancer mortality rates have decreased. Our findings also indicate that current decreases in smoking-related cancer mortality rates have mainly been due to a decrease in the birth cohort effect, which suggest that decrease in smoking rates.
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