| Literature DB >> 26222906 |
Shanshan Song1, Baosheng Wang1, Xin Zhang1, Liliang Hao1, Xianliang Hu1, Zhongxiang Li1, Shaolong Sun1.
Abstract
PURPOSE: Previous studies have shown a bidirectional relationship between diabetes and pancreatic cancer (PC). In particular, new-onset diabetes might be induced by PC, and people with long-term diabetes might be at increased risk for the development of PC. The purpose of our study was to examine whether long-term diabetes represented an independent risk factor for PC development.Entities:
Mesh:
Year: 2015 PMID: 26222906 PMCID: PMC4519136 DOI: 10.1371/journal.pone.0134321
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Flow chart showing the study selection process.
Characteristics of 18 case-control studies.
| Author/year/region | Age | Gender (% male) | Case (DM with elected duration/ Non-DM), N | Control (DM with elected duration/ Non-DM), N | Elected DM duration, years | Sampling scheme | Adjusted factors | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ≥2-year | ≥5-year | ≥10-year | ≥2-year | ≥5-year | ≥10-year | Control selection | Interpretation of reported effect measure | |||||
| Cuzick/1989/England [ | NA | Both (48.5) | 9/188 | 9/188 | NA | 3/274 | 3/274 | NA | >5 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age and gender |
| Farrow/1990/America [ | 20–74 | Male | 12/156 | NA | NA | 3/192 | NA | NA | ≥3 | Population | Prevalence OR | Age, smoking and education |
| Jain/1991/Canada [ | 35–79 | Both (54.5) | 21/190 | 21/190 | 12/190 | 35/458 | 35/458 | 24/458 | >5 | Population | Prevalence OR | Smoking, calories and fiber intake |
| Bueno de Mesquita/1992/the Netherlands (M) [ | 35–79 | Male | 3/85 | 3/85 | NA | 12/213 | 12/213 | NA | ≥5 | Population | Prevalence OR | Age, response status and smoking |
| Bueno de Mesquita/1992/the Netherlands (F) [ | 35–80 | Female | 4/64 | 4/64 | NA | 13/224 | 13/224 | NA | ≥5 | Population | Prevalence OR | Age, response status and smoking |
| Gullo/1994/Italy [ | 22–79 | Both (NA) | 83/556 | 61/556 | 34/556 | 56/660 | 36/660 | 32/660 | ≥2 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | NA |
| Lee/1996/China [ | NA | Both (78.7) | 54/201 | NA | NA | 28/247 | NA | NA | >3 | Physical checkup, the same hospital and period | Prevalence OR | Smoking, alcohol, history of cholecystectomy and gastric resection |
| Frye/2000/New Zealand [ | NA | Both (50.0) | 9/88 | 9/88 | NA | 7/107 | 7/107 | NA | >5 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | NA |
| Bonelli/2003/Italy [ | 18–75 | Both (57.4) | 21/165 | 16/165 | NA | 22/374 | 18/374 | NA | ≥3 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age, gender, smoking, alcohol, center, education and occupation |
| Lo/2007/Egypt [ | 14–90 | Both (57.7) | 13/139 | 13/139 | 13/139 | 3/168 | 3/168 | 3/168 | ≥10 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age, gender, and residence |
| Anderson/2009/Canada [ | <80 | Both (55.7) | 50/371 | NA | NA | 34/274 | NA | NA | >2 | Population | Prevalence OR | Age |
| Kuang/2009/China [ | 61.5 | Both (65.7) | 43/319 | 29/319 | 10/319 | 29/702 | 19/702 | 6/702 | ≥2 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | NA |
| Maisonneuve/2010/Australia, Canada, the Netherlands and Poland [ | NA | Both (52.5) | 39/679 | 39/679 | 39/679 | 54/1546 | 54/1546 | 54/1546 | ≥10 | Population | Prevalence OR | Age, gender, smoking, education, center, and type of interview |
| Li/2011/USA [ | NA | Both (57.8) | 276/1744 | 186/1744 | 108/1744 | 456/4552 | 350/4552 | 229/4552 | >2 | Population | Prevalence OR | Age, gender, race, education, smoking, alcohol, body mass index (BMI) and study site |
| Lipworth/2011/Italy [ | NA | Both (65.9) | 76/585 | 51/585 | 23/585 | 108/2077 | 86/2077 | 59/2077 | ≥2 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age, gender, smoking, BMI, center, year of interview and education |
| Ben/2011/China [ | NA | Both (66.9) | 96/1055 | NA | NA | 63/1377 | NA | NA | ≥2 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age, smoking, alcohol, family history of pancreatic cancer |
| Bosetti/2012/Italy and Switzerland [ | NA | Both (53.4) | 57/269 | NA | NA | 37/615 | NA | NA | ≥2 | Patients with non-tumor disease, the same hospital and period | Prevalence OR | Age, gender, center, year of interview, education, alcohol, smoking and BMI |
| Henry/2013/USA (1) [ | ≥20 | Both (57.6) | 28/172 | 19/172 | 11/172 | 42/631 | 36/631 | 22/631 | ≥2 | Population | Prevalence OR | Age, gender, race, education, smoking, alcohol and pack-years |
a. The cases of the case-control studies are all prevalent cases.
Characteristics of 6 nested case-control studies.
| Author/year/region | Age | Gender (% male) | Case (DM with elected duration/ Non-DM), N | Control (DM with elected duration/ Non-DM), N | Elected DM duration, years | Sampling Scheme [ | Adjusted factors | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ≥2-year | ≥5-year | ≥10-year | ≥2-year | ≥5-year | ≥10-year | Case selection | Population | Control selection | Assumptions | Interpretation of reported effect measure | |||||
| Hiatt/1988/USA [ | >25 | Both (44.1) | 5/44 | NA | NA | 230/11874 | NA | NA | ≥5.7 | Incidentcases | Closed population | End of follow-up | Rare disease | RR | Age |
| Attner/2012/Sweden [ | All ages | Both (53) | 51/265 | NA | NA | 180/2185 | NA | NA | ≥4 | Incidentcases | Dynamic population | Matched on time | NA | RR | Age, sex, domicile |
| Elena/2013/Finland, USA, Europe and China [ | 37–94 | Both (47.8) | 141/1339 | NA | NA | 112/1495 | NA | NA | ≥2 | Incidentcases | Dynamic population | Matched on time | NA | RR | Age, sex, race, education, smoking, alcohol, BMI, PC family history |
| Henry/2013/USA [ | ≥30 | Female | 53/237 | 45/237 | 29/237 | 268/2629 | 218/2629 | 153/2629 | ≥2 | Incident cases | Closed population | Concurrently | Analysis matched on time | RR | Age, education, smoking, pack-years, BMI |
| Eijgenraam/2013/Netherlands [ | 55–69 | Both (48.2) | 23/421 | 23/421 | 10/421 | 127/3835 | NA | NA | ≥5 | Incident cases | Closed cohort | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, gender, smoking, BMI, education, alcohol, PC family history |
a. Assumptions were the characteristics of each study, used to evaluate the interpretation of reported effect measure. The evaluations were based on the case selection, population and control selection.
Characteristics of 20 cohort studies.
| Author/year/region | Age | Source and no. of subjects | Gender (% male) | PC cases (DM/ non-DM), N | Person-years (Y)/Numbers (N) of DM/ non-DM | Follow-up (mean years) | Elected diabetes mellitus duration, years | Sampling scheme [ | Adjusted factors | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Case selection | Population | Non-exposure selection | Assumptions | Interpretation of reported effect measure | |||||||||
| Adami/1991/Sweden [ | All ages | Population of Uppsala, 51,008 | Both (45.4) | 56/- | - | NA | ≥5 | Incident cases | Closed population | NA | NA | NA | Age, gender |
| Shibata/1994/USA [ | All ages | Retired residents, 13,976 | Both (NA) | 4/38 | 2410/44787(Y) | NA | >4 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, gender, smoking |
| Chow/1995/Sweden [ | All ages | Population hospitalized for diabetes, 134,096 | Both (47.7) | 650/- | 901137/-(Y) | 6.8 (male)6.7 (female) | ≥2 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, gender |
| Jee/2005/Korea (M) [ | 30–95 | The Korean population, 829,770 | Male | 212/529 | - | 10 | ≥5 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, age squared, smoking, alcohol |
| Jee/2005/Korea (F) [ | 30–95 | Korean population,468,615 | Female | 60/324 | - | 10 | ≥5 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, age squared, smoking, alcohol |
| Stolzenberg-Solomon/2002/Finland [ | 50–69 | Male Finnish smokers, 29,048 | Male | 14/158172 | 10669/266896(Y) | 10.2 | ≥5 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, smoking, physical activity, blood pressure, bronchial asthma history |
| Khan/2006/Japan (M) [ | 40–79 | Japanese inhabitants, 23,378 | Male | 54/1753 | 12812.8/176754.5(Y) | NA | ≥2 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, BMI, smoking, alcohol |
| Khan/2006/Japan (F) [ | 40–79 | Japanese inhabitants, 33,503 | Female | 69/1554 | 11176.3/256864.9(Y) | NA | ≥2 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, BMI, smoking, alcohol |
| Luo/2007/Japan (M) [ | 40–69 | Japanese inhabitants, 47,499 | Male | 18/110 | 30273/ 461608(Y) | 11 | >4 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, BMI, smoking, alcohol, physical activity, study area, history of cholelithiasis |
| Luo/2007/Japan (F) [ | 40–69 | Japanese inhabitants, 52,171 | Female | 6/90 | 16254/ 555100(Y) | 11 | >4 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, BMI, smoking, alcohol, physical activity, study area, history of cholelithiasis |
| Stevens/2009/England and Scotland [ | 55.9 | Middle-aged women, 129,000 | Female | 49/1021 | - | 7.2 | >2 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, region, socioeconomic status, smoking, BMI, height |
| Arnold/2009/USA (B) [ | >30 | Population, 48,525 | Both (36.3) | 35/325 | - | 20 | >2 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, sex, smoking, BMI, PC family history, cholecystectomy |
| Arnold/2009/USA (W) [ | >30 | Population, 1,011,864 | Both (43.9) | 344/5539 | - | 20 | >2 | Incident cases | Dynamic population | Matched on time | NA | RR | Age, sex, smoking, BMI, PC family history, cholecystectomy |
| Chodick/2010/Israel (M) [ | ≥21 | Population, 52,913 | Male | 25/78 | 8795/44118(N) | 8 | ≥3 | Prevalent cases | NA | NA | NA | Prevalence OR | Age, region, BMI, SES level, use of healthcare services a year prior to index date, history of cardiovascular diseases |
| Chodick/2010/Israel (F) [ | ≥21 | Population, 47,682 | Female | 23/91 | 7926/39756(N) | 8 | ≥3 | Prevalent cases | NA | NA | NA | RR | Age, region, BMI, SES level, use of healthcare services a year prior to index date, history of cardiovascular diseases |
| Hemmminki/2010/Sweden [ | >39 | Hospitalized type 2 diabetes patients, 125,126 | Both (NA) | 133/24324 | 125126/922796(N) | 15 | 8/9 | Incident cases | Dynamic population | Matched on time | NA | RR | Obesity |
| Wotton/2011/England (1) [ | ≥30 | Hospitalized population in National Health Service (NHS) hospitals, 291462 | Both (54.6) | 24/23779 | 15898/275564(N) | NA | ≥5 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age in 5-year bands, gender, time period in single calendar years, district of residence |
| Wotton/2011/England (2) [ | ≥30 | Hospitalized population in National Health Service (NHS) hospitals, 192,894 | Both (53.1) | 5/9770 | 7771/185123(N) | NA | ≥5 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age in 5-year bands, gender, time period in single calendar years, district of residence |
| Atchison/2011/USA [ | 18–100 | Male veterans from 142 nationwide Veterans Affairs (VA) hospitals, 4,501,578 | Male | 1656/5983 | 594815/3906763(N) | 10.5 | ≥2 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, time, latency, race, number of visits, diagnoses of alcohol-related conditions, obesity and chronic obstructive pulmonary disease |
| Yeh/2012/USA [ | ≥30 | Adult population of Maryland, 18,280 | Both (42.7) | 6/63 | 599/17681(N) | NA | ≥2 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, the square of age, gender, BMI, smoking, education, hypertension treatment, and high cholesterol treatment |
| Luo/2013/USA [ | 50–79 | Postmenopausal women, 161,808 | Female | 19/378 | 27670/1497335(Y) | 10.3 | ≥10 | Incident cases | Closed population | Beginning of follow-up | Censoring unrelated to exposure | RR | Age, ethnicity, education, smoking, BMI physical activity, alcohol, energy intake, percent of daily dietary calories from fat, history of hormone therapy |
a. Assumptions were the characteristics of each study, used to evaluate the interpretation of reported effect measure. The evaluations were based on the case selection, population and control selection.
Quality of included case-control studies (Newcastle-Ottawa Scale, NOS).
| Study | Selection | Comparability | Exposure | Final score | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Case definition adequate | Representativeness of the cases | Selection of controls | Definition of controls | Main factor | Additional factor | Ascertainment of exposure | Same method of ascertainment for cases and controls | Non-response rate | ||
| Cuzick[ | * | * | 0 | * | * | * | 0 | * | 0 | 6/9 |
| Farrow[ | * | * | * | 0 | * | * | 0 | * | * | 7/9 |
| Jain[ | * | * | * | 0 | * | * | 0 | * | 0 | 6/9 |
| Bueno de Mesquita[ | * | * | * | 0 | * | * | 0 | * | 0 | 6/9 |
| Gullo[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Lee[ | * | * | * | * | * | * | 0 | * | 0 | 7/9 |
| Frye[ | * | * | 0 | * | 0 | 0 | * | * | 0 | 5/9 |
| Bonelli[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Lo[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Anderson[ | * | * | * | * | 0 | 0 | 0 | * | 0 | 5/9 |
| Kuang[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Maisonneuve[ | * | * | * | 0 | 0 | 0 | 0 | * | 0 | 4/9 |
| Li[ | * | * | * | * | * | * | 0 | * | * | 8/9 |
| Lipworth[ | * | * | 0 | * | 0 | 0 | 0 | * | * | 5/9 |
| Ben[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Bosetti[ | * | * | 0 | * | * | * | 0 | * | 0 | 6/9 |
| Henry[ | * | * | * | 0 | * | * | 0 | * | 0 | 6/9 |
Quality of included cohort studies (Newcastle-Ottawa Scale, NOS).
| Study | Selection | Comparability | Outcome | Final score | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Representativeness of exposure | Selection of the non-exposed | Ascertainment of exposure | Outcome not present at start | Main factor | Additional factor | Assessment | Follow-up length | Adequacy of follow-up | ||
| Adami[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Shibata[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Chow[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Jee[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Stolzenberg-Solomon[ | 0 | * | 0 | * | * | * | * | * | 0 | 6/9 |
| Khan[ | * | * | 0 | * | * | * | * | * | 0 | 8/9 |
| Luo[ | * | * | 0 | * | * | * | * | * | * | 8/9 |
| Stevens[ | 0 | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Arnold[ | * | * | 0 | * | * | * | * | * | * | 8/9 |
| Chodick[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Hemmminki[ | * | * | * | * | * | 0 | * | * | 0 | 7/9 |
| Wotton[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Atchison[ | 0 | * | * | * | * | * | * | * | 0 | 7/9 |
| Yeh[ | * | * | 0 | * | * | * | * | * | 0 | 7/9 |
| Luo[ | 0 | * | 0 | * | * | * | * | * | * | 7/9 |
a The outcome assessors were not blinded to the interventions implemented in any of the studies.
Fig 2Forest plots of the association between a diabetes duration ≥2 years and the risk of PC.
Fig 3Forest plots of the association between a diabetes duration ≥5 years and the risk of PC.
Fig 4Forest plots of the association between a diabetes duration ≥10 years and the risk of PC.
Fig 5Sensitivity analyses of the studies of patients with diabetes durations ≥2 years.
Fig 7Sensitivity analyses of the studies of patients with diabetes durations ≥10 years.
Subgroup analysis of included studies.
| Criteria | ≥2 years | ≥5 years | ≥10 years | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No. of studies | Effect model | Heterogeneity (P / I2) | RR (95%CI) | No. of studies | Effect model | Heterogeneity (P / I2) | RR (95%CI) | No. of studies | Effect model | Heterogeneity (P / I2) | RR (95%CI) | |||||
| Gender | Male | 15 | Random | 0.003 / 56.9% | 1.63 (1.46–1.81) | 5 | Random | 0.017 / 67.0% | 1.53 (1.19–1.97) | 2 | Fixed | 0.803 / - | 1.33 (1.21–1.47) | |||
| Female | 16 | Random | <0.001 / 62.3% | 1.72 (1.48–2.01) | 5 | Fixed | 0.239 / 27.3% | 1.89 (1.54–2.32) | 3 | Fixed | 0.459 / - | 1.96 (1.47–2.63) | ||||
| Study design | Case-control study | 18 | Random | 0.004 / 52.9% | 1.75 (1.44–2.12) | 12 | Fixed | 0.130 / 32.5% | 1.49 (1.27–1.75) | 7 | Fixed | 0.403 / 3.0% | 1.40 (1.15–1.70) | |||
| Nested case-control study | 5 | Fixed | 0.679 / - | 1.88 (1.53–2.30) | 4 | Random | 0.091 / 53.7% | 1.74 (1.26–2.41) | 3 | Random | 0.019 / 74.9% | 1.69 (0.96–3.00) | ||||
| Cohort study | 21 | Random | 0.001 / 54.6% | 1.56 (1.43–1.71) | 10 | Random | <0.001 / 74.6% | 1.56 (1.36–1.79) | 4 | Random | 0.008 / 74.6% | 1.48 (1.14–1.93) | ||||
| Region | Eastern countries | 11 | Fixed | 0.183 / 27.5% | 1.75 (1.56–1.97) | 1 | - | - | - | 1 | - | - | - | |||
| Western countries | 32 | Random | <0.001 / 54.8% | 1.61 (1.47–1.76) | 22 | Random | 0.001 / 56.3% | 1.56 (1.39–1.75) | 12 | Random | 0.023 / 50.5% | 1.47 (1.26–1.71) | ||||
Fig 8Funnel plot for publication bias of the studies of patients with diabetes durations ≥2 years.
Fig 10Funnel plot for publication bias of the studies of patients with diabetes durations ≥10 years.
Quality of included nested case-control studies (Newcastle-Ottawa Scale, NOS).
| Study | Selection | Comparability | Exposure | Final score | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Case definition adequate | Representativeness of the cases | Selection of controls | Definition of controls | Main factor | Additional factor | Ascertainment of exposure | Same method of ascertainment for cases and controls | Non-response rate | ||
| Hiatt[ | * | * | * | * | 0 | 0 | 0 | * | 0 | 5/9 |
| Attner[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Elena[ | * | * | * | * | * | * | * | * | 0 | 8/9 |
| Henry[ | * | * | * | * | * | * | 0 | * | 0 | 7/9 |
| Eijgenraam[ | * | * | * | 0 | * | * | * | * | 0 | 7/9 |