Warning: fopen(/home/virtual/epih/journal/upload/ip_log/ip_log_2024-04.txt): failed to open stream: Permission denied in /home/virtual/lib/view_data.php on line 83 Warning: fwrite() expects parameter 1 to be resource, boolean given in /home/virtual/lib/view_data.php on line 84 The association of pancreatic cancer incidence with smoking status and smoking amount in Korean men
Skip Navigation
Skip to contents

Epidemiol Health : Epidemiology and Health

OPEN ACCESS
SEARCH
Search
Advanced Search
mobile menu button

Articles

Page Path
HOME > Epidemiol Health > Volume 44; 2022 > Article
Original Article
 The association of pancreatic cancer incidence with smoking status and smoking amount in Korean men
Do Jin Nam1orcid, Chang-Mo Oh2orcid, Eunhee Ha3orcid, Min-Ho Kim2orcid, Eun Hye Yang1orcid, Hyo Choon Lee1orcid, Soon Su Shin1orcid, Woo Yeon Hwang4orcid, Ann Hee You5orcid, Jae-Hong Ryoo6orcid
Epidemiol Health 2022;44:e2022040.
DOI: https://doi.org/10.4178/epih.e2022040
Published online: April 21, 2022

1Department of Occupational and Environmental Medicine, Kyung Hee University Medical Center, Seoul, Korea

2Department of Preventive Medicine, Kyung Hee University School of Medicine, Seoul, Korea

3Department of Occupational and Environmental Medicine, Ewha Womans University College of Medicine, Seoul, Korea

4Department of Obstetrics and Gynecology, Kyung Hee University Hospital, Seoul, Korea

5Department of Anesthesiology and Pain Medicine, Kyung Hee University Hospital, Seoul, Korea

6Department of Occupational and Environmental Medicine, Kyung Hee University School of Medicine, Seoul, Korea

Correspondence: Jae-Hong Ryoo Department of Occupational and Environmental Medicine, Kyung Hee University School of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul 02447, Korea E-mail: armani131@naver.com
• Received: February 19, 2022   • Accepted: April 21, 2022

©2022, Korean Society of Epidemiology

This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

  • 8,321 Views
  • 428 Download
  • 3 Web of Science
  • 3 Crossref
  • 4 Scopus
Full Article

Download PDF Download PDF

  • OBJECTIVES
    Our study examined the dose-response relationship between smoking amounts (pack-years) and the risk of developing pancreatic cancer in Korean men.
  • METHODS
    Of 125,743 participants who underwent medical health checkups in 2009, 121,408 were included in the final analysis and observed for the development of pancreatic cancer. We evaluated the associations between smoking amounts and incident pancreatic cancer in 4 groups classified by pack-year amounts. Cox proportional hazards models were used to estimate the adjusted hazard ratios (HRs) and 95% confidence intervals (CIs) of incident pancreatic cancer by comparing groups 2 (<20 pack-year smokers), 3 (20-≤40 pack-year smokers), and 4 (>40 pack-year smokers) with group 1 (never smokers).
  • RESULTS
    During 527,974.5 person-years of follow-up, 245 incident cases of pancreatic cancer developed between 2009 and 2013. The multivariate-adjusted HRs (95% CIs) for incident pancreatic cancer in groups 2, 3, and 4 were 1.05 (0.76 to 1.45), 1.28 (0.91 to 1.80), and 1.57 (1.00 to 2.46), respectively (p for trend=0.025). The HR (95% CI) of former smokers showed a dose-response relationship in the unadjusted model, but did not show a statistically significant association in the multivariate-adjusted model. The HR (95% CI) of current smokers showed a dose-response relationship in both the unadjusted (p for trend=0.020) and multivariate-adjusted models (p for trend=0.050).
  • CONCLUSIONS
    The risk of developing pancreatic cancer was higher in current smokers status than in former smokers among Korean men, indicating that smoking cessation may have a protective effect.
  • Keywords: Smoking, Pancreatic cancer, Smoking cessation
Smoking is a widely practiced habit, and smoking rates vary by country and gender [1]. In 2019, the smoking rates in the United States and the United Kingdom were 10.4% and 15.8%, respectively [2]. Among the Korean population in 2019, 35.7% of men and 6.7% of women were smokers [3]. Pancreatic cancer is the 11th most common type of cancer in the world, with 458,918 cases and 432,242 deaths recorded in 2018, accounting for approximately 4.5% of deaths due to cancer [1]. It is the eighth most common type of cancer in Korea and the fifth most common cause of death due to cancer, with 7,032 deaths (3,733 men and 3,299 women) reported in 2017 and 6,036 deaths (3,193 men and 2,843 women) in 2018 [4]. The major factors associated with pancreatic cancer include smoking and a family history of pancreatic cancer [5]. It is presumed that smoking causes pancreatic cancer through the transportation of nitrosamine (a carcinogen in cigarettes) to the pancreas by blood or bile [6]. Since the 5-year survival rate for pancreatic cancer is very low (12.2%; 11.8% in men and 12.5% in women) [7], it is crucial to manage and prevent smoking. Many studies have been conducted on the risk of pancreatic cancer based on smoking status, including research targeting much of the European population [8,9] and another study conducted in hospitals in northern Italy [10]. However, research on this topic has not been actively conducted in Asia. We also found few studies on the relationship of smoking cessation to changes in the risk of developing pancreatic cancer. Therefore, this study evaluated the risk of developing pancreatic cancer according to the amount smoked and smoking status (current or former) in Korean men.
Data sources
The national health insurance system of Korea covers 97% of the population. Therefore, its database is representative of the medical service usage of the overall Korean population [11]. Additionally, most Koreans over age 40 years are required to undergo a medical health checkup at least once every 2 years. Data from these medical health checkups are collected and stored by the National Health Insurance Corporation (NHIC) in Korea. These data were used to establish a cohort study of approximately 510,000 health insurance participants from 2002-2015 (14 years) and were categorized according to participants’ characteristics and income information (social and economic variables), health examination results, and nursing institution information. This cohort study included 10% of adults between 40 years and 79 years who received general health examinations in 2002 [12] and followed them for an additional 13 years. Diagnoses were coded according to the International Classification of Diseases, 10th revision (ICD-10) [13]. The NHIC in Korea recently began providing the sampled database for research purposes after deleting personal identification information. This sampled database includes information from health checkups linked to pancreatic cancer diagnoses as recorded in Statistics Korea.
Study participants
In total, 125,743 men who underwent health checkups in 2009, according to the National Health Information database, were included in the present analysis. We excluded 110 individuals who had been diagnosed with pancreatic cancer (ICD-C25) between 2002 and the health examination in 2009. An additional 4,230 individuals without information on smoking amounts were also excluded. Considering some overlap in exclusion criteria, 121,408 men were included in the final analysis and observed for the development of pancreatic cancer (Figure 1). Pancreatic cancer as a primary diagnosis was the criterion used to include newly diagnosed cases.
Health survey examinations and laboratory measurements
The health examinations included a questionnaire on lifestyle and past medical history. Participants were categorized by smoking status as never smokers, former smokers, and current smokers. The smoking amount was expressed in pack-years, which was calculated using the equation: 1 pack-year=1 year× 1 pack per day. The participants were divided into 4 groups based on the smoking amount: group 1, never smokers; group 2, 0-19 pack-year smokers; group 3, 20-40 pack-year smokers; and group 4, > 40 packyear smokers. Alcohol intake was defined as intake > 3 times per week. Physical activity was defined as performing moderate-intensity physical activity at least 30 minutes per day for more than 4 days each week or vigorous-intensity physical activity at least 20 minutes per day for more than 4 days each week [14]. Body mass index (BMI) was calculated as weight (kg) divided by height squared (m2). Systolic blood pressure (BP) and diastolic BP were measured by trained examiners. Laboratory data collected from the health examinations included fasting blood glucose, total cholesterol, triglyceride, high-density lipoprotein (HDL) cholesterol, low-density lipoprotein (LDL) cholesterol, and serum creatinine (SCr). Kidney function was assessed by the estimated glomerular filtration rate (eGFR) calculated using the Chronic Kidney Disease Epidemiology Collaboration equation as follows:
eGFR=141 × min (SCr/K, 1)a × max (SCr/K, 1)-1.209 × 0.993age × 1.018 (if women) × 1.159 (if Black)
where, “K” is 0.7 for women and 0.9 for men, “a” is -0.329 for women and -0.411 for men, “min” is the minimum SCr/K or 1, and “max” is the maximum SCr/K or 1 [15].
Outcome definitions
This study began on the date of the first health checkup in 2009, and the last follow-up date for the diagnosis of pancreatic cancer was December 31, 2013. The incidence of pancreatic cancer was determined by identifying participants who were newly diagnosed with pancreatic cancer during the follow-up period, based on the ICD-10 code C25 (C25.0-25.9) as registered in the NHIC and linked to the disease diagnosis data in Statistics Korea. The primary clinical endpoint of interest was the development of pancreatic cancer, which was included in the composite endpoint of the study. The total follow-up period was 527,974.5 person-years, and the average follow-up period was 4.35 (standard deviation [SD], 0.48) person-years.
Statistical analysis
Data were expressed as mean±SD or medians (interquartile ranges) for continuous variables and as numbers and percentages for categorical variables.
One-way analysis of variance and the chi-square test were used to analyze statistical differences among the characteristics of the participants according to the 4 pack-year classification groups at the time of enrollment.
Sensitivity analysis was performed after adjusting the cut-off value for smoking amount and re-classifying the 4 groups.
Person-years were calculated as the sum of the follow-up times from the baseline until the time of a pancreatic cancer diagnosis or until December 31, 2013.
To evaluate the association between smoking amount and incident pancreatic cancer, we used Cox proportional hazards models to estimate the adjusted hazard ratios (HRs) and 95% confidence intervals (CIs) for incident pancreatic cancer by comparing groups 2, 3, and 4 with group 1. The Cox proportional hazard models were adjusted for multiple confounding factors. In the multivariate models, we included variables that might confound the relationship between the smoking amount and incident pancreatic cancer, such as age, BMI, systolic BP, fasting blood glucose, total cholesterol, eGFR, alcohol intake, and physical activity. To test the validity of the Cox proportional hazard models, we checked the proportional hazard assumption, which was assessed by the logminus-log survival function and graphically found to be unviolated. A p-value < 0.05 was considered statistically significant. All statistical analyses were performed using SAS version 9.4 (SAS Institute Inc., Cary, NC, USA).
Ethics statement
Ethics approval for the study protocol and data analysis was obtained from the Institutional Review Board of Kyung Hee University Hospital (IRB No. 2018-12-020). Informed consent was waived because a retrospectively anonymized database was used for analysis.
During the 527,974.5 person-years of follow-up, 245 (0.20%) incident cases of pancreatic cancer developed between 2009 and 2013. The baseline characteristics of the participants according to the 4 groups are presented in Table 1. At baseline, the mean±SD age and BMI of participants were 57.5±8.6 years and 24.0±2.8 kg/m2, respectively. There were significant differences among all the listed variables in the 4 groups, except for systolic BP.
Table 2 shows the HRs and 95% CIs for incident pancreatic cancer according to the 4 groups. In the unadjusted model, the HRs and 95% CIs for incident pancreatic cancer when comparing groups 2, 3, and 4 with group 1 were 0.76 (0.56 to 1.03), 1.05 (0.75 to 1.46), and 1.84 (1.18 to 2.86), respectively (p for trend=0.001).
These associations remained statistically significant, even after further adjustments for covariates in the multivariate-adjusted model, where the adjusted HRs and 95% CIs for incident pancreatic cancer in groups 2, 3, and 4 were 1.05 (0.76 to 1.45), 1.28 (0.91 to 1.80), and 1.57 (1.00 to 2.46), respectively (p for trend=0.025).
The smoking status subgroup analysis indicated that current smoking was significantly associated with an increased risk of incident pancreatic cancer even after adjusting the covariates (p for trend=0.050). Former smoking also showed a significant association in the unadjusted model (p for trend=0.019) but not after adjustment for covariates (p for trend=0.152) (Table 3).
Similar results were confirmed after adjusting the cut-off values for the smoking amount (15 pack-years and 25 pack-years) (Supplementary Materials 1 and 2). Additional adjustment using the Charlson comorbidity index also found similar results (Supplementary Materials 3 and 4).
In this study, the associations of pancreatic cancer risk with the amount of smoking and with cessation of smoking were retrospectively confirmed by comparing current smokers, former smokers, and never smokers. Compared to never smokers, the risk of developing pancreatic cancer increased in smokers as the amount of smoking increased. However, in former smokers, the risk of developing pancreatic cancer was not statistically significantly elevated, unlike what was observed for current smokers. Conversely, the risk of developing pancreatic cancer was found to be higher when current smokers had high pack-years. Smoking is known worldwide as a cause of pancreatic cancer, and studies comparing former smokers and current smokers are being actively conducted.
A study involving 465,910 people in Europe showed that longer durations of smoking and higher daily smoking amounts increased the subsequent risk of pancreatic cancer [9]. The same results were found in a study conducted on Lithuanian men [16], and a hospital-based case-control study conducted in Italy showed that early smoking cessation lowered the risk of pancreatic cancer [10]. A cohort study that established smoker categories based on blood cotinine levels from the 1986 to 2013 Health Professionals Follow-Up Study and the Nurses’ Health Study showed that higher smoking amounts (i.e., higher cotinine levels) were associated with higher mortality rates in pancreatic cancer patients [17]. Several of these findings were consistent with those of our study. Furthermore, our study also showed that the risk of developing pancreatic cancer could be lowered by smoking cessation.
There are 3 major biological mechanisms by which smoking causes the development of pancreatic cancer. First, cell differentiation and angiogenesis are induced by promoting the expression of K-ras and matrix metalloproteinase 7, a cell differentiation promoting factor, by causing genetic variation. Second, smoking activates the immune system, including neutrophils, large families, and T-cells, causing chronic inflammation and fibrosis and thereby leading to pancreatic cancer. Third, nicotine intake increases the secretion and production of digestive enzymes in the body, and pancreatic cancer can be caused by the activation of the secretory cells in the pancreas [18].
Pancreatic cancer is difficult to diagnose in the early stages and is most often diagnosed in the advanced stage, for which reason it has a high mortality rate [1]. Therefore, prevention is critical for pancreatic cancer. Smoking cessation policies at the national level have been actively implemented since the 2000s under Article 9 of the National Health Promotion Act, and the smoking rate in Korea has shown a gradual decline from 27.8% in 2008 to 21.5% in 2019. Notably, the smoking rate among men decreased by more than 10%p from 47.8% in 2008 to 35.7% in 2019 [3]. In addition to the general health examination program, Korea is currently trying to lower the smoking rate through programs such as smoking prevention in minors, smoking cessation clinics in public health centers, and smoking cessation camps. Legal sanctions such as the designation of no smoking areas and increases in cigarette prices have also been implemented. Reduction in smoking can eventually reduce the risk of developing pancreatic cancer, as well as the related social, economic, and medical losses.
This study had some limitations. First, the study comprised only men participants and did not derive results for women. Second, as a survey-based investigation, it did not identify other factors that could have affected the development of pancreatic cancer, such as a family history of pancreatic cancer. Third, since survey responses depended on the examinee’s memory, bias due to inaccurate memories of smoking duration, intensity, and cessation was possible. Fourth, the subtypes of pancreatic cancer were not distinguished. Fifth, the period of smoking cessation was not reflected in the variables. Sixth, the national health insurance data used in this study were originally collected for claims purposes, not for research purposes. Therefore, the diagnoses may have been inaccurate because there are cases where a diagnosis code is included only for the purposes of applying for insurance reimbursement . Since secondary diagnoses were excluded, there is a possibility that the incidence of pancreatic cancer in this study reflected a reduced rate. Seventh, bias from follow-up loss may have affected our results. Participants lost to follow-up and not included in the analysis (n=4,230) were significantly different in age; triglyceride, LDL-cholesterol, SCr, and eGFR values; and alcohol intake compared to the analytic cohort. (Supplementary Material 5) Some follow-up loss is to be expected, especially in those who are in poor health, and the follow-up loss of high-risk people can lead to a conservative bias and subsequent underestimation of risk.
Despite these limitations, this study identified the risk of pancreatic cancer according to smoking amounts and smoking status using representative data of Korean men. It also confirmed that current smokers can reduce their risk of pancreatic cancer if they quit smoking. As a major risk factor for pancreatic cancer, it is important to manage smoking by continuing to implement smoking cessation policies.
In conclusion, this study identified the relationships between the amount of smoking, smoking status, and the risk of pancreatic cancer in Korean men. A higher number of smoking exposure (pack-years) were associated with a higher risk of developing pancreatic cancer, and unlike former smokers, current smokers showed a statistically significant risk of developing pancreatic cancer. According to the results of this study, the smoking rate needs to be lowered even further by implementing strong smoking cessation policies. Additional research is necessary to further clarify the risk of developing pancreatic cancer based on the amount of smoking and smoking status.
Supplementary materials are available at https://www.e-epih.org/.

Supplementary Material 1.

Hazard ratios (HRs) and 95% confidence intervals (CI) for the incidence of pancreatic cancer according to four groups of smoking amount levels in smoking status subgroups
epih-44-e2022040-suppl1.docx

Supplementary Material 2.

Hazard ratios (HRs) and 95% confidence intervals (CI) for the incidence of pancreatic cancer according to four groups of smoking amount levels in smoking status subgroups
epih-44-e2022040-suppl2.docx

Supplementary Material 3.

Hazard ratios (HRs) and 95% confidence intervals (CI) for the incidence of pancreatic cancer according to four groups of smoking amount levels
epih-44-e2022040-suppl3.docx

Supplementary Material 4.

Hazard ratios (HRs) and 95% confidence intervals (CI) for the incidence of pancreatic cancer according to four groups of smoking amount levels in smoking status subgroups
epih-44-e2022040-suppl4.docx

Supplementary Material 5.

Comparison between exclusion from analysis and inclusion in analysis
epih-44-e2022040-suppl5.docx

CONFLICT OF INTEREST

The authors have no conflicts of interest to declare for this study.

FUNDING

This work was supported by the National Research Foundation of Korea in 2020 (grant No. 2020R1G1A1102257).

AUTHOR CONTRIBUTIONS

Conceptualization: Ryoo JH, Oh CM. Data curation: Ryoo JH, Kim MH. Formal analysis: Yang EH, Lee HC. Funding acquisition: Ryoo JH. Methodology: Ha E. Project administration: Ryoo JH, Hwang WY. Visualization: Shin SS, You AH. Writing – original draft: Nam DJ, Oh CM, Ryoo JH, Ha E. Writing – review & editing: Nam DJ, Kim MH, Yang EH, Lee HC, Shin SS, Hwang WY, You AH.

The funding organization had no role in the design or conduct of this research.
Figure 1.
Flow chart of enrolled study participants.
epih-44-e2022040f1.jpg
Table 1.
Baseline characteristics of men participants according to 4 smoking amount groups (n=121,408)
Characteristics Overall Smoking amount (pack-year)
Group 1 (non-smoker, n=43,387) Group 2 (>0, ≤20, n=45,472) Group 3 (>20, ≤40, n=26,015) Group 4 (>40, n=6,534) p for trend1
Person-year (total) 527,974.5 189,101.4 197,706.1 112,904.4 28,262.6
Person-year (average) 4.35±0.48 4.36±0.51 4.35±0.43 4.34±0.49 4.32±0.60 <0.001
Age (yr) 57.5±8.6 59.1±9.2 55.6±7.8 57.2±7.9 60.9±9.1 <0.001
BMI (kg/m2) 24.0±2.8 24.1±2.8 24.0±2.7 23.9±2.8 24.0±3.0 0.026
Systolic BP (mmHg) 126.4±14.7 127.0±15.0 126.0±14.3 125.9±14.7 127.0±15.2 0.524
Diastolic BP (mmHg) 78.8±9.8 79.0±9.9 78.9±9.7 78.5±9.7 78.5±9.9 <0.001
Total cholesterol (mg/dL) 195.7±36.5 193.5±35.9 196.8±36.3 197.3±37.3 195.9±38.6 <0.001
Triglyceride (mg/dL) 126 (88-184) 116 (82-169) 127 (88-186) 135 (94-197) 139 (98-204) <0.001
HDL-cholesterol (mg/dL) 53.2±29.9 53.9±33.7 52.9±25.4 52.7±29.5 52.4±32.8 <0.001
LDL-cholesterol (mg/dL) 113.9±38.5 113.8±38.9 114.5±37.6 113.5±39.3 111.4±38.9 <0.001
Fasting blood glucose (mg/dL) 103.1±27.5 102.6±26.9 102.7±26.6 103.9±28.6 106.1±31.5 <0.001
SCr (mg/dL) 1.32±1.74 1.28±1.65 1.40±1.90 1.31±1.65 1.16±1.54 <0.001
eGFR (mL/min per 1.73 m2) 80.0±20.9 79.4±20.2 80.1±21.9 80.6±20.8 80.2±18.7 <0.001
Charlson comorbidity index 2.43±2.17 2.62±2.26 2.19±2.03 2.41±2.15 2.98±2.35 <0.001
Smoking amount (pack-year) 13.8±16.2 0.0 11.5±6.2 30.2±5.5 56.6±15.8 <0.001
Smoking status <0.001
 Never smoker 43,387 (35.7) 43,387 (100) 0.0 0.0 0.0
 Former smoker 39,515 (32.6) 0.0 27,252 (69.0) 9,622 (24.3) 2,641 (6.7)
 Current smoker 38,506 (31.7) 0.0 18,220 (47.3) 16,393 (42.6) 3,893 (10.1)
Alcohol intake 23.6 15.4 24.1 32.8 37.7 <0.001
Physical activity 18.3 18.6 19.1 16.9 15.5 <0.001
Development of pancreatic cancer 245 (0.20) 91 (0.21) 72 (0.16) 57 (0.22) 25 (0.38) 0.001

Values are presented as mean±standard deviation, medians (interquartile range), number (%), or percentages.

BMI, body mass index; BP, blood pressure; HDL, high density lipoprotein; LDL, low density lipoprotein; SCr, serum creatinine; eGFR, estimated glomerular filtration rate.

1 The p-value by ANOVA test for continuous variables and chi square test for categorical variables.

Table 2.
HRs and 95% CIs for the incidence of pancreatic cancer according to 4 smoking amount groups
Variables Person-year Incidence cases Incidence density (per 10,000 person-year) HR (95% CI)
Unadjusted Multivariate adjusted model1
Smoking amount (pack-year)
  Group 1 (never smoker) 189,101.4 91 4.8 1.00 (reference) 1.00 (reference)
Group 2 (>0, ≤20) 197,706.1 72 3.7 0.76 (0.56, 1.03) 1.05 (0.76, 1.45)
Group 3 (>20, ≤40) 112,904.4 57 5.0 1.05 (0.75, 1.46) 1.28 (0.91, 1.80)
Group 4 (>40) 28,262.6 25 8.8 1.84 (1.18, 2.86) 1.57 (1.00, 2.46)
p for trend 0.001 0.025
Age - - - - 1.08 (1.07, 1.20)
BMI - - - - 0.99 (0.95, 1.04)
Systolic blood pressure - - - - 1.00 (0.99, 1.01)
Fasting blood glucose - - - - 1.01 (1.00, 1.01)
Total cholesterol - - - - 1.00 (1.00, 1.00)
eGFR - - - - 1.00 (0.99, 1.00)
Alcohol intake - - - - 1.27 (0.95, 1.68)
Physical activity - - - - 0.69 (0.48, 0.99)

HR, hazard ratio; CI, confidence interval; BMI, body mass index; eGFR, estimated glomerular filtration rate.

1 Multivariate adjusted model was adjusted for age, BMI, systolic BP, fasting blood glucose, total cholesterol, eGFR, alcohol intake and physical activity.

Table 3.
The incidence of pancreatic cancer according to 4 smoking amount groups and smoking status subgroups
Variables Former-smoker+never-smoker group (n=82,902)
 Current smoker+never smoker group (n=81,893)
Unadjusted Multivariate adjusted model1 Unadjusted Multivariate adjusted model1
Smoking amount (pack-year)
  Group 1 (never smoker) 1.00 (reference) 1.00 (reference) 1.00 (reference) 1.00 (reference)
Group 2 (>0, ≤20) 0.73 (0.51, 1.06) 0.99 (0.68, 1.44) 0.79 (0.52, 1.20) 1.16 (0.75, 1.80)
Group 3 (>20, ≤40) 1.44 (0.95, 2.19) 1.52 (0.99. 2.32) 0.82 (0.54, 1.25) 1.10 (0.71, 1.72)
Group 4 (>40) 1.82 (0.95, 3.50) 1.44 (0.74. 2.77) 1.85 (1.07, 3.20) 1.71 (1.00, 2.98)
p for trend 0.019 0.152 0.020 0.050
Age - 1.08 (1.06, 1.10) - 1.08 (1.06, 1.10)
BMI - 0.98 (0.93, 1.04) - 1.00 (0.95, 1.06)
Systolic BP - 1.00 (0.99, 1.01) - 1.00 (0.99, 1.01)
Fasting blood glucose - 1.01 (1.01, 1.01) - 1.00 (1.00, 1.01)
Total cholesterol - 1.00 (0.99, 1.00) - 1.00 (0.99, 1.00)
eGFR - 1.00 (1.00. 1.00) - 0.99 (0.98, 1.00)
Alcohol intake - 1.12 (0.78, 1.62) - 1.42 (1.00, 2.01)
Physical activity - 0.61 (0.40, 0.95) - 0.71 (0.45, 1.12)

Values are presented as hazard ratio (95% confidence interval).

BMI, body mass index; BP, blood pressure; eGFR, estimated glomerular filtration rate.

1 Multivariate adjusted model was adjusted for age, BMI, systolic BP, fasting blood glucose, total cholesterol, eGFR, alcohol intake and physical activity.

  • 1. Rawla P, Sunkara T, Gaduputi V. Epidemiology of pancreatic cancer: global trends, etiology and risk factors. World J Oncol 2019;10:10-27.ArticlePubMedPMC
  • 2. Organization for Economic Cooperation and Development. Nonmedical determinants of health: tobacco consumption. [cited 2022 Feb 1]. Available from: https://stats.oecd.org/index.aspx?queryid=30127.Article
  • 3. Korea Disease Control and Prevention Agency. Korea health statistics 2019: Korea National Health and Nutrition Examination Survey (KNHANES VIII-1). [cited 2022 Jun 5]. Available from: https://knhanes.kdca.go.kr/knhanes/sub04/sub04_04_01.do (Korean).
  • 4. Development Committee for Pancreatic Cancer Treatment. Korean pancreatic cancer treatment guidelines: evidence-based multidisciplinary approach 2021. [cited 2022 Jun 5]. Available from: https://www.guideline.or.kr/guide/view.php?number=1115&cate=A (Korean).
  • 5. Bosetti C, Lucenteforte E, Silverman DT, Petersen G, Bracci PM, Ji BT, et al. Cigarette smoking and pancreatic cancer: an analysis from the International Pancreatic Cancer Case-Control Consortium (Panc4). Ann Oncol 2012;23:1880-1888.ArticlePubMed
  • 6. Schuller HM. Mechanisms of smoking-related lung and pancreatic adenocarcinoma development. Nat Rev Cancer 2002;2:455-463.ArticlePubMedPDF
  • 7. National Cancer Center. Annual report of cancer statistics in Korea in 2017. [cited 2022 Jun 5]. Available from: https://ncc.re.kr/cancerStatsView.ncc?bbsnum=518&searchKey=total&searchValue=&pageNum=1 (Korean).
  • 8. Mulder I, Hoogenveen RT, van Genugten ML, Lankisch PG, Lowenfels AB, de Hollander AE, et al. Smoking cessation would substantially reduce the future incidence of pancreatic cancer in the European Union. Eur J Gastroenterol Hepatol 2002;14:1343-1353.ArticlePubMed
  • 9. Vrieling A, Bueno-de-Mesquita HB, Boshuizen HC, Michaud DS, Severinsen MT, Overvad K, et al. Cigarette smoking, environmental tobacco smoke exposure and pancreatic cancer risk in the European Prospective Investigation into Cancer and Nutrition. Int J Cancer 2010;126:2394-2403.ArticlePubMed
  • 10. Talamini R, Polesel J, Gallus S, Dal Maso L, Zucchetto A, Negri E, et al. Tobacco smoking, alcohol consumption and pancreatic cancer risk: a case-control study in Italy. Eur J Cancer 2010;46:370-376.ArticlePubMed
  • 11. Lee J, Lee JS, Park SH, Shin SA, Kim K. Cohort profile: the National Health Insurance Service-National Sample Cohort (NHIS-NSC), South Korea. Int J Epidemiol 2017;46:e15.ArticlePubMed
  • 12. National Health Insurance Sharing Service. User’s manual for health examination cohort DB. [cited 2022 Jun 5]. Available from: https://nhiss.nhis.or.kr/bd/ab/bdaba002cv.do (Korean).
  • 13. World Health Organization. ICD-10: international statistical classification of diseases and related health problems: tenth revision, 2nd ed; 2004 [cited 2022 Feb 1]. Available from: https://apps.who.int/iris/handle/10665/42980.
  • 14. Haskell WL, Lee IM, Pate RR, Powell KE, Blair SN, Franklin BA, et al. Physical activity and public health: updated recommendation for adults from the American College of Sports Medicine and the American Heart Association. Med Sci Sports Exerc 2007;39:1423-1434.PubMed
  • 15. Levey AS, Stevens LA, Schmid CH, Zhang YL, Castro AF 3rd, Feldman HI, et al. A new equation to estimate glomerular filtration rate. Ann Intern Med 2009;150:604-612.ArticlePubMedPMC
  • 16. Kuzmickiene I, Everatt R, Virviciute D, Tamosiunas A, Radisauskas R, Reklaitiene R, et al. Smoking and other risk factors for pancreatic cancer: a cohort study in men in Lithuania. Cancer Epidemiol 2013;37:133-139.ArticlePubMed
  • 17. Yuan C, Morales-Oyarvide V, Babic A, Clish CB, Kraft P, Bao Y, et al. Cigarette smoking and pancreatic cancer survival. J Clin Oncol 2017;35:1822-1828.ArticlePubMedPMC
  • 18. Pandol SJ, Apte MV, Wilson JS, Gukovskaya AS, Edderkaoui M. The burning question: why is smoking a risk factor for pancreatic cancer? Pancreatology 2012;12:344-349.ArticlePubMed

Figure & Data

References

    Citations

    Citations to this article as recorded by  
    • Associations between smoking status and infertility: a cross-sectional analysis among USA women aged 18-45 years
      Sijie He, Li Wan
      Frontiers in Endocrinology.2023;[Epub]     CrossRef
    • Modifiable Pancreatic Ductal Adenocarcinoma (PDAC) Risk Factors
      Natalia Michalak, Ewa Małecka-Wojciesko
      Journal of Clinical Medicine.2023; 12(13): 4318.     CrossRef
    • Childhood and adulthood passive and active smoking, and the ABO group as risk factors for pancreatic cancer in women
      Anne‐Laure Vedie, Nasser Laouali, Amandine Gelot, Gianluca Severi, Marie‐Christine Boutron‐Ruault, Vinciane Rebours
      United European Gastroenterology Journal.2023;[Epub]     CrossRef

    Figure
    Related articles
    Epidemiol Health : Epidemiology and Health
    © Korean Society of Epidemiology.