Pulmonary Embolism in Chronic Obstructive Pulmonary Disease: A Population-Based Cohort Study

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438 ORIGINAL RESEARCH Pulmonary Embolism in Chronic Obstructive Pulmonary Disease: A Population-Based Cohort Study Wei-Ji Chen, 1 Che-Chen Lin, 2 Chang-Yi Lin, 1 Yen-Jung Chang, 2,5 Fung-Chang Sung, 2,3,5 Chia-Hung Kao, 5,6 Jun-Jun Yeh 4 ABSTRACT Background: To evaluate the incidence of pulmonary embolism (PE) in patients with chronic obstructive pulmonary disease (COPD) in Taiwan. Methods: This was a retrospective population-based cohort study using data retrieved from Taiwan’s National Health Insurance Research Database (2000 to 2008), which contains 99% of Taiwanese healthcare data. The evaluations included 355,878 COPD patients and 355,878 non-COPD patients for comparison. Results: The incidence of PE in the COPD cohort was 12.31 per 10,000 person-years (1.37/10,000 persons/y), which was approximately 4-times higher than in the comparison cohort (0.35/10,000 persons/y). In the COPD cohort, risk of PE was higher in the young age group (20- 59 y, HR 4.64, 95% CI 3.06-7.03) than in other age groups. Risk of PE was higher in patients with COPD combined with hypertension, coronary artery disease, and cancer, or those with previous operation (HR 4.16, 4.75, 4.56, and 4.50 respectively) than in those with COPD and no comorbidity. Conclusions: The overall incidence of PE is lower in Taiwan than in western countries. However, the prevalence of PE in COPD patients is higher than in non-COPD patients and increases with age. It is crucial to incorporate PE into the differential diagnosis of COPD exacerbation for clinical physicians. COPD, 11:438–443, 2014 ISSN: 1541-2555 print / 1541-2563 online Copyright © Informa Healthcare USA, Inc. DOI: 10.3109/15412555.2013.813927 Introduction e incidence of pulmonary embolism (PE) is increasing in hospitalized patients with the advances in new diagnostic methods and the vigilance of clinical physicians (1). PE is the third most common acute cardiovascular disease after myocardial infarction and stroke (2). e incidence of PE in hos- pitalized patients 18 years of age or older was reported 110 patients/100,000 adult population (0.77% of hospitalized adults), accounting for 30% of all venous thromboembolism (VTE) events (3–7). Chronic obstructive pulmonary disease (COPD) is the fourth leading cause of mortality worldwide with more than 3 million deaths annually (8). Previous studies have reported dyspnea, malnutrition, osteoporosis, skeletal muscle weakness, and increased cardiovascular events in COPD patients (9–11). As the disease progresses, patients become more dyspneic, leading to the development of a feedback cycle, in which dyspnea leads to immobility and immobility induces disuse muscle atrophy, which then worsens dyspnea. Consistent with Virchow’s triad, the risk of PE increases with immobility. Death of COPD patients typically occurs during a period of acute exacerba- tion (12). Studies have shown that the most common cause of acute exacerba- tion is infection (50% to 70%), followed by environment pollution (10%) (13). Keywords: pulmonary embolism; chronic obstructive pulmonary disease; cohort study Correspondence to: Chia-Hung Kao, MD, Graduate Institute of Clinical Medical Science and School of Medicine, College of Medicine, China Medical University No. 2, Yuh-Der Road, Taichung 404, Taiwan, tel: +886 4 22052121x7412, fax: +886 4 22336174, email: [email protected] Co-correspondence to: Jun-Jun Yeh, MD, Ditmanson Medical Foundation Chia-Yi Christian Hospital, No. 539, Zhongxiao Rd., Chiayi City, Taiwan 600, R.O.C. Tel: +886-5-2765041 ext 5573; Fax: +886-5-2774511; E-mail: anvin.funlan@msa. hinet.net, [email protected] 1 From the Chest Division, Department of Internal Medicine, Mackay Memorial Hospital, Taipei, Taiwan 2 Management Office for Health Data, China Medical University Hospital, Taichung, Taiwan 3 Departments of Public Health, China Medical University, Taichung, Taiwan 4 Department of Chest Medicine and Family medicine, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi; Chia Nan University of Pharmacy and Science, Tainan; Meiho University, Pingtung, Taiwan 5 Graduate Institute of Clinical Medical Science and School of Medicine, College of Medicine, China Medical University, Taichung, Taiwan 6 Department of Nuclear Medicine and PET Center, China Medical University Hospital, Taichung, Taiwan COPD Downloaded from informahealthcare.com by Gazi Univ. on 08/19/14 For personal use only.

Transcript of Pulmonary Embolism in Chronic Obstructive Pulmonary Disease: A Population-Based Cohort Study

Page 1: Pulmonary Embolism in Chronic Obstructive Pulmonary Disease: A Population-Based Cohort Study

438

ORIGINAL RESEARCH

Pulmonary Embolism in Chronic Obstructive Pulmonary Disease: A Population-Based Cohort StudyWei-Ji Chen,1 Che-Chen Lin,2 Chang-Yi Lin,1 Yen-Jung Chang,2,5 Fung-Chang Sung,2,3,5 Chia-Hung Kao,5,6 Jun-Jun Yeh4

ABSTRACT

Background: To evaluate the incidence of pulmonary embolism (PE) in patients

with chronic obstructive pulmonary disease (COPD) in Taiwan. Methods: This was

a retrospective population-based cohort study using data retrieved from Taiwan’s

National Health Insurance Research Database (2000 to 2008), which contains 99%

of Taiwanese healthcare data. The evaluations included 355,878 COPD patients

and 355,878 non-COPD patients for comparison. Results: The incidence of PE in the

COPD cohort was 12.31 per 10,000 person-years (1.37/10,000 persons/y), which

was approximately 4-times higher than in the comparison cohort (0.35/10,000

persons/y). In the COPD cohort, risk of PE was higher in the young age group (20-

59 y, HR 4.64, 95% CI 3.06-7.03) than in other age groups. Risk of PE was higher

in patients with COPD combined with hypertension, coronary artery disease, and

cancer, or those with previous operation (HR 4.16, 4.75, 4.56, and 4.50 respectively)

than in those with COPD and no comorbidity. Conclusions: The overall incidence

of PE is lower in Taiwan than in western countries. However, the prevalence of PE

in COPD patients is higher than in non-COPD patients and increases with age. It is

crucial to incorporate PE into the differential diagnosis of COPD exacerbation for

clinical physicians.

COPD, 11:438–443, 2014ISSN: 1541-2555 print / 1541-2563 onlineCopyright © Informa Healthcare USA, Inc.DOI: 10.3109/15412555.2013.813927

Introduction

Th e incidence of pulmonary embolism (PE) is increasing in hospitalized patients with the advances in new diagnostic methods and the vigilance of clinical physicians (1). PE is the third most common acute cardiovascular disease after myocardial infarction and stroke (2). Th e incidence of PE in hos-pitalized patients 18 years of age or older was reported 110 patients/100,000 adult population (0.77% of hospitalized adults), accounting for 30% of all venous thromboembolism (VTE) events (3–7).

Chronic obstructive pulmonary disease (COPD) is the fourth leading cause of mortality worldwide with more than 3 million deaths annually (8). Previous studies have reported dyspnea, malnutrition, osteoporosis, skeletal muscle weakness, and increased cardiovascular events in COPD patients (9–11). As the disease progresses, patients become more dyspneic, leading to the development of a feedback cycle, in which dyspnea leads to immobility and immobility induces disuse muscle atrophy, which then worsens dyspnea.

Consistent with Virchow’s triad, the risk of PE increases with immobility. Death of COPD patients typically occurs during a period of acute exacerba-tion (12). Studies have shown that the most common cause of acute exacerba-tion is infection (50% to 70%), followed by environment pollution (10%) (13).

Keywords: pulmonary embolism; chronic obstructive pulmonary disease; cohort study

Correspondence to: Chia-Hung Kao, MD, Graduate Institute of Clinical Medical Science and School of Medicine, College of Medicine, China Medical University No. 2, Yuh-Der Road, Taichung 404, Taiwan, tel: +886 4 22052121x7412, fax: +886 4 22336174, email: [email protected]

Co-correspondence to: Jun-Jun Yeh, MD, Ditmanson Medical Foundation Chia-Yi Christian Hospital, No. 539, Zhongxiao Rd., Chiayi City, Taiwan 600, R.O.C. Tel: +886-5-2765041 ext 5573; Fax: +886-5-2774511; E-mail: [email protected], [email protected]

1 From the Chest Division, Department of Internal Medicine, Mackay Memorial Hospital, Taipei, Taiwan

2 Management Offi ce for Health Data, China Medical University Hospital, Taichung, Taiwan

3 Departments of Public Health, China Medical University, Taichung, Taiwan

4 Department of Chest Medicine and Family medicine, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi; Chia Nan University of Pharmacy and Science, Tainan; Meiho University, Pingtung, Taiwan

5 Graduate Institute of Clinical Medical Science and School of Medicine, College of Medicine, China Medical University, Taichung, Taiwan

6 Department of Nuclear Medicine and PET Center, China Medical University Hospital, Taichung, Taiwan

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However, the causes of up to 30% of exacerbations remain unclear (13). Th e incidence of PE is reported 24.7% or higher in hospitalized COPD patients with acute exacer-bation (14). Because of poor pulmonary reserve, COPD patients might suff er more severe consequences and increased mortality if PE occurs. However, PE is less common in Asian people than in Caucasian people (3, 4, 6, 15–17). In Western countries, anticoagulant therapy have been widely used to prevent VTE events for several decades , leading to substantial decline in PE-specifi c mortality (18). However, preventive anticoagulant therapy is diffi cult to put into clinical practice in Asians because of low incidence of PE and high risk of bleeding (19).

In this study we aimed to identify the incidence of PE in patients with COPD in Taiwan, and to determine the association between diff erent comorbidities and COPD with PE to identify high risk COPD patients who might benefi t from anticoagulant therapy.

Materials and Methods

Data SourceTaiwan’s National Health Insurance (NHI) is a universal insurance programs established in 1996, which covers almost 99% of the Taiwanese population. In this study, patient data were obtained from Taiwan’s National Health Insurance Research Database (NHIRD), which contains claims data form the NHI. All personal infor-mation was encrypted before release to the public to protect patient privacy. Diseases were diagnosed accord-ing to the International Classifi cation of Diseases, 9th Revision, Clinical Modifi cation (ICD-9-CM) using inpa-tient clam data and the catastrophic illnesses registry. We confi rm that all data was de-identifi ed and analyzed anonymously. In addition, this study was also approved by the Ethics Review Board at China Medical University (CMU-REC-101–012).

Study populationTh is study used a retrospective population–based cohort design. A cohort of newly diagnosed COPD patients (ICD-9-CM 490, 491.0, 491.2, 491.9, 492, 493.2, 496 and V81.3) from 2000 to 2008 was established. Th e com-parison group was formed by random selection from insured people without COPD and PE prior to baseline, with frequency matched by sex, age (every 5-year span), and index year. Patients who had experienced PE prior to the baseline year, or were aged less than 20 years at the baseline, were excluded. Th e principal outcome was PE (ICD-9-CM 415.1, 639.6 and 673.8). Follow-up was terminated upon observation of fi rst tine of PE event, withdrawal from the NHI, or at the end of the evaluation period on December 31, 2009.

PE comorbidities were collected at the baseline as potential confounding factors. Th ese comorbidities included hypertension (ICD-9-CM 401–405), coronary artery disease (CAD; ICD-9-CM 410–413, 414.0, 414.8 and 414.9), diabetes mellitus (DM; ICD-9-CM 250),

stroke (ICD-9-CM 430–438), and hyperlipidemia (ICD-9-CM 272), which were identifi ed using inpatient clam data and cancer (ICD-9-CM 140–208), identifi ed using the catastrophic illnesses registry. Patients with previ-ous operation were identifi ed using the ICD code for the procedure prior to the baseline.

Statistical analysisChi-square test was used to analyze categorical vari-ables and Student’s t-test was used to assess continuous variables comparing the COPD and comparison cohorts at baseline demographic status. Th e PE incidence rate was calculated for each cohort, then the Kaplan-Meier method was used to prepare measured curves of cumu-lative PE incidence, and the log-rank test was used assess the diff erences between these curves. Cox proportional hazards regression was applied to estimate the hazard ratio (HR) and 95% confi dence interval (CI) of PE in the COPD cohort compared to the comparison cohort.

All statistical analysis was performed using the SAS 9.1 statistical package (SAS Institute Inc., NC, USA). R software (R Foundation for Statistical Computing, Vienna, Austria) was used to prepare cumulative inci-dence curves. A P-value < 0.05 in 2-tailed tests was con-sidered signifi cant.

Results

In this study, we evaluated 355,878 COPD patients and 355,878 comparison patients (Table 1). Age (71.3 y) and sex ratio displayed nonsignifi cant diff erences between the groups. Th e COPD cohort had a higher proportion

Table 1. Baseline demographic status and comorbidity compared between Comparison and COPD group

VariableComparison groupN = 355878 (%)

COPD groupN = 355878 (%) p-value

Age, years (SD) 71.3 (13.7) 71.6 (13.7) <0.0001*

20–59 59159 (16.6) 59159 (16.6) 1.000

60–79 190714 (53.6) 190714 (53.6)

� 80 106005 (29.8) 106005 (29.8)

Sex 1.000

Female 111127 (31.2) 111127 (31.2)

Male 244751 (68.8) 244751 (68.8)

Comorbidity

Hypertension 64688 (18.2) 168153 (47.3) <0.0001

CAD 30926 (8.7) 93372 (26.2) <0.0001

DM 64035 (18.0) 86363 (24.3) <0.0001

Cancer 16368 (4.6) 24100 (6.8) <0.0001

Stroke 30416 (8.5) 92844 (26.1) <0.0001

Hyperlipidemia 11997 (3.4) 30024 (8.4) <0.0001

Ever operation <0.0001

No 203907 (57.3) 77284 (21.7)

Yes 151971 (42.7) 278594 (78.3)

*t-test.

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of patients with comorbidities and a higher rate of previ-ous operation than the comparison cohort.

Our results indicated that the incidence of PE in the COPD cohort was 12.31 per 10,000 person-years (1.37/10,000 patients/y), which was approximately 4-times higher than that in the comparison cohort (3.16 per 10,000 persons-y or 0.35/10,000 patients/y; Table 2). After adjustment for potential confounders, the COPD cohort displayed a 3.45-fold higher risk of developing PE than the comparison cohort (95% CI 3.10–3.83). Irrespective of age group, the COPD patients displayed higher risk of PE than the compari-

son cohort. We observed greatest diff erences in risk of PE between COPD and non-COPD patients in the young age group (20–59 y, HR 4.64, 95% CI 3.06–7.03). Risk of PE increased with increasing age in COPD patients. Kaplan-Meier estimates of the cumulative incidence of PE indicated that the incidence of PE in the COPD cohort become increasing higher than that in comparison cohort with time (Fig. 1; P < 0.0001 in log rank test). Sex-specifi c HR of PE was almost identi-cal in each cohort (HR 2.83 vs. 3.87).

Table 3 shows the combined eff ects of COPD and comorbidity on risk of PE development. We included

Table 2. Incidence of PE and multivariate Cox proportional hazards regression analysis measured hazard ratio for study cohort

Comparison group COPD group

Variable Event PYs Rate* Event PYs Rate* HR Adjusted HR

total 550 1742792 3.16 1539 1250222 12.31 3.79 (3.44–4.18) 3.45 (3.10-3.83)

Age group

20–59 30 336161 0.89 189 290674 6.5 7.17 (4.88–10.53) 4.64 (3.06-7.03)

60–79 301 1006969 2.99 951 716641 13.27 4.33 (3.80–4.93) 3.64 (3.16-4.19)

�80 219 399662 5.48 399 242907 16.43 2.96 (2.50–3.49) 2.80 (2.34-3.35)

Sex

Female 228 555550 4.10 559 415302 13.46 3.19 (2.74–3.73) 2.83 (2.39-3.36)

Male 322 1187242 2.71 980 834920 11.74 4.21 (3.71–4.78) 3.87 (3.38-4.43)

†model adjusted for age, sex, hypertension, CAD, DM, cancer, stroke, hyperlipidemia and operation.*incidence rate, per 10,000 person-years.

FIGURE 1. Cumulative incidence of PE in comparison and COPD cohort.

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patients without COPD or comorbidity in the reference group. Patients with COPD and comorbidity, such as hypertension (HR 4.16), CAD (HR 4.75), and cancer (HR 4.56), or those with COPD and previous operation (HR 4.50) displayed increased risk of PE. Th e incidence

of PE in patients with previous operation was nearly 6 times higher than that in patients without COPD or pre-vious operation (13.19/10,000 person-y vs. 2.47/10,000 person-y). Using patients without COPD or previous operation for comparison, patients with COPD and previous displayed higher risk of PE (HR 4.50, 95% CI 3.90–5.19) than patients with COPD and no previous operation (HR 3.94, 95% CI 3.35–4.62) and non-COPD patients with previous operation (HR 1.43, 95% CI 1.21–1.70).

Discussion

In this study, we identifi ed that the incidence of PE is much higher in patients with COPD than in patients without COPD. COPD is a systemic disease that severely weak-ens patients. Th e feedback cycle of dyspnea, immobility, muscle atrophy, and dyspnea associated with COPD increases the risk of subsequent VTE and PE. In addi-tion, cardiopulmonary reserves deplete with increasing age. Th is trend can explain the increasing rate of PE with increasing age in both cohorts, especially in the COPD patients. We based comparisons of HR on age stratifi -cation. Th e HR therefore indicated that COPD patients had higher risk of PE compared to non-COPD patients in the same age group. Th is result diff ered from those of Stein et al, which indicated equal risk of PE in all age groups (20). In our study, the cumulative incidence of PE increased after long-term follow-up in both groups. However, HR did not increase with patient age. HR of PE is higher in the young age group (20–59 y) than in older age groups. Th e possible explanation might be that old patients apt to have more comorbid diseases in each COPD and non-COPD cohorts, which might be risk factors of thromboembolism events. Th erefore, the HR of old age groups was lower than young age group.

Th e second major fi nding of our study was the higher prevalence of PE in women compared to men in both the COPD and non-COPD groups. Th e fi nding was similar to the results of previous studies (4, 21). Investigators have proposed several mechanisms to explain the infl u-ence of sex on VTE such as use of oral contraceptives, use of hormone therapy, and pregnancy (22–24). In our study, we observed that COPD increased the risk of PE. Th is fi nding might be caused by the described dyspnea, immobility, muscle atrophy, dyspnea feedback cycle and eff ects of vascular dysfunction in COPD patients (11, 25, 26).

In this study, we further investigated the cumulative risk of PE in patients with COPD and other comorbid-ity. Few studies have evaluated the eff ects of comor-bid conditions on patients with COPD. It is likely that COPD patients have increased risk of complications of other comorbid diseases, such as hypertension, diabetes, stroke, and cancer. Th ese diseases are more prevalent in older adults and all are risk factors for VTE (27–29). In this study, the COPD group was associated with increased risk of PE than in non-COPD patients

Table 3. Joint effect between comorbidity in association with PE in study population

Variable event incidence† HR (95% CI)

COPD Hypertension

No No 393 2.63 ref

No Yes 157 6.30 1.75 (1.44–2.13)

Yes No 801 11.18 4.10 (3.61–4.65)

Yes Yes 738 13.83 4.16 (3.62–4.78)

COPD CAD

No No 472 2.91 ref

No Yes 78 6.47 1.69 (1.32–2.16)

Yes No 1033 10.93 3.60 (3.20–4.04)

Yes Yes 506 16.59 4.75 (4.13–5.46)

COPD DM

No No 436 2.98 ref

No Yes 114 4.07 1.17 (0.95–1.44)

Yes No 1207 12.29 3.63 (3.23–4.08)

Yes Yes 332 12.37 3.27 (2.81–3.82)

COPD Cancer

No No 510 3.03 ref

No Yes 40 6.78 1.75 (1.27–2.42)

Yes No 1453 12.08 3.52 (3.15–3.93)

Yes Yes 86 18.33 4.56 (3.60–5.77)

COPD stroke

No No 477 2.92 ref

No Yes 73 6.60 1.58 (1.22–2.03)

Yes No 1240 12.37 3.79 (3.38–4.25)

Yes Yes 299 12.05 2.89 (2.47–3.40)

COPD hyperlipidemia

No No 528 3.12 ref

No Yes 22 4.60 1.07 (0.70–1.65)

Yes No 1415 12.38 3.48 (3.12–3.88)

Yes Yes 124 11.52 3.06 (2.48–3.78)

COPD operation

No No 271 2.47 ref

No Yes 279 4.33 1.43 (1.21–1.70)

Yes No 365 10.13 3.94 (3.35–4.62)

Yes Yes 1174 13.19 4.50(3.90–5.19)

†per 10,000 person–years.Model adjusted for sex, age and comorbidities.

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with comorbidity such as hypertension, diabetes, coro-nary disease, cancer, stroke, and hyperlipidemia, or those with previous operation (Table 3). Th e HR of PE in these patients was up to 4 times higher than in the reference group. However, not all comorbidities increased the risk of PE in COPD patients. For example, diabetes, stroke, and hyperlipidemia did not increase the risk of PE in patients with COPD and no other comorbidity. It is pos-sible that during the long follow-up period, physicians might have provided anti-platelet or statin therapies to these patients, leading to observations of relatively low risk of PE in comorbidity-complicated COPD patients than in COPD patients without comorbidity. Cancer might induce thrombotic potential, which might explain the high risk of PE in patients with COPD and cancer. It was reported that patients with DM have signifi cantly higher prevalence of PE (30). In our study, diabetes did not increase the risk of PE in COPD patients. However, the underlying mechanism required further investigations.

Several studies have described that patients with COPD display increased risk of deep vein thrombosis (DVT) with the incidence of DVT ranging from 9.2% to 62% in hospitalized COPD patients (20, 31, 32). Pek et al reported that DVT is uncommon in Asian patients with COPD(33). Th erefore, routine screening for DVT is not recommended. In this study, we identifi ed that the incidence of DVT is very low in COPD patients with PE, which is compatible with the result of Pek et al. Th is fi nding indicated that DVT and PE in patients with COPD are independent events. We agree that routine screening for DVT in COPD patients might be unnec-essary in Taiwan; however, we recommend screening for pulmonary embolism in COPD patients with acute exacerbation even if patients display no signs of DVT.

Limitations

Th is study’s strengths were its large sample and popula-tion-based design, which increased the generalizability of results. However, it was also subject to a few limita-tions. First, the NHIRD did not provide information on selected variables that would have been relevant to our investigation, such as the detailed demographic infor-mation on smoking habits, alcohol consumption, body mass index, socioeconomic status, and family history of systemic disease. Th ese could be major risk factors for COPD and PE. Th us, our analyses were limited to the available data, and we were unable to conduct more sophisticated tests including adjustment for such vari-ables. Second, the medication history is also not pro-vided. Usages of anticoagulant or antiplatelet agents can reduce the incidence of PE/DVT in patients with cardio-vascular diseases or accepting orthopedic surgery, which has been well documented. Patients already accepted the anticoagulant or antiplatelet drugs maybe have lower risk of PE, which might infl uence on the result. Th ird, the NHIRD did not provide data of pulmonary function tests to defi ne the severity of patients with COPD. Th e

diagnosis of COPD is based on the ICD-9 code and the impression of clinical physicians. Th e diagnosis of COPD might be lack of accuracy. Both factors might infl uence the results. At last, evidence deriving from any cohort study is generally considered of a poorer methodologi-cal quality than data obtained from randomized trials, because a cohort study design is associated with higher likelihood of biases related to confounder adjustment. Th erefore, despite our meticulous study design and eff orts to control confounding variables, a key limitation was that bias could remain for unmeasured or unknown confounders. However, the data we obtained on COPD and PE diagnoses were highly reliable.

In conclusion, results from our population-based retrospective cohort study indicate that the incidence of subsequent PE is approximately 4-times higher in COPD patients than in non-COPD comparison patients. Clini-cal physicians should be alert that COPD is a risk factor of PE. However, further large-scale controlled prospec-tive studies are needed to confi rm our fi ndings.

Acknowledgments

Th e study was supported in part by the study projects of DMR-102-014, DMR-102-023; Taiwan Department of Health Clinical Trial and Research Center and for Excellence (DOH102-TD-B-111-004), Health and wel-fare surcharge of tobacco products, China Medical Uni-versity Hospital Cancer Research Center of Excellence (MOHW103-TD-B-111-03, Taiwan); and International Research-Intensive Centers of Excellence in Taiwan (I-RiCE) (NSC101-2911-I-002-303).

Declaration of Interest Statement

All authors report no confl icts of interest.

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