Literature DB >> 32550721

Mediation effect of herpes zoster derived by statin use on cardiovascular disease risk.

Sung-Han Kim1, Sung-Cheol Yun2, Young-Ho Khang3, Min-Chul Kim4, Sun Uck Kwon5, Gyung-Min Park6, Young-Rak Cho7, Kwang Min Lee7, Moo Hyun Kim7.   

Abstract

BACKGROUND/AIMS: Although statins are widely used to reduce the risk of cardiovascular disease (CVD) including stroke and myocardial infarction (MI), it is reported that statin use increases the incidence of herpes zoster (HZ) that is associated with increased risk of CVD. So, we evaluated the mediation effect of HZ caused by statin use on CVD.
METHODS: We analyzed a prospective cohort from the National Health Insurance Service-database of South Korea. All individuals received a medical check-up and were followed-up from 2002 to 2013.
RESULTS: A total of 275,382 individuals > 40 years old were followed up for 11 years from 2003. Of these, 11,415 people (4%) were classified as statin users and 263,967 (96%) as non-statin users. Those who used statins had significantly lower risks of cardiovascular events, stroke, and MI compared with non-statin users; the adjusted hazard ratios in the multivariate analysis were 0.90 (95% confidence interval [CI], 0.82 to 0.98), 0.88 (95% CI, 0.80 to 0.98), and 0.91 (95% CI, 0.79 to 1.07), respectively. When we calculated the mediating effect of cardiovascular events by statin use through HZ, 11.6% of the total beneficial effect of cardiovascular events by statin use was mitigated through the occurrence of HZ caused by statin use. This mediating effect was higher in the younger age group (< 60 years).
CONCLUSION: This study showed that statin use reduced CVD by 10%, but the protective effect of statin use against CVD was mitigated by approximately 10% through the development of HZ caused by statin use.

Entities:  

Keywords:  Herpes zoster; Myocardial infarction; Stroke

Mesh:

Substances:

Year:  2020        PMID: 32550721      PMCID: PMC7487315          DOI: 10.3904/kjim.2019.020

Source DB:  PubMed          Journal:  Korean J Intern Med        ISSN: 1226-3303            Impact factor:   2.884


INTRODUCTION

Herpes zoster (HZ), also known as shingles, occurs in about 20% or more of the population, mainly in the elderly [1]. Previous epidemiologic studies revealed that HZ increases the risk of cardiovascular events, including stroke and myocardial infarction (MI) ([b] in Supplementary Fig. 1) [1-5]. It is also well known that statin use reduces the risk of stroke and MI ([c] in Supplementary Fig. 1) [6]; however, recent studies have consistently reported that statin use increases the incidence of HZ ([a] in Supplementary Fig. 1) [7-9]. Therefore, we can expect that the protective effect of statin use against stroke and MI may be mitigated through the development of HZ, and that this unwanted effect would be counterbalanced through zoster vaccination in statin users with high risk of stroke and MI. The aim of this study is to measure the mediation effect of HZ caused by statin use to prevent stroke and MI.

METHODS

Database and study population

All individuals in South Korea are covered by the single-payer Korea National Health Insurance Service (NHIS). The Korea National Health Insurance has been operated based on a fee-for-service payment system for both inpatient and outpatient services and thus all of health care utilization data including medication history are available. The Korea NHIS built up the national representative cohort database, which was comprised of 1,025,340 nationally representative random subjects in 2002, amounting to 2% of the entire population [10]. Proportionate stratified random sampling was used based on a total of 1,476 strata (two categories for sex, 18 categories for age group, and 41 categories for income). This cohort was followed-up over 12 years until 2013, and random samples of new infants were added to compensate for the loss of individuals due to death or emigration for each year between 2003 and 2013. The data consist of complete medical records, including socio-demographic variables, diagnostic codes, deaths, medical service use, and health examinations. Recently, the NHIS publicly released this National Health Insurance Service-National Sample Cohort 2002–2013 (NHIS-NSC 2002–2013). Detailed information on the NHIS-NSC profile was described in a previous study [10]. We used a subset database of the NHIS-NSC, which consisted of approximately 570,000 people who received a medical check-up without charge that provided comprehensive social and medical information about the population. The protocol for this study was approved by the Institutional Review Board of Asan Medical Center (S2015-0982) and informed consent was waived by the board.

Identification of herpes zoster, stroke, AMI, and other confounding factors

We identified patients who were diagnosed with HZ, stroke, and MI by use of the relevant diagnostic codes of the International Classification of Diseases, Tenth Revision (ICD-10). The cases of HZ were comprised of VZV meningitis (B020), VZV encephalitis (B021), zoster in other divisions of the trigeminal nerve (B022), zoster ophthalmicus (B023), and other types of zoster (B027, B028, or B029). The cardiovascular disease (CVD) referred to all episodes of stroke and MI. Stroke consisted of ischemic brain infarction (I63), hemorrhage stroke (I60, I61, or I62), and unspecified stroke (I64). MI included myocardial infarction (I21, I22) and complications following myocardial infarction (I23). In addition, clinical characteristics that could potentially become confounding factors for HZ, stroke, and MI were searched using ICD-10 code or medical records; these included age, gender, body mass index, overweight, cigarette smoking, alcohol consumption, physical activity, income, hypertension, diabetes (fasting plasma glucose), dyslipidemia (total cholesterol), angina pectoris, transient ischemic attack, heart failure, atrial fibrillation/flutter, valvular heart disease, chronic renal disease, peripheral vascular disease, chronic liver disease, rheumatoid disease, inflammatory bowel disease, malignancy, transplantation recipients of solid organs or hematopoietic stem cell, and human immunodeficiency virus infection. We considered the variables listed in Table 1 as potential confounders between statin use and CVD, including stroke and MI, between statin use and HZ, and between HZ and CVD, and we adjusted for these variables in the main analysis. These covariates were selected a priori as common risk factors of HZ and CVD (Supplementary Fig. 1). Chronic pulmonary disease is a major risk factor for HZ and CVD [11]. As such, we did not include chronic pulmonary disease as a variable in the main analysis to quantify the impact of unmeasured mediator-outcome confounding on mediation effect.
Table 1.

Univariate associations of baseline variables between statin users and non-statin users

CharacteristicTotal (n = 275,382)Non-statin users (n = 263,967)Statin users (n = 11,415)p value
Age, yr54.0 ± 10.253.8 ± 10.259.9 ± 9.3< 0.001
 41–50128,587 (47)126,505 (48)2,082 (18)< 0.001
 51–6077,309 (28)73,185 (28)4,214 (36)
 61–7048,428 (18)44,715 (17)3,713 (33)
 ≥ 7121,058 (8)19,562 (7)1,496 (13)
Male sex130,645 (47)126,352 (48)4,293 (38)< 0.001
BMI, kg/m223.9 ± 3.123.9 ± 3.125.4 ± 3.3< 0.001
 Obesity, BMI ≥ 25 kg/m294,149 (34)88,226 (33)5,923 (52)< 0.001
Smoking< 0.001
 Non-smoker180,453 (66)172,293 (65)8,160 (72)
 Ex-smoker16,147 (6)15,055 (6)1,092 (10)
 Current smoker59,513 (22)57,848 (22)1,665 (15)
 Unknown19,269 (7)18,771 (7)498 (4)
Drinking< 0.001
 Non-drinker160,165 (58)152,174 (58)7,991 (70)
 ≤ Twice per week75,073 (27)72,956 (28)2,117 (19)
 ≥ 3 times per week34,772 (13)33,685 (13)1,087 (10)
 Unknown5,327 (2)5,152 (2)220 (2)
Exercise< 0.001
 None158,404 (58)152,056 (58)6,348 (56)
 ≤ Twice per week60,589 (22)58,257 (22)2,332 (20)
 ≥ 3 times per week50,267 (18)47,769 (18)2,498 (22)
 Unknown6,122 (2)5,885 (2)237 (2)
Economic class< 0.001
 I48,354 (18)46,277 (18)2,077 (18)
 II42,547 (16)41,013 (16)1,534 (13)
 III47,198 (17)45,381 (17)1,817 (16)
 IV56,547 (21)54,269 (21)2,278 (20)
 V80,736 (29)77,027 (29)2,709 (33)
Hypertension107,627 (39)98,455 (37)9,172 (80)< 0.001
Diabetes41,999 (15)36,374 (14)5,625 (49)< 0.001
Dyslipidemia60,682 (22)49,461 (19)11,221 (98)< 0.001
Ischemic heart disease (I20)9,587 (4)7,267 (3)2,320 (20)< 0.001
Transient ischemic attack2,270 (1)1,946 (1)324 (3)< 0.001
Heart failure4,894 (2)4,081 (2)813 (7)< 0.001
Atrial fibrillation1,474 (1)1,250 (1)224 (2)< 0.001
Valvular heart disease800 (0)678 (0)122 (1)< 0.001
Chronic renal disease2,144 (1)1,760 (1)384 (3)< 0.001
Carotid stenosis157 (0)74 (0)83 (1)< 0.001
Peripheral vascular disease12,625 (5)10,406 (4)2,219 (19)< 0.001
Chronic liver disease2,221 (1)2,086 (1)135 (1)< 0.001
Rheumatoid disease10,021 (4)9,325 (4)696 (6)< 0.001
Inflammatory bowel disease783 (0)754 (0)29 (0)0.535
Malignancy including solid cancer and hematologic malignancy8,333 (3)7,803 (3)530 (5)< 0.001
Recipients of solid organ transplantation or hematopoietic stem cell transplantation90 (0)84 (0)6 (0)0.279
Human immunodeficiency virus infection16 (0)15 (0)1 (0)0.492
Depression1,985 (1)1,819 (1)166 (2)< 0.001
Herpes zoster[a]15,439 (6)13,516 (5)1,923 (17)< 0.001

Values are presented as mean ± SD or number (%).

BMI, body mass index.

This variable is not a baseline variable between non-statin users and statin users. This variable is the development of herpes zoster during the follow-up period over 12 years.

Study design and outcomes

Initially, 569,999 individuals were enrolled in this cohort (Fig. 1). Of this population, 148 persons under 18 years old were excluded, and a total 569,851 persons ≥ 18 years old were followed up for 11 years from 2002 through 2013. To identify the first-ever episodes of HZ, stroke, and MI, we excluded individuals with evidence of these diseases during the first year of the observation period, which we designated as a wash-out period. As a result, we excluded 3,794 patients with a history of HZ, stroke, and MI. Furthermore, patients who lacked medical records prior to the occurrence of HZ, stroke, and MI were excluded (n = 45,762). All patients were required to have used statins for at least 6 months prior to the beginning of the study period; those who used statins for less than 6 months prior to the beginning of the study period were excluded (n = 12,499). Individuals lost to follow up were also excluded (n = 415). In addition, people ≤ 40 years old were excluded due to low prescription rate of statin. A total of 275,382 persons were finally observed over an 11-year period from 2003 to 2013 (Fig. 1). A detailed schematic diagram is shown in Fig. 2. Furthermore, we performed subgroup analyses according to subtypes of age groups, considering the different risks of stroke after HZ by age groups [2].
Figure 1.

Flow diagram of the study. HZ, herpes zoster; MI, myocardial infarction.

Figure 2.

Schematic diagram of the study.

Indirect or mediation effect

Our main interest was quantifying whether or not, and by how much, the effect of the statins on CVD is mediated by HZ. The total effect of statins on CVD is decomposed by natural direct and indirect effects (or mediation effect) operating through mediator HZ (Supplementary Fig. 1). The definitions of natural direct and indirect effects within a potential outcome framework have been published elsewhere [12].

Statistical analysis

Categorical variables are presented as numbers and percentages, and were compared using the Pearson’s chi-square test. Continuous variables are expressed as mean ± SD, and were compared using the Student’s t test. We performed the two-stage regression methods proposed by VanderWeele to evaluate the natural direct and indirect effects [12]. First, we fit a logistic regression for mediator HZ conditional on statin use and confounders. We then fit a Cox proportional hazards regression model for CVD risk on statin, HZ, statin-HZ interaction term, and confounders. Because the statin-HZ interaction effect was not statistically significant, we dropped the exposure-mediator interaction from the final model. The natural direct and indirect effects were estimated using the coefficients of the above regressions and expression provided in VanderWeele’s book [11]. Finally, we calculated the “percentage of proportion mediated” using tthe formula , where HR and HR are the natural direct and indirect effects of the hazard ratio, respectively. This measure evaluates how much of the overall effect of statins on CVD was due to the effect of statins on the mediator. In the sensitivity analysis, we included the variable chronic pulmonary disease as a variable in order to quantify the impact of unmeasured mediator-outcome confounding on the mediation effect, because chronic pulmonary disease is a well-known major risk factor for HZ and CVD [11]. Also, we conducted additional sensitivity analyses to examine the robustness of our results. All reported p values are two-sided, and p values of < 0.05 were considered statistically significant. Data manipulation and statistical analyses were conducted using SAS version 9.2 (SAS Institute Inc., Cary, NC, USA) and a macro of % mediation [13].

RESULTS

Study population

Table 1 presents the baseline clinical characteristics in the cohort. Of a total of 275,382 study subjects, 13,849 individuals (4.9%) developed cardiovascular events during the 12-year follow-up while 15,439 (5.6%) subjects developed herpes zoster. Of total study subjects, 11,415 (4.1%) individuals were using statin. The multivariate analysis on the risk factors for stroke, MI, CVD, and zoster are shown in Supplementary Table 1. Old age, high body mass index, obesity, diabetes, dyslipidemia, angina pectoris, peripheral vascular disease, and rheumatoid disease were positively associated with CVD and zoster. While, male gender was more common in patients with CVD, while female gender was more common in HZ patients. However, the HZ patients were more likely to be higher income groups and non-smokers, while CVD patients were less likely to be high income groups and smokers.

Statin use, the occurrence of HZ, and the CVD

The occurrence of zoster was significantly associated with statin use (adjusted odds ratio [OR], 2.47; 95% confidence interval [CI], 2.32 to 2.64) (Supplementary Table 1). The total effects of the stroke, MI, and CVD in the statin group were lower than in the non-statin group (Table 2); the adjusted hazard ratios (HRs) were 0.90 (95% CI, 0.82 to 0.98), 0.88 (95% CI, 0.80 to 0.98), and 0.91 (95% CI, 0.79 to 1.07), respectively. However, the CVD was higher in patients who experienced HZ than in those who did not (Table 2); the adjusted HRs were 1.22 (95% CI, 1.12 to 1.34), 1.18 (95% CI, 1.07 to 1.31), and 1.27 (95% CI, 1.09 to 1.49), respectively. We observed significant indirect or mediation effects of statin use on the CVD; the adjusted HRs were 1.01 (95% CI, 1.01 to 1.02), 1.01 (95% CI, 1.00 to 1.02), and 1.02 (95% CI, 1.00 to 1.03), respectively. The direct effects of adjusted HRs for statin use, through pathways other than HZ, were 0.89 (95% CI, 0.81 to 0.96), 0.87 (95% CI, 0.79 to 0.96), and 0.90 (95% CI, 0.77 to 1.05) for the risk of the stroke, MI, and CVD, respectively. The direct effect of statin use was, through pathways other than HZ, a bit bigger than the total effect since statin use increased the incidence of HZ and thereby also increased CVD. When we calculated the mediating effect of cardiovascular events by statin use through HZ, 11.6% of the total beneficial effect of statin use on CVD was mitigated through the occurrence of statin-induced HZ. In addition, this mediating effect was higher in the younger age group (< 60 years) than in older age group (≥ 60 years); the adjusted HRs of the mediation effects were 1.03 (95% CI, 1.01 to 1.04) and 1.01 (95% CI, 1.00 to 1.01) for the risk of the CVD in the younger age group and older age group, respectively (Table 2).
Table 2.

Statin use, subsequent herpes zoster, and the mediating effect of cardiovascular disease by statin use through herpes zoster[a]

VariableMI
Stroke
Cardiovascular disease
aHR95% CIp valueaHR95% CIp valueaHR95% CIp value
Statin use
 NDE0.8990.772–1.0480.17430.8730.791–0.9640.00720.8850.812–0.9640.0051
 ME/NIE1.0161.004–1.0290.00821.0111.004–1.0180.00321.0141.006–1.020< 0.0001
 Total effect0.9140.785–1.0650.25020.8830.800–0.9750.01350.8970.823–0.9770.0125
 Proportion mediated, %–17.28–8.22–11.56
Herpes zoster1.2741.087–1.4930.00281.1821.068–1.3080.00121.2241.121–1.336< 0.0001
Interaction0.95250.93790.5616
Subgroup analysis
 < 60 years
  NDE0.8360.643–1.0880.18261.0130.849–1.2100.88350.9440.812–1.0980.4575
  ME/NIE1.0361.012–1.0600.00291.0191.004–1.0340.01161.0261.013–1.040< 0.0001
  Total effect0.8660.656–1.1260.28361.0330.865–1.2320.7230.9690.834–1.1270.6855
 ≥ 60 years
  NDE0.9690.802–1.1710.74190.8380.744–0.9440.00350.8820.795–0.9790.0188
  ME/NIE1.0060.993–1.0190.34161.0071.000–1.0150.0641.0071.000–1.0140.0387
  Total effect0.9750.807–1.1780.79040.8440.749–0.9500.00510.8890.800–0.9860.0267

MI, myocardial infarction; aHR, adjusted hazard ratios; CI, confidence interval; NDE, natural direct effect; ME, mediation effect; NIE, natural indirect effect.

Adjusted for age, male gender, hypertension, hyperlipidemia, ischemic heart disease, diabetes, heart failure, peripheral vascular disease, arterial fibrillation or atrial flutter, renal disease, and valvular heart disease.

Sensitivity analysis

First, we tried to validate our findings by using “chronic pulmonary disease,” which was not included in the multivariable analysis, as one of the unmeasured confounding variables for the sensitivity analysis. The number of patients with chronic pulmonary disease was 3,888 (8.4%) for the HZ group and 42,361 (16.3%) for the Non-HZ group. The adjusted OR for HZ was 1.52 (95% CI, 1.47 to 1.59), and the adjusted HRs were 1.12 (95% CI, 1.07 to 1.16), 1.07 (95% CI, 1.02 to 1.12), and 1.24 (95% CI, 1.15 to 1.34) for the risk of the stroke, MI, and CVD, respectively; the mediation effect through the occurrence of HZ caused by statin use to prevent cardiovascular events was 10.8%. Second, we included individuals between 18 and 40 years old who were excluded in the main analysis due to a low prescription rate of statin for sensitivity analysis. In this scenario, the mediation effect through the occurrence of HZ caused by statin use to prevent cardiovascular events was 9.5%. Third, we included people between the ages of 18 and 40 years who used statins for less than 6 months prior to the study initiation as part of the non-statin group. The mediation effect through the occurrence of HZ caused by statin use to prevent cardiovascular events in this scenario was 9.1%. The detailed results of these sensitivity analyses are presented in Supplementary Table 2.

DISCUSSION

We have demonstrated the effects of statin use on the CVD through (1) being associated with decreasing the risk of stroke and MI while (2) increasing the risk of HZ, which in turn was associated with increasing the risk of stroke and MI. In addition, we showed that the protective effect of statins on stroke and MI was mitigated up to around 10% due to the increased incidence of HZ (about one thousand of ten thousand statin users). Therefore, our data suggest that HZ vaccination might potentiate the beneficial effect of statin use by preventing the development of HZ, although we did not directly evaluate the role of zoster vaccination on cardiovascular events among statin users. Given that physicians prescribe statins to patients with the same risk factors for the development of HZ, our measurement of this mediating effect of HZ caused by statin use is important in order to make a policy decision for the necessity of zoster vaccination in patients who receive statins. It is well-known that statins reduce the risk of CVD-associated morbidity and mortality through their effects on lipids and are also thought to have anti-inflammatory and other plaque-stabilization effects [14]. However, recent studies have consistently reported a small but significantly increased risk of HZ in patients receiving statin treatment, and that this risk increases in a dose-dependent manner [7-9]. Several possible mechanisms have been proposed, including the increase of regulatory T cells and impaired Th1 responses [6-9]. Given that previous epidemiologic studies have reported similar increased risks of cardiovascular events following HZ [1-5], it can be easily extrapolated that the protective effects of statins on CVD may be mitigated by a small but significant increased risk of HZ caused by statin use, subsequently increasing the risk of CVD. Furthermore, since a recent zoster vaccine trial reported more than 95% vaccine efficacy [15], the mediating effect of CVD by statin use through HZ may be counterbalanced by zoster vaccination. Considering the approximate 10% mediating effect of statin use through HZ, clinicians should be mindful of this epidemiologic association until further epidemiologic studies have elucidated the counter-mediating effect of zoster vaccination on cardiovascular outcomes in patients who receive statin treatment. It is also crucial to inform patients that the protective effects of statins against CVD may be mitigated by the increased risk of HZ from taking statins, and that zoster vaccination might be beneficial in these patients. It is noteworthy that the mediating effect of CVD by statin use through HZ was higher in younger patients who received statin treatment (Table 2). A previous study revealed that the risk of stroke after HZ was highest in the younger age group and gradually diminished with age [2]. Therefore, HZ is an important contributing factor to the development of CVD in a relatively younger population with fewer risk factors for atherosclerosis. Taking this into consideration, individuals under 60 years old who receive statin treatment to prevent CVD might gain a more beneficial effect from zoster vaccination. In South Korea, the prevalence of statin use is not high due to the relative low prevalence of hyperlipidemia (4.1% in this study). However, national data based on the Korea National Health and Nutrition Examination Survey show an increasing trend of hyperlimidemia prevalence especially among young adult South Koreans [16], which in turn might well result in wider use of statin among young adults. In this context, the necessity of zoster vaccination in individuals under 60 years old should be discussed, and further clinical trials are needed to determine the safety and efficacy of the zoster vaccine in this population. This study has several limitations. First, some may be concerned that this study included subjects who received medical check-ups, thus making this a biased cohort population. However, the agreement between the incidences of specific clinical characteristics in this study, such as hypertension and diabetes (Table 1), and the real prevalence of these diseases in South Korea [16] supports the representative nature of our cohort. Second, the validity of HZ diagnosis based on ICD codes might be questioned. However, the diagnostic codes have been validated and shown to have high sensitivity and positive predictive values (> 85%) for the identification of new cases of HZ [17,18], Furthermore, any misclassification caused by the ICD diagnostic codes would more likely lead to a bias towards the null. Third, similar to other observational studies, the validity of our results depend on the assumption of there being no unmeasured confounding variables [12]. Our limited sensitivity analysis results were not substantially different from the main results, but require careful interpretation. In conclusion, this study suggested that HZ vaccination among statin users may partly reduce the risk of CVD. Further studies including randomized clinical trials are warranted to determine the causal effect of zoster vaccination among statin users on CVD. 1. Previous epidemiologic studies revealed that herpes zoster (HZ) increases the risk of cardiovascular events including stroke and myocardial infarction (MI). It is also well-known that statin use reduces the risk of stroke and MI. However, recent studies have consistently reported that statin use increases the incidence of HZ. 2. We assessed the mediation effect of HZ caused by statin use to prevent stroke and MI. We showed that the protective effect of statin on stroke and MI was mitigated up to around 10% due to the increased incidence of HZ (around thousands of 10 thousand statin users). This mediating effect was higher in the younger age group (< 60 years). 3. Our data suggest that zoster vaccination in patients who receive statins may potentiate the beneficial effect of statin use through preventing the development of HZ after statin.
  16 in total

1.  Cohort Profile: The National Health Insurance Service-National Sample Cohort (NHIS-NSC), South Korea.

Authors:  Juneyoung Lee; Ji Sung Lee; Sook-Hee Park; Soon Ae Shin; KeeWhan Kim
Journal:  Int J Epidemiol       Date:  2017-04-01       Impact factor: 7.196

2.  Incidence of herpes zoster, 1997-2002.

Authors:  J P Mullooly; K Riedlinger; C Chun; S Weinmann; H Houston
Journal:  Epidemiol Infect       Date:  2005-04       Impact factor: 2.451

3.  Risk of herpes zoster among patients with chronic obstructive pulmonary disease: a population-based study.

Authors:  Ya-Wen Yang; Yi-Hua Chen; Kuo-Hsien Wang; Chen-Yi Wang; Hui-Wen Lin
Journal:  CMAJ       Date:  2011-02-22       Impact factor: 8.262

Review 4.  Anti-inflammatory therapeutics for the treatment of atherosclerosis.

Authors:  Israel F Charo; Rebecca Taub
Journal:  Nat Rev Drug Discov       Date:  2011-05       Impact factor: 84.694

5.  Efficacy of an adjuvanted herpes zoster subunit vaccine in older adults.

Authors:  Himal Lal; Anthony L Cunningham; Olivier Godeaux; Roman Chlibek; Javier Diez-Domingo; Shinn-Jang Hwang; Myron J Levin; Janet E McElhaney; Airi Poder; Joan Puig-Barberà; Timo Vesikari; Daisuke Watanabe; Lily Weckx; Toufik Zahaf; Thomas C Heineman
Journal:  N Engl J Med       Date:  2015-04-28       Impact factor: 91.245

6.  The incidence of herpes zoster.

Authors:  J G Donahue; P W Choo; J E Manson; R Platt
Journal:  Arch Intern Med       Date:  1995 Aug 7-21

7.  Mediation analysis allowing for exposure-mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros.

Authors:  Linda Valeri; Tyler J Vanderweele
Journal:  Psychol Methods       Date:  2013-02-04

8.  Risk of stroke and transient ischaemic attack after herpes zoster.

Authors:  S U Kwon; S-C Yun; M-C Kim; B J Kim; S H Lee; S-O Lee; S-H Choi; Y S Kim; J H Woo; S-H Kim
Journal:  Clin Microbiol Infect       Date:  2016-03-16       Impact factor: 8.067

9.  Herpes zoster as a risk factor for stroke and TIA: a retrospective cohort study in the UK.

Authors:  Judith Breuer; Maud Pacou; Aline Gauthier; Martin M Brown
Journal:  Neurology       Date:  2014-01-02       Impact factor: 9.910

10.  Risk of stroke following herpes zoster: a self-controlled case-series study.

Authors:  Sinéad M Langan; Caroline Minassian; Liam Smeeth; Sara L Thomas
Journal:  Clin Infect Dis       Date:  2014-04-02       Impact factor: 9.079

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