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PLoS One. 2017; 12(7): e0181565.
Published online 2017 July 27. doi:  10.1371/journal.pone.0181565
PMCID: PMC5531458

A systematic review and meta-analysis on herpes zoster and the risk of cardiac and cerebrovascular events

Nathaniel Erskine, Conceptualization, Data curation, Formal analysis, Methodology, Writing – original draft, Writing – review & editing,1 Hoang Tran, Formal analysis, Investigation, Writing – review & editing,1 Leonard Levin, Conceptualization, Methodology, Writing – review & editing,2 Christine Ulbricht, Conceptualization, Methodology, Supervision, Writing – review & editing,1 Joyce Fingeroth, Writing – review & editing,3 Catarina Kiefe, Resources, Supervision, Writing – review & editing,1 Robert J. Goldberg, Conceptualization, Formal analysis, Methodology, Supervision, Writing – review & editing,1,* and Sonal Singh, Conceptualization, Formal analysis, Investigation, Software, Visualization, Writing – review & editing4,5
Edward Gershburg, Editor



Patients who develop herpes zoster or herpes zoster ophthalmicus may be at risk for cerebrovascular and cardiac complications. We systematically reviewed the published literature to determine the association between herpes zoster and its subtypes with the occurrence of cerebrovascular and cardiac events.


Systematic searches of PubMed (MEDLINE), SCOPUS (Embase) and Google Scholar were performed in December 2016. Eligible studies were cohort, case-control, and self-controlled case-series examining the association between herpes zoster or subtypes of herpes zoster with the occurrence of cerebrovascular and cardiac events including stroke, transient ischemic attack, coronary heart disease, and myocardial infarction. Data on the occurrence of the examined events were abstracted. Odds ratios and their accompanying confidence intervals were estimated using random and fixed effects models with statistical heterogeneity estimated with the I2 statistic. Twelve studies examining 7.9 million patients up to 28 years after the onset of herpes zoster met our pre-defined eligibility criteria. Random and fixed effects meta-analyses showed that herpes zoster, type unspecified, and herpes zoster ophthalmicus were associated with a significantly increased risk of cerebrovascular events, without any evidence of statistical heterogeneity. Our meta-analysis also found a significantly increased risk of cardiac events associated with herpes zoster, type unspecified.


Our results are consistent with the accumulating body of evidence that herpes zoster and herpes zoster ophthalmicus are significantly associated with cerebrovascular and cardiovascular events.


Approximately 95% of American adults have a latent varicella zoster virus (VZV) infection arising from a primary infection, varicella (chickenpox) [1]. About one in every five individuals with latent VZV will develop herpes zoster (shingles), a reactivation of the virus that typically presents as a painful vesicular rash within a dermatome [2]. While this rash resolves in several weeks, herpes zoster may produce additional complications including post herpetic neuralgia, ocular pathologies, myelitis, and encephalitis [2]. Approximately 10–20% of patients with shingles will have herpes zoster ophthalmicus, VZV reactivation in the ophthalmic division of the trigeminal nerve, which lies close to the cerebral arteries [3].

Multiple case studies have reported the occurrence of stroke after the development of shingles, but have not quantified the magnitude of risk associated with this viral reactivation [46]. Better understanding of this relationship is important to public health initiatives, since shingles is both common and preventable through vaccination [7, 8]. Since prior meta-analyses neither included more contemporary studies and have focused on cerebrovascular events to the exclusion of cardiac events, a more current synthesis of the existing literature is warranted [912]. In this review, we systematically describe and evaluate the literature examining the association between herpes zoster and the development of a variety of cerebrovascular and cardiac events and provide an overview of previous meta-analysis.


Data sources and searches

This review was performed in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) [13] (S1 Checklist). The protocol for this study was registered on the PROSPERO registry for systematic reviews (CRD42016045194) [14]. Searches on the PubMed® (includes MEDLINE® content) and Scopus® (includes Embase® content) electronic databases were performed in December 2016 to identify relevant articles. Text headings and medical subject heading (MeSH) terms used in the searches included herpes zoster, shingles, herpes zoster ophthalmicus, herpes zoster oticus, zoster sine herpete, herpes zoster oticus, stroke, transient ischemic attack, myocardial infarction, angina, cardiac death, coronary heart disease, coronary revascularization, and vascular diseases. This search strategy emphasized terms for the most prevalent cerebrovascular and cardiovascular events [15] (S1 File). We reviewed the reference lists of eligible articles and performed searches on Google Scholar and OAIster (database of the Open Archives Initiative) to identify additional research not indexed by the searched databases.

Study selection

This review included studies that: (1) investigated the association between herpes zoster, or a subtype of herpes zoster, with cerebrovascular and cardiovascular events as defined in the primary studies and included stroke, transient ischemic attack, myocardial infarction, angina, coronary heart disease, cardiac death, coronary revascularization, and vascular diseases; (2) used a trial, cohort, case-control, case-crossover, or cross-sectional (with a temporal relationship established between exposure and outcome) design; (3) were written in English; (4) were published in a peer-review journal or as a conference paper; and (5) were published between January 1, 1960 and December 28, 2016. Excluded studies did not meet the inclusion criteria or (1) were a case-study/series, abstract (with no accompanying full text), review article, or cross-sectional study without the temporal relationship established between the exposure and outcome; or (2) examined primary VZV infection (i.e., chickenpox) as the exposure; or (3) restricted to patients less than 18 years of age; or (4) studied immunocompromised populations (e.g., HIV, cancer).

Data extraction

One author (N.E.) reviewed all publication titles to eliminate articles that covered a subject not relevant to this review, described a primary exposure that was not herpes zoster or its subtypes, or used an immunocompromised, pediatric, or non-human sample. Two authors (N.E. and H.T.) reviewed abstracts of the remaining articles to determine inclusion for assessment of the full text. Discrepancies were resolved by group consensus and independent adjudication (R.G.) if consensus could not be reached. One author (N.E.) extracted data onto a standardized data collection form. Extracted information included study title and authors, year of publication, source of participants and sample size, mean age and gender composition of the study sample, type of herpes zoster studied (e.g., herpes zoster, herpes zoster ophthalmicus), cerebrovascular and cardiovascular event outcomes (e.g., stroke, transient ischemic attack, myocardial infarction, angina, coronary heart disease, cardiac death, coronary revascularization, and vascular diseases), and effect estimates with accompanying 95% confidence intervals. The extracted forms were reviewed (H.T.) for accuracy with the source paper.

Risk of bias

To assess the quality of abstracted information, including the clarity of reporting study methods, error, and bias, we used questions adapted from the 32-item questionnaire developed by Downs and Black to rate patient intervention studies [16]. Following the approach of other systematic reviews [1719], we removed items irrelevant to observational studies not studying an intervention as the primary exposure. Due to a lack of validation, we did not calculate a composite quality score but report scores in the appendix. Since the number of studies we included was low, we did not report the results of the Eggers test.

Data synthesis and analysis

We performed qualitative and quantitative syntheses. We organized our findings according to type of herpes zoster, outcome (cerebrovascular or coronary event), and time examined between the onset of herpes related illness and our pre-defined disease outcomes. We considered meta-analysis when 2 or more studies could be pooled after evaluating the studies for clinical and statistical heterogeneity. Clinical heterogeneity was examined by evaluating for differences in study population, intervention or comparators. Statistical heterogeneity was estimated using the I2 statistic to evaluate both the random and fixed effects models. I2 values of 30–60% represented a moderate level of heterogeneity [20].

We conducted both random and fixed effects meta-analysis. We conducted random effects meta-analysis using the inverse variance method for pooled odds ratios (ORs). We used the fixed effects model when the number of studies was low. We assumed similarity between the Ors and other relative measures, such as relative risk, rate ratios, or hazard ratios because the cardiac events examined were relatively infrequent (< 1/10) events [21]. Where possible, we pooled adjusted Ors from the primary studies; otherwise, we used the unadjusted Ors with no correction for baseline differences or confounding. We assessed for publication bias using the Eggers test. All meta-analyses were conducted in Stats Direct.

Since prior studies have reviewed the association between herpes zoster and cerebrovascular events, but not cardiac events, and estimated pooled ORs, we summarized the findings of these studies forest plots to facilitate comparisons with our results.


From the 1,617 unique articles initially identified in searches of electronic databases, 14 articles were selected for full-text review after title and abstract review as shown in the PRISMA flow sheet of included studies (Fig 1). Of these, twelve studies satisfied criteria for inclusion in this review (Table 1).

Fig 1
PRISMA flow chart describing the process for identifying included articles.
Table 1
Overview of included studies examining the association of herpes zoster and its subtypes with cardiovascular events.

Study characteristics

Table 1 presents an overview of the eight retrospective cohort studies [2230] and three self-case controlled case series [3133] included in this review. We included self-controlled case series since these studies have a design akin to that of an efficient cohort study that minimizes confounding and produces measures of association, unlike a traditional case series [34]. The studies sampled populations from six countries including enrollees of the national health insurance systems in Taiwan [23, 25, 28, 29] and South Korea [24], Danish hospital and prescription drug users [26], British primary care patients [22, 31], American Medicare enrollees 65 years and older [32], residents 50 years and older in Olmsted County (MN, US) [30], enrollees of four private insurers in Germany [33] and residents of Västra Götaland County, Sweden [27]. All included studies performed retrospective reviews of electronic medical record databases; no study prospectively followed patients.

As exposures, six of the included studies examined any form of herpes zoster (herpes zoster type unspecified, which includes herpes zoster ophthalmicus) [24, 2630], five examined herpes zoster type unspecified with sub-group analyses for herpes zoster ophthalmicus [22, 23, 3133], and one study only examined patients with herpes zoster ophthalmicus [25].

Included studies examined cerebrovascular and cardiovascular events over time periods ranging from 1 week to 24 years after onset of herpes zoster. The studies used a heterogeneous definition of cerebrovascular and cardiac events. Eleven of the included studies examined associations between herpes zoster type unspecified and the following: non-specified stroke [22, 23, 27, 30, 31, 33], ischemic stroke [32, 33], hemorrhagic stroke [33] [33], TIA [22], a composite of stroke and TIA [24, 26], myocardial infarction [22, 30, 32], acute coronary syndromes (e.g., acute myocardial infarction and unstable angina) [28], and incident coronary artery disease, including angina and myocardial infarction [29]. Among studies examining patients with herpes zoster ophthalmicus, five studies examined non-specified stroke [22, 23, 25, 31, 33], two studies examined ischemic stroke [32], one examined hemorrhagic stroke [33], and one examined myocardial infarction [32] as endpoints.

Quality of included studies

The details of the quality scores are presented in S2 File. The included cohort studies presented limited data on potential confounders, particularly on patient lifestyle practices that may lead to cerebrovascular or cardiovascular events [2230]. While the self-controlled case series had limited measures of patient characteristics, their use of patients as their own controls adjusted for time-invariant confounders [3133]. Besides items covered by the quality instrument, we observed that the included studies relied only on administrative codes to determine outcomes and/or pharmacy data to determine exposure status respectively, and were susceptible to misclassification of outcome and exposure. Only two studies used additional criteria, including medical record documentation [30] and prescription records [32], in combination with diagnostic codes, to validate exposure to herpes zoster. We also observed that the cohort studies did not account for the increased probability of finding statistically significant associations due to large sample sizes [22, 23, 2532].

Meta-analysis of herpes zoster and cerebrovascular events

In examining the relationships between herpes zoster, type unspecified, and cerebrovascular events, five studies found significantly positive associations with non-specific stroke [22, 23, 27, 30, 31, 33], two studies found associations with ischemic stroke [32, 33], one study with hemorrhagic stroke [33], one study with TIA [22], and two studies with a composite endpoint of stroke and TIA [24, 26].

The results of the meta-analyses of the association of herpes zoster, type unspecified, and cerebrovascular events stratified by the length of follow-up are shown in Fig 2. Meta-analyses found that patients with herpes zoster were at significantly increased odds of a cerebrovascular event within 3 months of onset using the random effects and fixed effects models (pooled Ors for fixed and random effects models 1.34, 95% CI: 1.22 to 1.46). There was no evidence for statistical heterogeneity (I2 = 0.0%) for the pooled results for cerebrovascular events. Similarly, the odds of a cerebrovascular event were significantly increased up to 1 year after herpes zoster onset (pooled Ors for fixed and random-effects models 1.22, 95% CI: 1.15 to 1.29), but with severe statistical heterogeneity (I2 = 99.7%). The odds of experiencing a cerebrovascular event over periods of time greater than 1 year after herpes zoster onset was significant in the fixed effects model (pooled OR 1.40, 95% CI: 1.38 to 1.43), but not the random effects model (pooled OR 1.20, 95% CI: 0.82 to 1.75), with severe statistical heterogeneity (I2 = 99.7%).

Fig 2
Meta-analyses of the association of herpes zoster, type unspecified, and cerebrovascular events stratified by length of follow-up.

Meta-analysis of herpes zoster and cardiac events

Overall, three studies found significantly positive associations between exposure to herpes zoster, type unspecified, with myocardial infarction within one week [32], three months [30], or twenty-four years after zoster onset [22], with acute coronary syndromes within 12 years after zoster onset [28], and with incident coronary artery disease within two and 10 years after zoster onset (Table 2) [29].

Table 2
Summary of measures of association between herpes zoster (type unspecified)* and cardiovascular events in reviewed studies.

Meta-analyses of the association of herpes zoster, type unspecified, and various cardiac events stratified by length of follow-up is shown in Fig 3. Patients with herpes zoster were at significantly increased odds of a cardiac event at 3 months after onset using the fixed effects model (pooled OR 1.31, 95% CI: 1.02 to 1.70), but not the random effects model (pooled OR 1.34. 95% CI 0.98 to 1.82). We found a low level of statistical heterogeneity (I2 = 23.9%) for the pooled results for myocardial infarction. The odds of a cardiac event up to 1 year after onset were significantly higher using the fixed and random effects model (both pooled Ors 1.19, 95% CI: 1.01 to 1.41). We found no evidence of statistical heterogeneity (I2 = 0.0%). Likewise, the odds of a cardiac event over periods of greater than 1 year after zoster onset were significantly higher using both the fixed and random effects models (both pooled Ors 1.12, 95% CI: 1.08 to 1.16). We found no evidence of statistical heterogeneity (I2 = 0.0%).

Fig 3
Meta-analyses of the association of herpes zoster, type unspecified, and cardiac events stratified by length of follow-up.

Meta-analysis of herpes zoster ophthalmicus and cerebrovascular events

Exposure to herpes zoster ophthalmicus was statistically significantly associated with development of non-specific stroke over time periods of up to one year in four studies [23, 25, 31, 33], with the development of ischemic stroke over periods up to three months in two studies [32, 33], but not with hemorrhagic stroke [33] (Table 3). Meta-analyses of the association of herpes zoster ophthalmicus and cerebrovascular events stratified by length of follow up are shown in Fig 4. Compared with unexposed individuals, patients with herpes zoster ophthalmicus were at significantly increased odds of cerebrovascular events within 3 months of illness onset in meta-analyses using fixed-effects (pooled OR 1.39, 95% CI: 1.25 to 1.54) and random effects (pooled OR 1.85, 95% confidence interval 1.09 to 3.12) models. We found a high level of statistical heterogeneity (I2 = 88.9%) for the pooled results for cerebrovascular events. Similarly, patients exposed to herpes zoster ophthalmicus had an increased odds of cerebrovascular events within 1 year of onset in meta-analyses using both the fixed and random effects models (both pooled ORs 4.42, 95% confidence interval 2.75 to 7.11), without any evidence of statistical heterogeneity (I2 = 0%).

Fig 4
Meta-analyses of the association of herpes zoster ophthalmicus and cerebrovascular events stratified by length of follow-up.
Table 3
Summary of measures of association between herpes zoster (type unspecified)* and cardiac events in reviewed studies.

Herpes zoster ophthalmicus and cardiac events

The one study to examine the association between herpes zoster ophthalmicus and acute cardiac events showed that the relative frequency of myocardial infarction was significantly higher in the first week after disease onset (Table 4) [32].

Table 4
Summary of measures of association between herpes zoster ophthalmicus and cardiovascular events in reviewed studies.

Overview of previous systematic reviews

The Forest plots from previous meta-analysis examining the association between herpes zoster, type unspecified and herpes zoster ophthalmicus with stroke are shown in Fig 5. All meta-analyses show a consistently positive relationship between herpes zoster and herpes zoster ophthalmicus with stroke.

Fig 5
Results of prior meta-analyses examining the association between herpes zoster and herpes zoster ophthalmicus with stroke.


Our systematic review and meta-analyses of twelve published epidemiological studies identified associations with exposure to herpes zoster with increased odds of 20 to 40% and 10 to 30% of experiencing a cerebrovascular and cardiovascular event, respectively, over periods of 3 months to over a year after onset. Similarly, compared with healthy controls, those exposed to herpes zoster ophthalmicus may have twice to four times the odds of experiencing a cerebrovascular event, a relatively larger magnitude of effect, over periods of up to a year. To the best of our knowledge, this is the first meta-analysis suggesting an association between herpes zoster and cardiac events. These findings must be interpreted in the context of relatively small magnitude of association, however, and the limited quality of included studies.

Our results also confirm the positive relationship between herpes zoster and herpes zoster ophthalmicus with stroke found in prior meta-analyses [912]. Similar to our findings, these four meta-analyses also found that the magnitude of association between herpes zoster and stroke also declined over longer periods of follow-up. The one meta-analysis that examined herpes zoster ophthalmicus did not show a substantial change in the pooled odds ratio of experiencing a stroke at 3 months versus 1 year after herpes onset [11]. In contrast, our study found a greater magnitude of association between herpes zoster ophthalmicus and cerebrovascular events at one year compared to 3 months after herpes onset. This discrepancy may result from limiting our analysis to observation periods soon after the onset of herpes zoster ophthalmicus. In contrast, the prior meta-analysis incorporated measures of association from observation periods starting months after the diagnosis of herpes zoster ophthalmicus. Our analyses of stroke with herpes zoster and herpes ophthalmicus also incorporated findings from one or more contemporary publications that were not included in prior meta-analyses [33].

While recognizing that our results do not definitely prove herpes zoster to be a cause of cardiovascular events, several plausible mechanisms exist to account for our findings. The development of herpes zoster may lead to migration of VZV from the neurons to the cerebral and coronary vasculature. This may lead to a local inflammatory response, causing vessel occlusion and ultimately ischemia [35]. A case series of seven adults with symptoms of herpes zoster and stroke or TIA found that these patients had cerebrospinal fluid samples that were positive for VZV DNA and anti-VZV antibodies [36][35]. Arterial biopsies from patients with shingles and stroke showed the presence of intranuclear Cowdry A inclusions consistent with VZV [37]. Patients with herpes zoster ophthalmicus could be susceptible to a cerebrovascular event due to the proximity of the trigeminal ganglion to the cerebral arteries; our meta-analytic results showed a more than two-fold increased odds of cerebrovascular events among patients with a history of herpes zoster ophthalmicus. Herpes zoster could also produce systemic inflammation, autoimmune responses, or hemodynamic changes leading to cardiovascular events [22, 32, 38].

Moreover, the association between herpes zoster and cardiovascular events could result from both diseases sharing similar precipitating factors. For instance, illness and psychological stress have been separately identified as independent triggers of herpes zoster and acute myocardial infarction [39, 40]. If such common factors were the cause for the observed associations, we would have expected that results from the reviewed self-controlled case series would have been closer to the null hypothesis [3133]. Future studies in this area would benefit from the assessment of, and accounting for, common causes and/or triggers of herpes zoster and acute cardiac events.

Since most of the evidence included in this review came from retrospective studies of claims data, additional study is warranted to confirm and better characterize the magnitude and timing of potential cardiovascular complications following herpes zoster. While many of these studies had the benefit of using large cohorts that were representative of general populations, past reviews of medical records suggest that some misclassification of patients with diagnostic codes for stroke, myocardial infarction, and herpes zoster can occur [4143]. Subsequent studies may be improved by applying more stringent criteria for the diagnosis of herpes zoster (i.e., viral PCR or direct fluorescence antigen testing), stroke (i.e., computed tomography or magnetic resonance imaging), and acute cardiac events (elevated cardiac biomarkers or serial electrocardiographic changes) [4446]. Moreover, with the exception of herpes zoster ophthalmicus, claims data may lack information on the dermatomal distribution of the presenting zoster. Conceivably, the risk of cardiovascular events may depend on whether the herpes zoster outbreak occurs in dermatomes that share innervation with the coronary and cerebral arteries.

Additional studies of cardiovascular outcomes among patients receiving vaccination against, as well as antiviral therapy for, herpes zoster could provide a better understanding of herpes zoster as a possible risk factor for cardiovascular diseases. For instance, data that suggests that those receiving vaccinations against influenza have decreased rates of acute coronary syndromes have provided evidence for the pathogen as being a trigger for cardiac events [47, 48]. Future cohort studies or (preferably) randomized trials examining the occurrence of cardiovascular events among those receiving the shingles vaccine could lead to better clarification of the possible relationship between herpes zoster and the outcomes suggested by our results.

Although the Food and Drug administration has approved use of the shingles vaccine in person 50 years and older, the Centers for Disease Control (CDC) only recommends vaccination against herpes zoster for all adults 60 years and older [49]. The CDC does not have a recommendation for the use of vaccine for those in the 50 to 59 year age group. The lack of recommendations for this age group is based on the low incidence of herpes zoster in the age group, limited duration of the efficacy of the vaccine, and lack of evidence for cost-effectiveness [49, 50]. However, age-stratified sub-group analyses from several of the studies included in this review suggest that patients younger than 60 years may have a heightened risk of cardiovascular events following herpes zoster [22, 24, 2628]. Since published trials on herpes zoster vaccine lack data on the frequency of cardiac events in populations both less than and greater than 60 years old [51, 52], further research is required for the potential for vaccination against herpes zoster to reduce cardiovascular events, possibly in age-groups that do not traditionally receive the vaccine.

While our results are insufficient to suggest changes in clinical practice, consideration is warranted on research for potential management strategies for patients with herpes zoster if there is the potential that these individuals may have a greater likelihood of future cardiovascular events. As historical results suggest that the public generally possesses limited knowledge about the acute symptoms of stroke and myocardial infarction, future work could examine educating patients with herpes zoster about the symptoms of acute coronary disease [53, 54].

Moreover, future research may consider the effects of antiviral therapy on the subsequent risk of cardiovascular events among patients with herpes zoster. In general, recommendations suggest treatment of herpes zoster with a guanosine analogue, such as acyclovir, within 72 hours of the development of acute symptoms or in the presence of other criteria, such as being older or immunosuppressed [44]. Since such guidelines were developed with the intention of managing pain and neurologic complications from herpes zoster, treatment for the prevention of cardiovascular events may be different. Limited observational analyses suggest that patients receiving antiviral therapy after the onset of herpes zoster may have decreased risks of experiencing subsequent cardiovascular events[25, 28, 31] but investigations using data from randomized, controlled studies would likely be required for more definitive evidence.

We acknowledge several limitations of this review which primarily reflect the quality of reported data. We could not conduct time to event analysis in the absence of individual level data. We may have missed some studies that were not published in English. Positive-results bias may have prevented the publication of studies that did not find an association between herpes zoster and selected cardiovascular events. Four studies included in this review sampled enrollees in a Taiwanese health insurance program; while each of those studies sampled slightly different populations, the results of these studies could potentially have a similar error or biases that would not occur from studies that used more diverse data sources. All of the included studies utilized a retrospective design that ascertained exposure and outcomes through diagnosis codes—only two studies confirmed the diagnosis of herpes zoster with additional record review of microbiology data [30,32]. Moreover, these studies could not account for patients who developed herpes zoster and/or a cardiovascular event and did not seek medical treatment.


Our systematic review and meta-analysis suggests that the occurrence of cerebrovascular and cardiac events increases following the development of herpes zoster, although the magnitude of the effect is small and the quality of evidence is limited. Further studies are needed to characterize this relationship and to determine whether more aggressive prevention of herpes zoster through vaccination could reduce the burden of cerebrovascular and cardiovascular disease associated with this infection. Future studies should also identify optimal approaches for the treatment and surveillance of patients with herpes zoster to mitigate their possibly heightened risk of cerebrovascular and cardiovascular events.

Supporting information

S1 Checklist

PRISMA checklist.


S1 File

Appendix I: Strategy of electronic s20167earches.


S2 File

Appendix II: Quality scores for studies included in systematic review and meta-analysis.


Funding Statement

(N. E). is supported by the National Heart, Lung, and Blood Institute (Bethesda, MD, USA): 1T32HL120823-01. This work was supported by the National Institutes of Health National Heart, Lung, and Blood Institute grant 5R01HL035434 and 5U01HL05268 (R.J.G). Partial salary support is additionally provided by the National Institutes of Health/National Center for Advancing Translational Sciences (NCATS; formerly the National Center for Research Resources [NCRR]) grant UL1RR031982 (R.J.G.). (L.L.) is supported by NIH/NLM grant (#1G08LM012154-01). (J.F.) is supported by NIH 1R03AI103521. (C.K.) is supported by 5 NIH/NCATS UL1TR0001453-02 and PCORI ME1310-07682.

Data Availability

Data Availability

All relevant data are contained within the paper and its Supporting Information files.


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