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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">101499145</journal-id><journal-id journal-id-type="pubmed-jr-id">35753</journal-id><journal-id journal-id-type="nlm-ta">Acad Pediatr</journal-id><journal-id journal-id-type="iso-abbrev">Acad Pediatr</journal-id><journal-title-group><journal-title>Academic pediatrics</journal-title></journal-title-group><issn pub-type="ppub">1876-2859</issn><issn pub-type="epub">1876-2867</issn></journal-meta><article-meta><article-id pub-id-type="pmid">36180331</article-id><article-id pub-id-type="pmc">10109516</article-id><article-id pub-id-type="doi">10.1016/j.acap.2022.08.006</article-id><article-id pub-id-type="manuscript">HHSPA1877766</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Association Between Aluminum Exposure From Vaccines Before Age 24 Months and Persistent Asthma at Age 24 to 59 Months</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Daley</surname><given-names>Matthew F.</given-names></name><degrees>MD</degrees><aff id="A1">Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colo</aff><aff id="A2">Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colo</aff></contrib><contrib contrib-type="author"><name><surname>Reifler</surname><given-names>Liza M.</given-names></name><degrees>MPH</degrees><aff id="A3">Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colo</aff></contrib><contrib contrib-type="author"><name><surname>Glanz</surname><given-names>Jason M.</given-names></name><degrees>PhD</degrees><aff id="A4">Institute for Health Research, Kaiser Permanente Colorado, Aurora, Colo</aff><aff id="A18">Colorado School of Public Health, Aurora, Colo</aff></contrib><contrib contrib-type="author"><name><surname>Hambidge</surname><given-names>Simon J.</given-names></name><degrees>MD, PhD</degrees><aff id="A5">Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colo</aff><aff id="A6">Community Health Services, Denver Health, Denver, Colo</aff></contrib><contrib contrib-type="author"><name><surname>Getahun</surname><given-names>Darios</given-names></name><degrees>MD, PhD</degrees><aff id="A7">Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, Calif</aff><aff id="A8">Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, Calif</aff></contrib><contrib contrib-type="author"><name><surname>Irving</surname><given-names>Stephanie A.</given-names></name><degrees>MHS</degrees><aff id="A9">Center for Health Research, Kaiser Permanente Northwest, Portland, Ore</aff></contrib><contrib contrib-type="author"><name><surname>Nordin</surname><given-names>James D.</given-names></name><degrees>MD, MPH</degrees><aff id="A10">HealthPartners Institute, Minneapolis, Minn</aff></contrib><contrib contrib-type="author"><name><surname>McClure</surname><given-names>David L.</given-names></name><degrees>PhD</degrees><aff id="A11">Marshfield Clinic Research Institute, Marshfield, Wis</aff></contrib><contrib contrib-type="author"><name><surname>Klein</surname><given-names>Nicola P.</given-names></name><degrees>MD, PhD</degrees><aff id="A12">Kaiser Permanente Vaccine Study Center, Kaiser Permanente Northern California, Oakland, Calif</aff></contrib><contrib contrib-type="author"><name><surname>Jackson</surname><given-names>Michael L.</given-names></name><degrees>PhD, MPH</degrees><aff id="A13">Kaiser Permanente Washington Health Research Institute, Seattle, Wash</aff></contrib><contrib contrib-type="author"><name><surname>Kamidani</surname><given-names>Satoshi</given-names></name><degrees>MD</degrees><aff id="A14">Center for Childhood Infections and Vaccines of Children&#x02019;s Healthcare of Atlanta and Department of Pediatrics, Emory University School of Medicine, Atlanta, Ga</aff><aff id="A15">Immunization Safety Office, Centers for Disease Control and Prevention, Atlanta, Ga</aff></contrib><contrib contrib-type="author"><name><surname>Duffy</surname><given-names>Jonathan</given-names></name><degrees>MD, MPH</degrees><aff id="A16">Immunization Safety Office, Centers for Disease Control and Prevention, Atlanta, Ga</aff></contrib><contrib contrib-type="author"><name><surname>DeStefano</surname><given-names>Frank</given-names></name><degrees>MD</degrees><aff id="A17">Immunization Safety Office, Centers for Disease Control and Prevention, Atlanta, Ga</aff></contrib></contrib-group><author-notes><corresp id="CR1">Address correspondence to Matthew F. Daley, MD, Institute for Health Research, Kaiser Permanente Colorado, 2550 S. Parker Rd, Suite 200, Aurora, CO 80014 (<email>matthew.f.daley@kp.org</email>).</corresp></author-notes><pub-date pub-type="nihms-submitted"><day>25</day><month>2</month><year>2023</year></pub-date><pub-date pub-type="ppub"><season>Jan-Feb</season><year>2023</year></pub-date><pub-date pub-type="epub"><day>28</day><month>9</month><year>2022</year></pub-date><pub-date pub-type="pmc-release"><day>01</day><month>1</month><year>2024</year></pub-date><volume>23</volume><issue>1</issue><fpage>37</fpage><lpage>46</lpage><abstract id="ABS1"><sec id="S1"><title>Objective:</title><p id="P1">To assess the association between cumulative aluminum exposure from vaccines before age 24 months and persistent asthma at age 24 to 59 months.</p></sec><sec id="S2"><title>Methods:</title><p id="P2">A retrospective cohort study was conducted in the Vaccine Safety Datalink (VSD). Vaccination histories were used to calculate cumulative vaccine-associated aluminum in milligrams (mg). The persistent asthma definition required one inpatient or 2 outpatient asthma encounters, and &#x02265;2 long-term asthma control medication dispenses. Cox proportional hazard models were used to evaluate the association between aluminum exposure and asthma incidence, stratified by eczema presence/absence. Adjusted hazard ratios (aHR) and 95% confidence intervals (CI) per 1 mg increase in aluminum exposure were calculated, adjusted for birth month/year, sex, race/ethnicity, VSD site, prematurity, medical complexity, food allergy, severe bronchiolitis, and health care utilization.</p></sec><sec id="S3"><title>Results:</title><p id="P3">The cohort comprised 326,991 children, among whom 14,337 (4.4%) had eczema. For children with and without eczema, the mean (standard deviation [SD]) vaccine-associated aluminum exposure was 4.07 mg (SD 0.60) and 3.98 mg (SD 0.72), respectively. Among children with and without eczema, 6.0% and 2.1%, respectively, developed persistent asthma. Among children with eczema, vaccine-associated aluminum was positively associated with persistent asthma (aHR 1.26 per 1 mg increase in aluminum, 95% CI 1.07, 1.49); a positive association was also detected among children without eczema (aHR 1.19, 95% CI 1.14, 1.25).</p></sec><sec id="S4"><title>Conclusion:</title><p id="P4">In a large observational study, a positive association was found between vaccine-related aluminum exposure and persistent asthma. While recognizing the small effect sizes identified and the potential for residual confounding, additional investigation of this hypothesis appears warranted.</p></sec></abstract><kwd-group><kwd>aluminum</kwd><kwd>asthma</kwd><kwd>immunization</kwd><kwd>vaccine safety</kwd><kwd>vaccine schedule</kwd></kwd-group></article-meta></front><body><p id="P5">WHILE THE SAFETY<sup><xref rid="R1" ref-type="bibr">1</xref></sup> and effectiveness<sup><xref rid="R2" ref-type="bibr">2</xref></sup> of the childhood immunization schedule are supported by extensive scientific evidence, and vaccination coverage among US children remains high relative to historical benchmarks, maintaining high coverage requires preserving public confidence in vaccine safety.<sup><xref rid="R3" ref-type="bibr">3</xref></sup> In the United States and globally, parents have expressed concern about the safety of the immunization schedule,<sup><xref rid="R4" ref-type="bibr">4</xref></sup> including regarding the safety of repeated exposure to nonantigen vaccine components such as aluminum. A small but increasing number of parents have refused, delayed, or spread out vaccination<sup><xref rid="R5" ref-type="bibr">5</xref></sup>; this practice increases risk of vaccine-preventable diseases<sup><xref rid="R6" ref-type="bibr">6</xref></sup> and vaccine-associated febrile seizures<sup><xref rid="R7" ref-type="bibr">7</xref></sup> without yielding any scientifically proven safety advantage.</p><p id="P6">Aluminum is integral to many vaccines, enhancing immunogenicity and effectiveness.<sup><xref rid="R8" ref-type="bibr">8</xref></sup> Aluminum adjuvants have a well-established safety profile,<sup><xref rid="R9" ref-type="bibr">9</xref></sup> and are used in many vaccines given in early childhood.<sup><xref rid="R10" ref-type="bibr">10</xref></sup> However, data from animal studies suggest the theoretical possibility that aluminum adjuvants could influence allergy risk through inducing a T helper 2 cell (Th2)-biased immune response.<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup> In allergic asthma, common in children,<sup><xref rid="R13" ref-type="bibr">13</xref></sup> Th2 lymphocytes mediate airway inflammation and hyper-responsiveness.<sup><xref rid="R14" ref-type="bibr">14</xref></sup> Childhood asthma is a clinical diagnosis, made based upon recurrent episodes of symptomatic airflow obstruction, responsiveness to therapies (eg, inhaled corticosteroids and short-acting beta<sub>2</sub>-ago-nists), and exclusion of other causes.<sup><xref rid="R15" ref-type="bibr">15</xref></sup></p><p id="P7">The Institute of Medicine, in response to public concern about the safety of the childhood immunization schedule, endorsed studying the risk of chronic conditions such as asthma following vaccination, while acknowledging methodologic challenges with doing so.<sup><xref rid="R16" ref-type="bibr">16</xref></sup> The Vaccine Safety Datalink (VSD) is a long-standing research network established to conduct postlicensure observational studies of vaccine safety.<sup><xref rid="R17" ref-type="bibr">17</xref></sup> Preparatory to the current study, we evaluated the completeness of VSD immunization data,<sup><xref rid="R18" ref-type="bibr">18</xref></sup> the availability of vaccine-associated aluminum data,<sup><xref rid="R10" ref-type="bibr">10</xref></sup> and the feasibility of studying the safety of the schedule.<sup><xref rid="R19" ref-type="bibr">19</xref></sup> Our study objective was to examine the association between cumulative vaccine-associated aluminum exposure before age 24 months and persistent asthma incidence at age 24 through 59 months.</p><sec id="S5"><title>Methods</title><sec id="S6"><title>Study Setting</title><p id="P8">This retrospective cohort study was conducted in seven medical care organizations (referred to as &#x0201c;sites&#x0201d;) participating in the VSD.<sup><xref rid="R17" ref-type="bibr">17</xref></sup> VSD sites are located in Minnesota, Wisconsin, Washington, Oregon, California, and Colorado, and the VSD population of ~12 million is similar to the US population with respect to demographic and socioeconomic characteristics.<sup><xref rid="R20" ref-type="bibr">20</xref></sup> The VSD utilizes standardized electronic health record (EHR)-derived data on insurance enrollment, demographic characteristics, medical encounters from all settings, vaccination, and prescribed medications.<sup><xref rid="R17" ref-type="bibr">17</xref></sup></p></sec><sec id="S7"><title>Study Population</title><p id="P9">The study cohort consisted of all children born from January 1, 2008 through December 31, 2014 receiving care at a VSD site; observation time continued through December 31, 2017. For study inclusion, children were required to have continuous health insurance enrollment at a VSD site from age 42 days through age 23 months. Children were excluded if they had a medical contraindication to one or more vaccines (eg, immunodeficiency, immunosuppression, or receipt of intravenous immuno-globulin) as identified by encounter diagnosis codes. Children were excluded if they were not using a VSD site for preventive care, defined as having less than 2 well-child visits between birth through age 11 months or zero well-child visits between age 12 through 23 months. Also excluded were children who received vaccines not routinely recommended before age 24 months, and children with missing vaccine manufacturer data (for vaccines for which aluminum content varied by manufacturer). Finally, children were excluded if they received a diagnosis of asthma in any setting prior to age 24 months.</p></sec><sec id="S8"><title>Vaccine-Associated Aluminum Exposure</title><p id="P10">Detailed vaccination histories were extracted from EHR data.<sup><xref rid="R17" ref-type="bibr">17</xref></sup> Five VSD sites had bidirectional interoperability with state immunization information systems<sup><xref rid="R21" ref-type="bibr">21</xref></sup>; using this process a small number of additional vaccines (&#x0003c;3%) were identified and included. Based on published methods, we used vaccine package inserts, material from the Institute for Vaccine Safety, and the Immunofacts textbook to identify the aluminum content in each licensed vaccine.<sup><xref rid="R10" ref-type="bibr">10</xref></sup> As shown in <xref rid="SD1" ref-type="supplementary-material">Supplementary Table 1</xref>, aluminum content differed by vaccine type and manufacturer. For each child, vaccination histories were linked with aluminum content information to calculate the cumulative amount of aluminum adjuvant received from vaccines from birth through age 23 months.</p></sec><sec id="S9"><title>Primary Outcome Definition</title><p id="P11">The primary study outcome was persistent asthma diagnosed at age 24 through 59 months, defined as 1) 1 inpatient or 2 outpatient/emergency encounters with diagnosis codes for asthma; and 2) at least 2 long-term asthma control medication dispensing events.<sup><xref rid="R15" ref-type="bibr">15</xref></sup> The rationale for selecting persistent asthma as the primary outcome included: it represents a more severe form of asthma<sup><xref rid="R15" ref-type="bibr">15</xref></sup>; it is more likely than intermittent asthma to come to clinical attention; this case definition may have higher specificity than definitions which include milder asthma<sup><xref rid="R22" ref-type="bibr">22</xref></sup>; and persistent asthma prevalence is high enough (3.8% among children &#x0003c;5 years of age)<sup><xref rid="R23" ref-type="bibr">23</xref></sup> to study with adequate statistical power. Because it is difficult to clinically distinguish asthma from transient viral-induced wheezing in infants,<sup><xref rid="R15" ref-type="bibr">15</xref></sup> and to avoid overlapping exposure and risk windows, we excluded children with any asthma diagnosis in inpatient, emergency department, or outpatient settings before age 24 months.</p></sec><sec id="S10"><title>Covariate Definitions</title><p id="P12">Several asthma risk factors were included as potential confounding variables. Prematurity was defined as moderately preterm (32 through 36 completed weeks gestation) or very preterm (&#x0003c;32 completed weeks).<sup><xref rid="R24" ref-type="bibr">24</xref></sup> The definition of food allergies required &#x02265;2 food allergy diagnosis codes (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 2</xref>) on separate days and at least one prescription for an epinephrine autoinjector. Severe bronchiolitis, possibly associated with subsequent asthma, was defined as inpatient admission for a nonbacterial acute lower respiratory infection (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 2</xref>) before age 12 months. Breast-feeding, found to reduce asthma risk in some but not all studies,<sup><xref rid="R25" ref-type="bibr">25</xref></sup> was also examined as a covariate; however, breast-feeding data were limited to 4 VSD sites which, beginning in late 2013, required EHR documentation of infant feeding. Based on prior work,<sup><xref rid="R25" ref-type="bibr">25</xref></sup> breast-feeding at 6 months was defined as exclusive, some, or none.</p></sec><sec id="S11"><title>Statistical Analyses</title><p id="P13">All analyses were stratified by eczema status, based on the following considerations: 1) eczema, an early manifestation of atopy, is strongly associated with asthma risk; and 2) any effect of vaccine-associated aluminum on asthma risk might be modified by underlying allergy pre-disposition. Eczema was defined as &#x02265;2 eczema diagnosis codes (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 2</xref>) on separate days between birth through age 11 months, and at least one prescription for a topical steroid or topical calcineurin inhibitor.</p><p id="P14">Cox proportional hazard regression models were used to test the association between cumulative vaccine-associated aluminum received birth through age 23 months and persistent asthma diagnosed at age 24 through 59 months. Aluminum was represented on a continuous scale in milligrams (mg). Days at risk was defined as the time from second birthday to the date of the following censoring events: meeting the case definition, disenrolling from a VSD site, reaching age 60 months, or study end on December 31, 2017. Models were adjusted for sex, birth month/year, race/ethnicity, VSD site (treated as a fixed effect), medical complexity (defined using the Pediatric Medical Complexity Algorithm<sup><xref rid="R26" ref-type="bibr">26</xref></sup>), prematurity, food allergy, severe bronchiolitis, and 2 measures of health care utilization (number of emergency department visits, and number of outpatient visits after excluding well-child and emergency department visits). In fully adjusted models, we tested for the interaction between aluminum and VSD site.</p><p id="P15">Kaplan-Meier survival curves were plotted by 1 mg increments of aluminum exposure to assess asthma incidence by age after 24 months. We assessed the functional form of vaccine-associated aluminum as a continuous variable by examining martingale residuals with a Kolmogorov-type supremum test.<sup><xref rid="R27" ref-type="bibr">27</xref></sup> In this context, a departure from linearity is indicated by a value of <italic toggle="yes">P</italic> &#x0003c; .05. The proportional hazards assumption was evaluated with martingale residual plots, Schoenfeld residual plots, global goodness-of-fit tests, and supremum tests from the Cox models. Additionally, we plotted graphically and calculated numerically the adjusted log hazard ratio for cumulative vaccine-associated aluminum in 1 mg categories, with estimates and 95% confidence intervals (CI) plotted. To assess the effect of individual covariates on the exposure-outcome association, we conducted a stepwise regression, using all covariates in the main model, recalculating the adjusted hazard ratio with the sequential addition of each covariate.</p><p id="P16">We conducted several secondary analyses. We conducted an analysis eliminating children with cumulative aluminum values at the extremes (&#x0003c;1 mg or &#x02265;5 mg aluminum) while treating aluminum as continuous between 1 and 5 mg. We conducted an analysis treating cumulative aluminum as dichotomous, comparing exposure &#x02264;3.00 mg to &#x0003e;3.00 mg, as has been done previously.<sup><xref rid="R28" ref-type="bibr">28</xref></sup> Because health care utilization may differ between fully vaccinated and under-vaccinated children (who may be under-vaccinated due to vaccination barriers or parental choice), we conducted an analysis restricted to fully vaccinated children. In a separate analysis, breast-feeding data were included as a covariate among children for whom breast-feeding data were available. Because of the acknowledged challenge in diagnosing asthma in young children,<sup><xref rid="R15" ref-type="bibr">15</xref></sup> we conducted a secondary analysis with the outcome of interest defined as persistent asthma at age 36 through 59 months. All covariates used in main analyses were included in secondary analyses.</p><p id="P17">Another secondary analysis explored an alternative exposure definition, maximum single-day vaccine-associated aluminum.<sup><xref rid="R10" ref-type="bibr">10</xref></sup> For each child in the cohort, the total aluminum from all vaccines received on a given day was summed. This amount in mg was divided by the child&#x02019;s weight in kilograms (kg) on the same day. For the small number of children who did not have a same-day weight, the child&#x02019;s weight was imputed if at least 2 weights were available from within 90 days of the vaccination date, using exponentially weighted moving average techniques. Cox models stratified by eczema status and adjusted for covariates were used to test the association with persistent asthma.</p><p id="P18">Finally, we examined all-cause injuries as a negative control outcome.<sup><xref rid="R29" ref-type="bibr">29</xref>,<xref rid="R30" ref-type="bibr">30</xref></sup> While the relevant encounter diagnosis codes for injuries (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 2</xref>) were closely modeled on prior studies,<sup><xref rid="R31" ref-type="bibr">31</xref></sup> codes for poisonings (such as from medications, vaccines, drugs, and alcohol) were excluded from the outcome definition. A case was defined as the first occurrence of an all-cause injury at 24 through 59 months of age in emergency department or inpatient settings.<sup><xref rid="R31" ref-type="bibr">31</xref></sup> One VSD site, representing 4.6% of the overall cohort, did not contribute to the negative control outcome, due to unavailability of some emergency department data; otherwise the cohort was identical to the primary outcome analyses. Retaining the covariates from the primary analyses, Cox models were used to examine the relationship between vaccine-associated aluminum and all-cause injuries.</p><p id="P19">Power analyses were conducted assuming an alpha of .05, r-squared value of 0.2, and standard deviation (SD) of aluminum exposure of 0.80 mg. The r-squared value represents the association between aluminum exposure and other measured covariates. Assuming a sample size of 14,000 children with eczema and an asthma prevalence of 5% among these children,<sup><xref rid="R13" ref-type="bibr">13</xref></sup> the minimum detectable adjusted hazard ratio would be 1.13. Assuming a sample size of 186,000 children without eczema and an asthma prevalence of 1% among these children,<sup><xref rid="R13" ref-type="bibr">13</xref></sup> the minimum detectable adjusted hazard ratio would be 1.08.</p></sec><sec id="S12"><title>Research Ethics</title><p id="P20">The human subjects review board at each participating site approved the study, and informed consent was not required.</p></sec></sec><sec id="S13"><title>Results</title><p id="P21">As illustrated in <xref rid="SD1" ref-type="supplementary-material">eFigure 1</xref>, from an initial population of 398,191 children, 15,036 (3.8%) did not meet inclusion criteria, 30,976 (7.8%) had vaccine-related exclusions, and 25,188 (6.3%) were excluded due to asthma diagnosed prior to age 24 months. The final study cohort comprised 326,991 children, among whom 14,337 (4.4%) were diagnosed with eczema before age 12 months.</p><p id="P22">The demographic and clinical characteristics of the study cohort are presented in <xref rid="T1" ref-type="table">Table 1</xref>. As shown, a greater proportion of the cohort with eczema was male and non-Hispanic Black or Asian race/ethnicity compared to the cohort without eczema. The median age at a censoring event (ie, the length of follow-up since birth) was 60.0 months (interquartile range [IQR] 43.0, 60.0) for the eczema cohort and 60.0 months (IQR 43.0, 60.0) for the no eczema cohort.</p><p id="P23">The distribution of cumulative vaccine-associated aluminum received by the study cohort through age 23 months, stratified by eczema status, is presented in <xref rid="F1" ref-type="fig">Figure 1</xref>. The variability in cumulative aluminum was due to either under-vaccination (ie, missing vaccine doses) or the type of vaccine product received (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 1</xref>). For children with eczema, the mean and median cumulative vaccine-associated aluminum were 4.07 mg (SD 0.60), and 4.18 mg (IQR 3.97, 4.43), respectively. For children without eczema, the mean and median were 3.98 mg (SD 0.72) and 4.18 mg (IQR 3.93, 4.43), respectively.</p><p id="P24">Among 14,337 children in the cohort with eczema, 859 (6.0%) met the study definition of persistent asthma; the mean age when children met the case definition was 44.2 months (SD 8.7). Among 312,654 children without eczema, 6687 (2.1%) met the study definition of persistent asthma; the mean age when these children met the case definition was 44.9 months (SD 8.7).</p><p id="P25">The crude incidence rate of persistent asthma at 24 through 59 months of age by quantity of cumulative vaccine-associated aluminum is shown in <xref rid="F2" ref-type="fig">Figure 2</xref>: as illustrated, the incidence rate appeared to increase with increasing levels of aluminum exposure in the eczema and no eczema cohorts. Results of Cox proportional hazards models are presented in <xref rid="T2" ref-type="table">Table 2</xref>. Among children with eczema after adjustment for covariates, cumulative vaccine-associated aluminum was positively associated with persistent asthma (adjusted hazard ratio [aHR] 1.26 per 1 mg increase in aluminum, 95% CI 1.07, 1.49). Other covariates which remained significant in the adjusted model included male sex, non-Hispanic Black race/ethnicity, food allergies, and both measures of health care utilization. In a separate model among children without eczema (<xref rid="T2" ref-type="table">Table 2</xref>), cumulative vaccine-associated aluminum was also positively associated with persistent asthma (aHR 1.19 per 1 mg increase in aluminum, 95% CI 1.14, 1.25). In the fully adjusted models, there was no significant interaction between cumulative aluminum and VSD site in the eczema (<italic toggle="yes">P</italic> = .14) and no eczema (<italic toggle="yes">P</italic> = .17) cohorts.</p><p id="P26">The crude (ie, unadjusted) relationship between level of aluminum exposure and asthma risk was relatively consistent over time since age 24 months, as illustrated in Kaplan-Meier survival curves (<xref rid="SD1" ref-type="supplementary-material">Supplementary Figs. 2</xref> and <xref rid="SD1" ref-type="supplementary-material">3</xref>). The functional form of vaccine-associated aluminum as a continuous variable did not appear to violate assumptions of linearity in the log hazard based on plotting martingale residuals (<xref rid="SD1" ref-type="supplementary-material">Supplementary Figs. 4</xref> and <xref rid="SD1" ref-type="supplementary-material">5</xref>) with a nonsignificant Kolomogorov-type supremum test (<italic toggle="yes">P</italic> = .506 for eczema cohort; <italic toggle="yes">P</italic> = .112 for no eczema cohort). The adjusted log hazard and corresponding 95% CIs were examined graphically (<xref rid="SD1" ref-type="supplementary-material">Supplementary Figs. 6</xref> and <xref rid="SD1" ref-type="supplementary-material">7</xref>) to assess for linearity. The functional form of aluminum was also examined by calculating the unadjusted and adjusted hazard ratios for each 1 mg increment of cumulative vaccine-associated aluminum in the eczema and no eczema cohorts (<xref rid="SD1" ref-type="supplementary-material">Supplementary Table 3</xref>); as shown, the aluminum-asthma relationship appeared close to linear, although with more variability for the eczema cohort than for the no eczema cohort. The assumption of proportionality of the hazard did not appear to be violated, based on martingale residuals (described above), the Kolmogorov supremum tests (described above), Schoenfeld residuals (<xref rid="SD1" ref-type="supplementary-material">Supplementary Figs. 8</xref> and <xref rid="SD1" ref-type="supplementary-material">9</xref>), and global goodness-of-fit tests from Schoenfeld plots (<italic toggle="yes">P</italic> = .923 for the eczema cohort; <italic toggle="yes">P</italic> = .472 for no eczema cohort). Finally, the effect of covariates on the aluminum-asthma relationship was examined in a stepwise manner; as shown in <xref rid="SD1" ref-type="supplementary-material">Supplementary Tables 4</xref> and <xref rid="SD1" ref-type="supplementary-material">5</xref>, the hazard ratio values remained consistent with the addition of each covariate.</p><p id="P27">Results of secondary analyses are presented in <xref rid="T3" ref-type="table">Table 3</xref>. There was a significant positive association between vaccine-associated aluminum and persistent asthma when aluminum was treated as a dichotomous (&#x0003e;3.00 mg vs &#x02264;3.00 mg) exposure. A separate analysis was conducted among the fully vaccinated, with 9477 (66.1%) of the eczema and 188,593 (60.3%) of the no eczema cohorts fully vaccinated; in adjusted models restricted to fully vaccinated (<xref rid="T3" ref-type="table">Table 3</xref>), the association between vaccine-associated aluminum and persistent asthma was not significant for the eczema cohort but remained significant for the no eczema cohort. Breast-feeding data were available for 1913 (13.3%) of the eczema cohort and 42,909 (13.7%) of the no eczema cohort; in these smaller cohorts, vaccine-associated aluminum was not significantly associated with persistent asthma in unadjusted (<italic toggle="yes">P</italic> = .51 for eczema cohort, <italic toggle="yes">P</italic> = .06 for no eczema cohort) and adjusted (<xref rid="T3" ref-type="table">Table 3</xref>) models, although the hazard ratios were similar in size and directionality to the primary analyses. A positive association was also observed when the outcome of interest was defined as persistent asthma at age 36 through 59 months. The negative control outcome is also presented in <xref rid="T3" ref-type="table">Table 3</xref>; no association was found between vaccine-associated aluminum and all-cause injuries among children with or without eczema.</p><p id="P28">The maximum single-day vaccine-associated aluminum was calculated in mg aluminum per same-day kg body weight. For 94.6% of the cohort, the maximum single-day aluminum occurred at a 2-month vaccination visit (ie, between 42 and 92 days of life). For the eczema cohort, the mean and median maximum single-day aluminum were 0.175 mg/kg (SD 0.035) and 0.176 mg/kg (IQR 0.157, 0.194), respectively; mean and median for the no eczema cohort were 0.175 mg/kg (SD 0.042) and 0.177 mg/kg (IQR 0.156, 0.196), respectively. After adjustment for covariates, no association between maximum single-day aluminum and persistent asthma was detected for the eczema cohort (aHR 1.00, 95% CI 0.89, 1.22). A positive association was detected for the no eczema cohort (aHR 1.06, 95% CI 1.03, 1.10); the adjusted hazard ratio was scaled for a 0.05 mg/kg increase in maximum single-day aluminum.</p></sec><sec id="S14"><title>Discussion</title><p id="P29">This investigation was undertaken to address parents&#x02019; vaccine safety concerns,<sup><xref rid="R4" ref-type="bibr">4</xref></sup> and in response to an Institute of Medicine call for studies of the safety of the immunization schedule,<sup><xref rid="R16" ref-type="bibr">16</xref></sup> including an explicit recommendation to research the safety of repeated exposure to immunogenic adjuvants.<sup><xref rid="R16" ref-type="bibr">16</xref></sup> In a retrospective cohort study of more than 325,000 children born between 2008 and 2014 and followed through 2017, we found a positive association between cumulative vaccine-associated aluminum before age 24 months and persistent asthma at age 24 through 59 months among children with and without eczema. When vaccine-associated aluminum was examined as an acute exposure (eg, maximum single-day), a small positive association was found for children without eczema. In secondary analyses with more restrictive inclusion criteria and correspondingly smaller sample size, positive associations were observed in some but not all analyses. Data on dietary aluminum intake were unavailable.</p><p id="P30">While many studies have demonstrated the effectiveness and safety of aluminum adjuvants,<sup><xref rid="R9" ref-type="bibr">9</xref>,<xref rid="R32" ref-type="bibr">32</xref></sup> they are biologically complex: desired and undesired effects may depend on aluminum type, dose, route of exposure, concomitant antigen, host characteristics, and other factors.<sup><xref rid="R32" ref-type="bibr">32</xref></sup> It is theoretically possible that exposure to aluminum through vaccination could produce an immune profile biased toward Th2 and away from T helper 1 cell (Th1) immune responses.<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup> This hypothesis is a speculative one, because it is based on limited data from animal studies<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup> and has not to our knowledge been investigated in humans. A Th2-biased immune response could, again in theory, increase risk of allergic diseases such as asthma, while decreasing risk of autoimmune diseases, such as type 1 diabetes mellitus (T1DM), which are thought to be Th1-mediated.<sup><xref rid="R33" ref-type="bibr">33</xref></sup> In a recent study, also conducted in the VSD using similar methods, we found a small but statistically significant reduction in T1DM incidence among children exposed to higher levels of vaccine-associated aluminum.<sup><xref rid="R28" ref-type="bibr">28</xref></sup> It is notable that the direction of effect (ie, reduced incidence of T1DM)<sup><xref rid="R28" ref-type="bibr">28</xref></sup> was in the direction hypothesized based on the current understanding of T helper cell response to aluminum adjuvants.<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup></p><p id="P31">Aluminum adjuvants are used in vaccines precisely because they can generate an acute immunologic response with long-lasting effect. Additionally, experimental animal models of asthma can be produced using aluminum adjuvants, with acute and chronic phenotypes developed.<sup><xref rid="R34" ref-type="bibr">34</xref></sup> For example, mice develop asthma-like allergic airway inflammation when given a protein (chicken ovalbumin) and aluminum adjuvant via peritoneal injection, followed by subsequent airway exposure to ovalbumin.<sup><xref rid="R34" ref-type="bibr">34</xref></sup> Given the many differences between experimentally produced asthma in animals and naturally occurring asthma in humans, there are limits to how much can be extrapolated. However, it appears biologically plausible that the intended effect of aluminum adjuvants (ie, enhanced immunogenicity against vaccine-preventable diseases) is not the only biologic effect of parenteral administration of aluminum adjuvants in early childhood.</p><p id="P32">Although surveillance methods have changed over time, asthma prevalence in US children appeared to steadily increase during the 1980s and 1990s; since 2001, prevalence has shown little to no increase.<sup><xref rid="R23" ref-type="bibr">23</xref>,<xref rid="R35" ref-type="bibr">35</xref>,<xref rid="R36" ref-type="bibr">36</xref></sup> There are many environmental and genetic risk factors for asthma,<sup><xref rid="R15" ref-type="bibr">15</xref></sup> and any contribution from vaccine-associated aluminum has not been proven or supported through replication. However, because most aluminum-containing vaccines were added to the routine schedule prior to 2001 (eg, diphtheria, tetanus, and acellular pertussis; hepatitis B; some formulations of <italic toggle="yes">Haemophilus influenzae</italic> type b [Hib]; and pneumococcal conjugate vaccines), observed national trends in asthma prevalence during childhood are not incongruous with the effect estimates observed here.</p><p id="P33">Using observational data to study the long-term health effects of aluminum adjuvants poses many challenges.<sup><xref rid="R16" ref-type="bibr">16</xref>,<xref rid="R19" ref-type="bibr">19</xref></sup> One particularly salient challenge is the fact that other sources of aluminum exposure, such as through diet, are not captured and cannot be estimated using EHR data. Because aluminum is present in infant formula, breast milk, and food, all infants are exposed to some amount of dietary aluminum.<sup><xref rid="R37" ref-type="bibr">37</xref></sup> However, a recent report concluded that &#x0201c;little to none of ingested aluminum appears to be absorbed&#x0201d; through the gastrointestinal tract,<sup><xref rid="R37" ref-type="bibr">37</xref></sup> and we are unaware of any studies demonstrating an immunologic response to ingested aluminum in humans. Clearly, more research is needed on the human health effects of aluminum,<sup><xref rid="R37" ref-type="bibr">37</xref>,<xref rid="R38" ref-type="bibr">38</xref></sup> including immunologic effects of injected and ingested aluminum, supplemented when feasible with biomarkers of aluminum exposure.<sup><xref rid="R39" ref-type="bibr">39</xref></sup> If future research continues to demonstrate that aluminum ingested through a normal infant diet is minimally absorbed and has negligible immunologic effect, the absence of dietary aluminum data in the present study would not appear to invalidate the current findings.</p><p id="P34">While not directly examining vaccine-associated aluminum exposure, several other studies provide additional context. In a VSD study of children born during 1991 through 1997, a positive association was found between receipt of Hib and hepatitis B vaccines and asthma risk, although the relative risks were small (1.18 for Hib, 1.20 for hepatitis B), and were partially accounted for by underlying health care utilization.<sup><xref rid="R40" ref-type="bibr">40</xref></sup> In German children at increased risk of atopy born in 1990, asthma risk was lower among children receiving more vaccine doses.<sup><xref rid="R41" ref-type="bibr">41</xref></sup> Other studies found that early childhood vaccination was not associated with increased asthma risk, but these studies were limited by self-report of vaccination and/or asthma status, exposure to vaccines not currently used, and small sample size.<sup><xref rid="R42" ref-type="bibr">42</xref>,<xref rid="R43" ref-type="bibr">43</xref></sup></p><p id="P35">While negative control outcomes are useful to detect threats to the validity of observational studies,<sup><xref rid="R29" ref-type="bibr">29</xref>,<xref rid="R30" ref-type="bibr">30</xref></sup> the interpretation of negative control outcomes can be complex. An ideal negative control outcome is one which shares the potential biases of the primary outcome but cannot plausibly be related to the exposure.<sup><xref rid="R29" ref-type="bibr">29</xref>,<xref rid="R30" ref-type="bibr">30</xref></sup> Here, vaccine-associated aluminum cannot reasonably associate with future injuries in children. However, the outcomes of all-cause injuries and persistent asthma could share biases, as both outcomes may be subject to parents&#x02019; health-related habits, health seeking behaviors, and overall access to care. The finding of a null negative control outcome in the current study suggests that the primary study finding is not due to potential sources of bias shared with the negative control outcome. It does not mean, however, that other forms of bias cannot be present.</p><p id="P36">The current study should be interpreted in the context of important limitations. First, misclassification of vaccine-associated aluminum exposure was possible; this could have occurred, for example, if a hepatitis B vaccine dose given at a birth hospital was not captured within VSD data. If missing exposure data were nondifferential with respect to outcome status, such misclassification would have biased toward a null finding. Second, all forms of aluminum adjuvants, including aluminum hydroxide and aluminum phosphate, were combined into a single measure of exposure, but it is possible that different chemical forms of aluminum have different biologic effects.<sup><xref rid="R32" ref-type="bibr">32</xref></sup> Third, while a stringent definition for persistent asthma was chosen,<sup><xref rid="R22" ref-type="bibr">22</xref></sup> case misclassification could have occurred. Childhood asthma is a clinical diagnosis,<sup><xref rid="R15" ref-type="bibr">15</xref></sup> and it is possible some cases had conditions other than asthma. It is also possible that true cases were missed, such as if children with asthma did not present for care, or children with persistent asthma symptoms were not started on long-term asthma control medications.<sup><xref rid="R15" ref-type="bibr">15</xref></sup> Children with mild intermittent or exercise-induced asthma were also not included in the case definition. Fourth, as with any observational study, unmeasured confounding could have influenced study results. Breast-feeding data were available for a fraction of the cohort, and data on family history of atopy and second-hand smoke exposure were unavailable. Measures of socioeconomic status such as maternal education and annual household income were also unavailable. It is difficult to predict whether these factors could have resulted in bias toward or away from the null hypothesis.</p><p id="P37">Considering the small effect size observed and the limitations described above, particularly related to unmeasured confounding, these findings do not constitute strong evidence for questioning the safety of aluminum in vaccines.<sup><xref rid="R9" ref-type="bibr">9</xref></sup> However, additional examination of this hypothesis appears warranted. Studies in other large databases, including in several European countries, may be able to address this question, and differences between European and US immunization schedules could provide helpful variability in aluminum adjuvant exposure. Studies in the VSD and elsewhere could examine allergic diseases other than asthma. Additionally, sophisticated assays of immunologic response following vaccination have recently been developed.<sup><xref rid="R44" ref-type="bibr">44</xref></sup> These techniques could be used to better characterize the immunologic response, including patterns of Th1/Th2 response, of vaccinated infants in the United States and provide additional evidence for or against the biologic plausibility of the association found in the current study.</p></sec><sec sec-type="supplementary-material" id="SM1"><title>Supplementary Material</title><supplementary-material id="SD1" position="float" content-type="local-data"><label>Supplement</label><media xlink:href="NIHMS1877766-supplement-Supplement.docx" id="d64e736" position="anchor"/></supplementary-material></sec></body><back><ack id="S17"><title>Acknowledgments</title><p id="P38">The authors would like to acknowledge the contributions of Joy Hsu, MD, MS at the Asthma and Community Health Branch, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, for her review and comments on the study protocol and manuscript. The authors Matthew F. Daley and Liza M. Reifler had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.</p><sec id="S15"><title>Financial statement:</title><p id="P39">This research was funded by the Centers for Disease Control and Prevention as part of the Vaccine Safety Datalink project (contract #200-2012-53582). Seven VSD sites participated in the study: HealthPartners, Marshfield Clinic, Kaiser Permanente Washington, Kaiser Permanente Northwest, Kaiser Permanente Northern California, Kaiser Permanente Southern California, and Kaiser Permanente Colorado. Co-authors from the Centers for Disease Control and Prevention were involved in study design, interpretation of data, and review and approval of the manuscript. The findings and conclusions in this report are those of the authors and do not necessarily represent the official position of the Centers for Disease Control and Prevention.</p></sec><sec id="S16"><title>Financial disclosure:</title><p id="P40">Matthew F. Daley, MD: no financial relationships relevant to this article to disclose; Liza M. Reifler, MPH: has an immediate family member who owns stock in Merck, Abbott Laboratories, and AstraZeneca; Jason M. Glanz, PhD: no financial relationships relevant to this article to disclose; Simon J. Hambidge, MD, PhD: no financial relationships relevant to this article to disclose; Darios T. Getahun, MD, PhD: no financial relationships relevant to this article to disclose; Stephanie Irving, MHS: no financial relationships relevant to this article to disclose; James D. Nordin, MD, MPH: no financial relationships relevant to this article to disclose; David L. McClure, PhD: no financial relationships relevant to this article to disclose; Nicola P. Klein, MD, PhD: reports research support from Merck, Pfizer, Sanofi Pasteur, GlaxoSmithKline and Protein Science (now Sanofi Pasteur), all unrelated to the current study; Michael L. Jackson, PhD, MPH: no financial relationships relevant to this article to disclose; Satoshi Kamidani, MD: no financial relationships relevant to this article to disclose; Jonathan Duffy, MD, MPH: no financial relationships relevant to this article to disclose; Frank DeStefano, MD: no financial relationships relevant to this article to disclose</p></sec></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P41">The authors have no conflicts of interest relevant to this article to disclose.</p></fn><fn id="FN2"><p id="P42">Supplementary Data</p><p id="P43">Supplementary data related to this article can be found online at <ext-link xlink:href="10.1016/j.acap.2022.08.006" ext-link-type="doi">https://doi.org/10.1016/j.acap.2022.08.006</ext-link>.</p></fn></fn-group><ref-list><title>References</title><ref id="R1"><label>1.</label><mixed-citation publication-type="book"><collab>Institute of Medicine</collab>. <source>Adverse Effects of Vaccines: Evidence and Causality</source>. <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>National Academies Press</publisher-name>; <year>2011</year>.</mixed-citation></ref><ref id="R2"><label>2.</label><mixed-citation publication-type="journal"><name><surname>Whitney</surname><given-names>CG</given-names></name>, <name><surname>Zhou</surname><given-names>F</given-names></name>, <name><surname>Singleton</surname><given-names>J</given-names></name>, <etal/>
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rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1">Characteristic</th><th align="center" valign="top" rowspan="1" colspan="1">Diagnosed With Eczema<xref rid="TFN2" ref-type="table-fn">*</xref></th><th align="center" valign="top" rowspan="1" colspan="1">Not Diagnosed With Eczema</th><th align="center" valign="top" rowspan="1" colspan="1"><italic toggle="yes">P</italic> Value</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Total in cohort, n</td><td align="center" valign="top" rowspan="1" colspan="1">14,337</td><td align="center" valign="top" rowspan="1" colspan="1">312,654</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Child&#x02019;s sex, n (%)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Female</td><td align="center" valign="top" rowspan="1" colspan="1">5726 (39.9)</td><td align="center" valign="top" rowspan="1" colspan="1">157,233 (50.3)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Male</td><td align="center" valign="top" rowspan="1" colspan="1">8611 (60.1)</td><td align="center" valign="top" rowspan="1" colspan="1">155,421 (49.7)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Birth year, n (%)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">.069</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2008</td><td align="center" valign="top" rowspan="1" colspan="1">1989 (13.9)</td><td align="center" valign="top" rowspan="1" colspan="1">43,656 (14.0)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2009</td><td align="center" valign="top" rowspan="1" colspan="1">2036 (14.2)</td><td align="center" valign="top" rowspan="1" colspan="1">44,476 (14.2)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2010</td><td align="center" valign="top" rowspan="1" colspan="1">2075 (14.5)</td><td align="center" valign="top" rowspan="1" colspan="1">44,742 (14.3)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2011</td><td align="center" valign="top" rowspan="1" colspan="1">2174 (15.2)</td><td align="center" valign="top" rowspan="1" colspan="1">44,714 (14.3)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2012</td><td align="center" valign="top" rowspan="1" colspan="1">2077 (14.5)</td><td align="center" valign="top" rowspan="1" colspan="1">45,205 (14.5)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2013</td><td align="center" valign="top" rowspan="1" colspan="1">1999 (13.9)</td><td align="center" valign="top" rowspan="1" colspan="1">44,888 (14.4)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;2014</td><td align="center" valign="top" rowspan="1" colspan="1">1987 (13.9)</td><td align="center" valign="top" rowspan="1" colspan="1">44,973 (14.4)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Child&#x02019;s race and ethnicity, n (%)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic White</td><td align="center" valign="top" rowspan="1" colspan="1">3326 (23.2)</td><td align="center" valign="top" rowspan="1" colspan="1">135,081 (43.2)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic Black</td><td align="center" valign="top" rowspan="1" colspan="1">1492 (10.4)</td><td align="center" valign="top" rowspan="1" colspan="1">15,855 (5.1)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic Asian</td><td align="center" valign="top" rowspan="1" colspan="1">5017 (35.0)</td><td align="center" valign="top" rowspan="1" colspan="1">43,100 (13.8)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Hispanic</td><td align="center" valign="top" rowspan="1" colspan="1">2884 (20.1)</td><td align="center" valign="top" rowspan="1" colspan="1">85,010 (27.2)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Other race and ethnicity</td><td align="center" valign="top" rowspan="1" colspan="1">879 (6.1)</td><td align="center" valign="top" rowspan="1" colspan="1">13,577 (4.3)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Missing race and ethnicity</td><td align="center" valign="top" rowspan="1" colspan="1">739 (5.2)</td><td align="center" valign="top" rowspan="1" colspan="1">20,031 (6.4)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Prematurity n (%)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Term (37 weeks EGA or later)</td><td align="center" valign="top" rowspan="1" colspan="1">13,518 (94.3)</td><td align="center" valign="top" rowspan="1" colspan="1">289,935 (92.7)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Moderately preterm (32&#x02013;36 weeks EGA)</td><td align="center" valign="top" rowspan="1" colspan="1">773 (5.4)</td><td align="center" valign="top" rowspan="1" colspan="1">20,692 (6.6)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Very preterm (&#x0003c;32 weeks EGA)</td><td align="center" valign="top" rowspan="1" colspan="1">46 (0.3)</td><td align="center" valign="top" rowspan="1" colspan="1">2027 (0.6)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Medical complexity based on PMCA, n (%)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No complex or chronic conditions</td><td align="center" valign="top" rowspan="1" colspan="1">12,000 (83.7)</td><td align="center" valign="top" rowspan="1" colspan="1">272,106 (87.0)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-complex chronic condition</td><td align="center" valign="top" rowspan="1" colspan="1">1711 (11.9)</td><td align="center" valign="top" rowspan="1" colspan="1">29,367 (9.4)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Complex chronic condition</td><td align="center" valign="top" rowspan="1" colspan="1">626 (4.4)</td><td align="center" valign="top" rowspan="1" colspan="1">11,181 (3.6)</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Diagnosed with food allergy n (%)</td><td align="center" valign="top" rowspan="1" colspan="1">816 (5.7)</td><td align="center" valign="top" rowspan="1" colspan="1">1457 (0.5)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Early-life severe bronchiolitis, n (%)</td><td align="center" valign="top" rowspan="1" colspan="1">104 (0.7)</td><td align="center" valign="top" rowspan="1" colspan="1">2267 (0.7)</td><td align="center" valign="top" rowspan="1" colspan="1">.997</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Health care utilization through age 23 mos.</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of outpatient visits (non-well, non-ED), mean (SD)</td><td align="center" valign="top" rowspan="1" colspan="1">12.6 (9.1)</td><td align="center" valign="top" rowspan="1" colspan="1">9.8 (7.8)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of outpatient visits (non-well, non-ED), median (IQR)</td><td align="center" valign="top" rowspan="1" colspan="1">11.0 (7.0, 16.0)</td><td align="center" valign="top" rowspan="1" colspan="1">8.0 (5.0, 12.0)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of ED visits, mean (SD)</td><td align="center" valign="top" rowspan="1" colspan="1">0.8 (1.3)</td><td align="center" valign="top" rowspan="1" colspan="1">0.6 (1.0)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of ED visits, median (IQR)</td><td align="center" valign="top" rowspan="1" colspan="1">0.0 (0.0, 1.0)</td><td align="center" valign="top" rowspan="1" colspan="1">0.0 (0.0, 1.0)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x0003c;.001</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><p id="P47">ED indicates emergency department; EGA, estimated gestational age; IQR, interquartile range; PMCA, Pediatric Medical Complexity Algorithm (asthma diagnoses removed); SD, standard deviation; no., number; and mos., months.</p></fn><fn id="TFN2"><label>*</label><p id="P48">Eczema diagnosed prior to 12 months of age.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T2" orientation="landscape"><label>Table 2.</label><caption><p id="P49">The Association Between Cumulative Vaccine-Associated Aluminum Exposure Between Birth and Age 23 Months and Persistent Asthma Diagnosed Between 24 and 59 Months of Age, With Separate Models for the Eczema and No Eczema Cohorts, Vaccine Safety Datalink</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th rowspan="2" align="left" valign="bottom" colspan="1">Variable</th><th colspan="2" align="center" valign="bottom" style="border-bottom: solid 1px" rowspan="1">Adjusted Hazard Ratio<xref rid="TFN4" ref-type="table-fn">*</xref> (95% CI) for Persistent Asthma</th></tr><tr><th align="center" valign="bottom" rowspan="1" colspan="1">Eczema<sup><xref rid="TFN5" ref-type="table-fn">&#x02020;</xref></sup> (n = 14,337)</th><th align="center" valign="bottom" rowspan="1" colspan="1">No eczema (n = 312,654)</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Vaccine-associated aluminum (per mg)</td><td align="center" valign="top" rowspan="1" colspan="1">1.26 (1.07, 1.49)</td><td align="center" valign="top" rowspan="1" colspan="1">1.19 (1.14, 1.25)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Child&#x02019;s sex</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Female</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Male</td><td align="center" valign="top" rowspan="1" colspan="1">1.30 (1.13, 1.50)</td><td align="center" valign="top" rowspan="1" colspan="1">1.40 (1.33, 1.47)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Child&#x02019;s race and ethnicity</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic White</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic Black</td><td align="center" valign="top" rowspan="1" colspan="1">1.37 (1.07, 1.76)</td><td align="center" valign="top" rowspan="1" colspan="1">1.81 (1.65, 1.99)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-Hispanic Asian</td><td align="center" valign="top" rowspan="1" colspan="1">0.93 (0.77, 1.13)</td><td align="center" valign="top" rowspan="1" colspan="1">1.09 (1.01, 1.18)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Hispanic</td><td align="center" valign="top" rowspan="1" colspan="1">1.00 (0.81, 1.24)</td><td align="center" valign="top" rowspan="1" colspan="1">1.18 (1.11, 1.26)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Other race and ethnicity</td><td align="center" valign="top" rowspan="1" colspan="1">1.33 (1.00, 1.78)</td><td align="center" valign="top" rowspan="1" colspan="1">1.15 (1.02, 1.29)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Missing race and ethnicity</td><td align="center" valign="top" rowspan="1" colspan="1">0.82 (0.55, 1.21)</td><td align="center" valign="top" rowspan="1" colspan="1">1.04 (0.92, 1.17)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Prematurity</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Term (37 weeks EGA or later)</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Moderately pre-term (32&#x02013;36 weeks EGA)</td><td align="center" valign="top" rowspan="1" colspan="1">1.32 (1.02, 1.72)</td><td align="center" valign="top" rowspan="1" colspan="1">1.34 (1.24, 1.46)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Very pre-term (&#x0003c;32 weeks EGA)</td><td align="center" valign="top" rowspan="1" colspan="1">1.88 (0.82, 4.30)</td><td align="center" valign="top" rowspan="1" colspan="1">1.68 (1.39,2.03)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Medical complexity based upon PMCA</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No complex or chronic conditions</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td><td align="center" valign="top" rowspan="1" colspan="1">1 [Reference]</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Non-complex chronic condition</td><td align="center" valign="top" rowspan="1" colspan="1">0.96 (0.78, 1.18)</td><td align="center" valign="top" rowspan="1" colspan="1">1.05 (0.97, 1.13)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Complex chronic condition</td><td align="center" valign="top" rowspan="1" colspan="1">0.62 (0.44, 0.88)</td><td align="center" valign="top" rowspan="1" colspan="1">0.67 (0.59, 0.77)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Diagnosed with food allergy</td><td align="center" valign="top" rowspan="1" colspan="1">2.40 (1.97, 2.93)</td><td align="center" valign="top" rowspan="1" colspan="1">4.32 (3.66,5.10)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Early-life severe bronchiolitis</td><td align="center" valign="top" rowspan="1" colspan="1">1.70 (0.95, 3.04)</td><td align="center" valign="top" rowspan="1" colspan="1">1.40 (1.16, 1.71)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Health care utilization through age 23 mos.</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of outpatient visits (non-well, non-ED)</td><td align="center" valign="top" rowspan="1" colspan="1">1.02 (1.02, 1.03)</td><td align="center" valign="top" rowspan="1" colspan="1">1.03 (1.03, 1.03)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;No. of ED visits</td><td align="center" valign="top" rowspan="1" colspan="1">1.17 (1.12, 1.21)</td><td align="center" valign="top" rowspan="1" colspan="1">1.16 (1.14, 1.18)</td></tr></tbody></table><table-wrap-foot><fn id="TFN3"><p id="P50">CI indicates confidence interval; ED, emergency department; EGA, estimated gestational age at the time of delivery; mg, milligram; SD, standard deviation; PMCA, Pediatric Medical Complexity Algorithm (asthma diagnoses removed); no., number; and mos., months.</p></fn><fn id="TFN4"><label>*</label><p id="P51">Adjusted for birth month and year, VSD site, and all covariates listed in table.</p></fn><fn id="TFN5"><label>&#x02020;</label><p id="P52">Eczema diagnosed prior to 12 months of age.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T3" orientation="landscape"><label>Table 3.</label><caption><p id="P53">Results for Primary Analyses, Secondary Analyses, and Negative Control Outcome, With Separate Models for the Eczema and No Eczema Cohorts, Vaccine Safety Datalink</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th rowspan="2" align="left" valign="bottom" colspan="1">Model</th><th colspan="2" align="center" valign="bottom" style="border-bottom: solid 1px" rowspan="1">Eczema</th><th colspan="2" align="center" valign="bottom" style="border-bottom: solid 1px" rowspan="1">No Eczema</th></tr><tr><th align="center" valign="bottom" rowspan="1" colspan="1">Sample Size, n</th><th align="center" valign="bottom" rowspan="1" colspan="1">Adjusted Hazard Ratio (95% CI) for Persistent Asthma</th><th align="center" valign="bottom" rowspan="1" colspan="1">Sample Size, n</th><th align="center" valign="bottom" rowspan="1" colspan="1">Adjusted Hazard Ratio (95% CI) for Persistent Asthma</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Primary analyses (also shown in <xref rid="T2" ref-type="table">Table 2</xref>)</td><td align="center" valign="top" rowspan="1" colspan="1">14,337</td><td align="center" valign="top" rowspan="1" colspan="1">1.26 (1.07, 1.49)</td><td align="center" valign="top" rowspan="1" colspan="1">312,654</td><td align="center" valign="top" rowspan="1" colspan="1">1.19 (1.14, 1.25)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Secondary analyses</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Aluminum exposure as dichotomous (&#x0003e;3.00 mg vs &#x0003c;3.00 mg)<xref rid="TFN7" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">14,337</td><td align="center" valign="top" rowspan="1" colspan="1">1.61 (1.04, 2.48)</td><td align="center" valign="top" rowspan="1" colspan="1">312,654</td><td align="center" valign="top" rowspan="1" colspan="1">1.36 (1.21, 1.53)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Excluding those with aluminum exposure at the extremes (&#x0003c;1 mg or &#x0003e;5 mg)<xref rid="TFN7" ref-type="table-fn">*</xref>,<sup><xref rid="TFN8" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">14,225</td><td align="center" valign="top" rowspan="1" colspan="1">1.27 (1.05, 1.53)</td><td align="center" valign="top" rowspan="1" colspan="1">307,891</td><td align="center" valign="top" rowspan="1" colspan="1">1.18 (1.11, 1.26)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Limited to those fully vaccinated with no delays<xref rid="TFN7" ref-type="table-fn">*</xref>,<sup><xref rid="TFN8" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">9477</td><td align="center" valign="top" rowspan="1" colspan="1">1.08 (0.82, 1.43)</td><td align="center" valign="top" rowspan="1" colspan="1">188,593</td><td align="center" valign="top" rowspan="1" colspan="1">1.12 (1.01, 1.24)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Limited to those with breast-feeding data available<sup><xref rid="TFN8" ref-type="table-fn">&#x02020;</xref>,<xref rid="TFN9" ref-type="table-fn">&#x02021;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">1913</td><td align="center" valign="top" rowspan="1" colspan="1">1.38 (0.53, 3.60)</td><td align="center" valign="top" rowspan="1" colspan="1">42,909</td><td align="center" valign="top" rowspan="1" colspan="1">1.26 (0.99, 1.61)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Outcome defined as persistent asthma at 36&#x02013;59 mos.<xref rid="TFN7" ref-type="table-fn">*</xref>,<sup><xref rid="TFN8" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">12,967</td><td align="center" valign="top" rowspan="1" colspan="1">1.22 (1.01, 1.47)</td><td align="center" valign="top" rowspan="1" colspan="1">280,205</td><td align="center" valign="top" rowspan="1" colspan="1">1.15 (1.09, 1.22)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Negative control outcome</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Outcome defined as all-cause injury at 24&#x02013;59 mos.<sup><xref rid="TFN8" ref-type="table-fn">&#x02020;</xref>,<xref rid="TFN10" ref-type="table-fn">&#x000a7;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">13,804</td><td align="center" valign="top" rowspan="1" colspan="1">1.03 (0.94, 1.14)</td><td align="center" valign="top" rowspan="1" colspan="1">298,276</td><td align="center" valign="top" rowspan="1" colspan="1">1.01 (0.99, 1.03)</td></tr></tbody></table><table-wrap-foot><fn id="TFN6"><p id="P54">ED indicates emergency department; CI, confidence interval; mos., months; and VSD, Vaccine Safety Datalink.</p></fn><fn id="TFN7"><label>*</label><p id="P55">Adjusted for birth month and year, VSD site, sex, race/ethnicity, prematurity, medical complexity, food allergy, early-life severe bronchiolitis, utilization (outpatient, ED).</p></fn><fn id="TFN8"><label>&#x02020;</label><p id="P56">Vaccine-associated aluminum treated as continuous linear exposure variable.</p></fn><fn id="TFN9"><label>&#x02021;</label><p id="P57">Adjusted for breast-feeding at 6 months (exclusive, some, or none), birth month and year, VSD site, sex, race/ethnicity, prematurity, medical complexity, food allergy, early-life severe bronchiolitis, utilization (outpatient, ED).</p></fn><fn id="TFN10"><label>&#x000a7;</label><p id="P58">Adjusted for birth month and year, VSD site, sex, race/ethnicity, prematurity, medical complexity, food allergy, early-life severe bronchiolitis, utilization (outpatient, ED, inpatient).</p></fn></table-wrap-foot></table-wrap><boxed-text id="BX1" position="float"><caption><title>What&#x02019;s New</title></caption><p id="P59">In a large observational study, a positive association was found between vaccine-related aluminum exposure and persistent asthma. While recognizing the small effect sizes identified and the potential for unmeasured confounding, additional investigation of this hypothesis appears warranted.</p></boxed-text></floats-group></article>