Recent literature suggests potential associations between hallucinogen use and valvular heart disease (VHD) due to prolonged activation of serotonin 5-HT2B receptors, which may lead to valvular fibrosis – a condition also linked to drugs including fenfluramine and pergolide. Despite these concerns, epidemiological studies exploring this association are lacking. This exploratory analysis investigated associations between lifetime hallucinogen use and VHD using cross-sectional data from US adults with linked electronic health record data in the NIH All of Us Research Program who completed the Lifestyle survey. This survey included questions about lifetime hallucinogen use (lysergic acid diethylamide [LSD], mushrooms/psilocybin, 3,4-Methylenedioxymethamphetamine [MDMA]/ecstasy, ketamine, phencyclidine [PCP]). Multivariable logistic regression models examined the association between hallucinogen use and VHD, adjusting for sociodemographic factors and other confounding health conditions. Our sample comprised 286,842 adults (mean age 50.8 [SD 16.7], 61.4% female, 60.6% White). Among them, 13.2% reported lifetime hallucinogen use. Individuals with lifetime hallucinogen use had lower unadjusted VHD prevalence compared to those without lifetime hallucinogen use (3.6% vs. 4.7%, p < .001). However, after adjusting for confounders, models revealed modestly increased VHD odds (aOR = 1.08, 95% CI: 1.01–1.55, p = .017). This exploratory study found that hallucinogen use was associated with modestly increased VHD odds after adjustment, requiring confirmation through longitudinal research.
Papers cited by this study that are also in Blossom
Barnett, B. S., Ziegler, K., Doblin, R. et al. · Journal of Psychopharmacology (2022)
Daldegan-Bueno, D., Donegan, C. J., Sumner, R. L. et al. · Neuropharmacology (2026)
Effinger, D. P., Schalk, S. S., King, J. L. et al. · ACS Pharmacology and Translational Science (2025)
Evans, J., Robinson, O., Ketzitzidou-Argyri, E. et al. · PLOS ONE (2023)
Yang and colleagues note that interest in hallucinogens such as psilocybin, LSD and MDMA has increased because of their growing clinical and recreational use, alongside more permissive policy trends and reduced perceived risk. At the same time, there are unresolved safety questions, including reports of acute cardiovascular effects and a theoretical concern that some hallucinogens might contribute to valvular heart disease (VHD) through prolonged activation of the serotonin 5-HT2B receptor, a mechanism previously implicated in drug-induced valvular fibrosis. The authors emphasise that epidemiological evidence on this possible association is scarce. The study set out to use the All of Us Research Program to explore whether lifetime hallucinogen use was associated with VHD in US adults with linked electronic health record data. The authors present the analysis as exploratory and hypothesis-generating, stating that the cross-sectional design and the single-item lifetime exposure measure limit causal interpretation. They also frame the work as responding to recent FDA guidance encouraging evaluation of potential psychedelic-related VHD.
This was a cross-sectional observational analysis using version 7 of the NIH All of Us Research Program dataset. The researchers included adults aged 18 years or older who had completed the Lifestyle survey. From 413,457 enrolled participants, they excluded those who had not completed that survey, then removed people with congenital heart disease, rheumatic heart disease or Marfan syndrome to reduce pre-existing condition bias, and finally excluded those with missing sociodemographic data. The final analytic sample was 286,842 participants. Lifetime hallucinogen use was self-reported in the Lifestyle survey via a question asking which substances participants had ever used in their lifetime, with hallucinogens described as including LSD, mushrooms, PCP, Special K and ecstasy. The paper grouped several substances under this exposure category, including LSD, psilocybin/mushrooms, MDMA/ecstasy, ketamine and phencyclidine (PCP). VHD was identified from electronic health records using relevant SNOMED diagnostic codes. The study also assessed lifetime smoking, lifetime cannabis use and other illicit substance use, and extracted a range of health conditions from EHRs, including hypertension, hyperlipidaemia, diabetes, coronary arteriosclerosis, obesity, heart failure, lupus and arrhythmia, as well as sociodemographic characteristics from the Basics survey. The researchers first compared participant characteristics by hallucinogen-use status using t-tests and chi-squared tests. They then fitted multivariable logistic regression models to estimate adjusted odds ratios for the association between lifetime hallucinogen use and VHD. Model selection was performed with a bidirectional stepwise approach based on Akaike Information Criterion (AIC); lifetime cannabis use and other illicit substance use were removed from the final model. Collinearity was assessed with adjusted Generalised Standard Error Inflation Factors, and all values were below 1.4. Analyses were performed in R within the All of Us Workbench environment, and statistical significance was set at p<0.05.
The final sample had a mean age of 50.8 years and was 61.4% female, 60.6% White, 53.0% married, 50.2% unemployed and 93.9% insured. About 13.2% reported lifetime hallucinogen use. Compared with non-users, hallucinogen users were younger and more likely to be male, White, non-Hispanic, divorced or never married, employed, and to have at least some college education. They also reported higher rates of smoking, lifetime cannabis use and other illicit substance use, all with p<0.001. In unadjusted analyses, lifetime hallucinogen use was associated with lower odds of VHD, with VHD prevalence of 3.6% among users versus 4.7% among non-users and an odds ratio of 0.76 (95% CI 0.72-0.81; p<0.001). After adjustment, the association reversed direction: lifetime hallucinogen use was associated with modestly higher odds of VHD, with an adjusted odds ratio of 1.08 (95% CI 1.01-1.55; p=0.017). The paper notes that this association was similar in the full model and the AIC-selected final model. The adjusted model also found increased odds of VHD with older age, female sex, other sex category, never-married status, higher income categories and college education. Several health conditions were strongly associated with VHD, including arrhythmia (aOR 3.42), heart failure (aOR 2.74), hyperlipidaemia (aOR 2.34), hypertension (aOR 2.28), coronary arteriosclerosis (aOR 2.00) and lupus (aOR 1.91). Lower odds were reported for lower-income categories, non-Hispanic Black race, uninsured status, lifetime smoking of at least 100 cigarettes, and diabetes diagnosis.
The authors interpret their findings as showing a small but statistically significant association between self-reported lifetime hallucinogen use and EHR-derived VHD after adjustment for sociodemographic factors and health conditions. They describe the study as the first epidemiological analysis of this question and argue that the result is noteworthy given increasing recreational use of hallucinogens and the changing legal and clinical environment. However, they repeatedly stress that the analysis is exploratory and hypothesis-generating rather than confirmatory. They place the finding in the context of earlier theoretical and pharmacological work linking serotonergic drugs to VHD through 5-HT2B receptor activation and valvular fibrosis. The authors also note that the direction of the association changed from apparently protective in the crude analysis to positive after adjustment, which they attribute to confounding because hallucinogen users in the sample were younger and had fewer cardiovascular risk factors. They suggest that this pattern underscores the complexity of the relationship and the need for more robust longitudinal research with better exposure measurement. They also mention that different hallucinogens may differ in 5-HT2B affinity and broader receptor pharmacology, so substance-specific effects may vary. The authors acknowledge several limitations. The cross-sectional design prevents causal inference and does not establish temporality. Lifetime use was self-reported and did not capture frequency, recency or specific substance use in detail, and the broad hallucinogen category may have mixed drugs with different cardiovascular mechanisms, including ketamine and PCP, which are not thought to act through 5-HT2B. They also note potential recall, social desirability and selection bias, residual confounding, and limited representativeness because All of Us uses convenience sampling and oversamples some under-represented groups. They call for prospective longitudinal studies, incorporation of echocardiographic data, and further pharmacological work. In terms of implications, they suggest clinicians and policymakers should be aware of a possible cardiovascular signal and consider monitoring or screening on a case-by-case basis, particularly in frequent users or people engaging in long-term microdosing.
The authors conclude that, despite important limitations, the study detected a potential signal linking hallucinogen use with VHD and that this warrants further, more rigorous clinical research. They emphasise that the findings should not be treated as confirmatory and instead should guide future hypothesis testing. They also state that ongoing research into the cardiovascular effects of hallucinogens is important for individuals, clinicians and policymakers as both recreational and therapeutic use continues to expand.
At the time of our analysis, 413,457 participants were enrolled in version 7 of the All of Us Research Program dataset. We included adults aged ≥18 who had completed the Lifestyle survey, yielding 409,123 participants (99.0% completion rate) and excluding 4,334 participants who did not meet this criterion. To mitigate preexisting condition bias, we further excluded 9,755 participants with congenital heart disease, rheumatic heart disease, or Marfan syndrome based on EHR diagnosis (Supplemental Table). We then removed participants who had missing or omitted sociodemographic variables (n = 112,526), yielding 286,842 participants in our final analytic sample. Figureillustrates the participant flow and exclusion criteria.
Lifetime hallucinogen use was assessed through the Lifestyle survey. Participants were asked: "In your LIFETIME, which of the following substances have you ever used?" with an option for hallucinogens defined as "LSD, acid, mushrooms, PCP, Special K, ecstasy, etc."
We identified valvular heart disease using EHR data based on relevant SNOMED codes (Supplemental Table).
Lifetime use of substances was assessed through the Lifestyle survey. Smoking status was determined by the question: "Have you smoked at least 100 cigarettes in your entire life?" Participants who answered "Yes" were classified as ever smokers, while those who answered "No" were classified as never smokers. The survey also assessed lifetime cannabis use and use of other substances. We combined other substances to include cocaine, methamphetamine, inhalants, sedatives, street opioids, prescription stimulant misuse, and prescription opioid misuse.
We identified other health conditions using electronic health records based on relevant SNOMED codes (Supplemental Table), including hypertension, hyperlipidemia, diabetes, coronary arteriosclerosis, obesity, heart failure, lupus, and cardiac arrhythmia (any type). We identified and adjusted for these health conditions based on known risk factors for valvular heart disease, as established in previous literature).
Sociodemographic information was extracted from participants' survey responses in the All of Us Basics survey. We included age (continuous variable), sex (male, female, other), race/ethnicity (Non-Hispanic [NH] White, NH Asian, NH Black, NH Other, Hispanic), marital status (married, divorced, never married, widowed), annual household income (<$10,000, $10,000-$24,999, $25,000-$34,999, $35,000-$49,999, $50,000-$74,999, $75,000-$99,999, $100,000-$149,999, $150,000-$199,999, ≥$200,000), employment status (employed, not employed), insurance status (insured, not insured), and education status (less than high school, high school, some college, college degree or higher).
We employed descriptive statistics to compare sociodemographic characteristics, other substance use, and health conditions associated with valvular heart disease based on lifetime hallucinogen use status and reported p-values from t-tests and chi-squared tests. We then conducted a multivariable logistic regression analysis using a bidirectional stepwise model selection based on Akaike Information Criterion (AIC) to identify the bestfitting model. This model was used to examine the association between lifetime hallucinogen use and valvular heart disease. The AIC-based selection process removed lifetime cannabis use and lifetime use of other illicit substances from the final model (full model AIC: 77323; final model AIC: 77320), with the remaining covariates retained. Collinearity was assessed using adjusted Generalized Standard Error Inflation Factors (aGSIF); all values were below 1.4, indicating no concerning multicollinearity. We reported adjusted odds ratios (aORs) with 95% confidence intervals (CIs) and corresponding p-values. Statistical significance was defined as p < .05. All analyses were performed using R (version 4.5.0; R Foundation for Statistical Computing, Vienna, Austria) in a Jupyter Notebook within the All of Us Workbench environment.
Of 286,842 participants included in the analysis, the mean (SD) age was 50.8 (16.7) years. The majority of the sample were female (61.4%), White (60.6%), married (53.0%), unemployed (50.2%), insured (93.9%), and college educated (50.4%), and the plurality had annual income <$10,000 (15.8%) (Table). Approximately one in eight participants (13.2%) reported lifetime hallucinogen use. Compared to those without lifetime hallucinogen use, individuals reporting lifetime use were more likely to be younger, male, White, Non-Hispanic, divorced or never married, employed, and to have at least some college education (all p < .001). These individuals were also more likely to report other substance use, including smoking at least 100 cigarettes in their lifetime, lifetime cannabis use, and lifetime use of other illicit substances (all p < .001). Regarding health conditions, individuals reporting lifetime hallucinogen use generally had lower prevalence rates compared to those without lifetime hallucinogen use. They had fewer health conditions, including valvular heart disease (3.6% vs. 4.7%, p < .001), as well as lower rates of hypertension, hyperlipidemia, obesity, diabetes, cardiac arrhythmia, coronary arteriosclerosis, heart failure, and lupus (all p < .001). In the unadjusted analysis, lifetime hallucinogen use was associated with lower odds of valvular heart disease (OR = 0.76, 95% CI: 0.72-0.81, p < .001) (Table). However, after adjusting for potential confounders in the multivariable logistic regression model, the association between lifetime hallucinogen use and valvular heart disease reversed direction, indicating a modest but statistically significant association (aOR = 1.08, 95% CI: 1.01-1.55, p = .017) (Table). Further analysis of the adjusted model revealed several factors associated with increased odds of valvular heart disease. Significantly higher odds were observed for increasing age (aOR = 1.25 per 10-year increase), sex (female, aOR = 1.53; other, aOR = 1.28; reference: male), never married status (aOR = 1.14; reference: married), higher income level ($100,000-$149,999, aOR = 1.09; $150,000-$199,999, aOR = 1.33; ≥$200,000, aOR = 1.40; reference: $50,000-$74,999), and college education (aOR = 1.14; reference: high school). Various health conditions were associated with increased odds of valvular heart disease, including cardiac arrhythmia (aOR = 3.42), heart failure (aOR = 2.74), hyperlipidemia (aOR = 2.34), hypertension (aOR = 2.28), coronary arteriosclerosis (aOR = 2.00), and lupus (aOR = 1.91) (all p < .001). Conversely, significantly lower odds of valvular heart disease were observed for lower-income categories (<$10,000, aOR = 0.86; $10,000-$24,999, aOR = 0.90; $25,000-$34,999, aOR = 0.89; reference: $50,000-$74,999), NH Black race (aOR = 0.89; reference: NH White), uninsured status (aOR = 0.59; reference: insured), lifetime smoking of at least 100 cigarettes (aOR = 0.90), and diabetes diagnosis (aOR = 0.89) (all p < .01).
In this large-scale, exploratory cross-sectional analysis of a diverse, nationwide cohort from the All of Us Research Program, we provide novel insights into the potential association between lifetime hallucinogen use and VHD. Our findings reveal a modest (i.e., small effect size; Chen, Cohen, and Chen 2010) but statistically significant association between self-reported lifetime hallucinogen use and EHR-derived VHD diagnosis, after adjusting for various sociodemographic factors and health conditions. To our knowledge, this is the first epidemiologic study evaluating these potential associations, warranting further investigation in light of the changing legal and clinical landscape surrounding hallucinogens and their increasing recreational use. It is crucial to emphasize that, based on the exploratory analysis of this project, these findings should be considered hypothesis-generating rather than confirmatory, and our results should be interpreted as preliminary evidence that warrants further investigation. Our findings align with theoretical concerns raised in recent literature about potential associations between hallucinogen use and VHD). These concerns stem from various hallucinogens' action on serotonin 5-HT 2B receptors, which has been linked to valvular fibrosis in previous studies of serotonergic drugs. This association was first observed with migraine treatments (methysergide, ergotamine) in the 1960s and has since expanded to include various drug classes such as appetite suppressants (fenfluramine, dexfenfluramine), dopamine agonists (pergolide, cabergoline), and recreational drugs like MDMA. For instance,andindependently reported that fenfluramine and its metabolite, norfenfluramine, drugs known to cause VHD, were potent agonists of 5-HT 2B receptors.conducted an echocardiographic prevalence study in patients taking dopamine agonists for Parkinson's disease and found that moderate to severe regurgitation in any valve was more frequent in patients taking pergolide (23.4%) or cabergoline (28.6%) compared to controls (5.6%). Similarly,reported that 28% of MDMA users had abnormal echocardiographic results compared with none in the control group. Of importance to note is the observed reversal in the direction of association between hallucinogen use and VHD -from a protective relationship in unadjusted analyses to a risk relationship after adjustment -which requires careful interpretation. This pattern likely reflects important confounding factors related to the demographic and health profiles of hallucinogen users in our sample; hallucinogen users in our sample were younger with fewer cardiovascular risk factors (e.g., hypertension, diabetes), naturally leading to lower unadjusted VHD rates. However, after statistically accounting for these differences in multivariable adjustment, we found a modest positive association between hallucinogen use and VHD. Thus, our adjusted findings suggest that lifetime hallucinogen use is associated with modestly increased, not decreased, odds of VHD. This reversal highlights that the relationship between hallucinogen use and VHD is complex and potentially confounded by numerous factors, Note: aOR = adjusted odds ratio. CI = confidence interval. NH = Non-Hispanic. The multivariable model was selected using Akaike Information Criterion (AIC); this process removed lifetime cannabis use and lifetime use of other illicit substances from the final model. The association between hallucinogen use and VHD was consistent in the full model (aOR = 1.08, 95% CI: 1.00-1.16, p = .044) and final model (aOR = 1.08, 95% CI: 1.01-1.55, p = .017). 2 10-year unit. reinforcing the need for more sophisticated longitudinal studies with detailed exposure assessments to better understand any potential causal relationship. Although these drugs belong to various pharmacological classifications, the biological mechanism underlying this association is thought to involve the activation of 5-HT 2B receptors on heart valve leaflets, leading to proliferation of valve interstitial cells and excessive extracellular matrix production. While some drugs like fenfluramine and pergolide were withdrawn from the US market due to these effects, the long-term impact of newer substances such as psychedelics remains unclear and warrants further investigation. It is important to note that different hallucinogens may have varying affinities for the 5-HT 2B receptor, which could result in differential risks for VHD. For example, psilocin binds to the 5-HT 2B receptor with greater affinity than pergolide, a drug with an established association with VHD. Hallucinogens also have complex pharmacology involving multiple receptor systems beyond 5-HT 2B , including other serotonin receptor subtypes and dopamine receptors, which may also influence cardiovascular outcomes and warrant consideration in future research (for additional reviews of receptor binding affinities and pharmacological considerations, see. Furthermore, recent studies have begun to evaluate the cardiovascular safety of psychedelic microdosing directly.found no ventricular or valvular remodeling in mice after 8 weeks of LSD microdosing, noting that 5-HT 2B receptor activation was substantial but short-lived compared to cardiotoxins like d-fenfluramine. In the first clinical study to assess valvulopathy following repeated psychedelic administration in humans,reported no significant cardiac abnormalities on echocardiography after 8 weeks of LSD microdosing. However, both studies were limited to LSD microdosing and short durations. Future pharmacological and clinical research should aim to elucidate these substance-specific risks, determine clinically relevant receptor occupancy thresholds, and evaluate longer-term cardiovascular effects across different hallucinogenic substances. Our study also identified several other variables, including various health conditions, to be associated with VHD, which were largely consistent with existing literature. As expected, we found significantly increased odds of VHD among individuals with cardiac arrhythmia, heart failure, hyperlipidemia, hypertension, coronary arteriosclerosis, and lupus. These findings align with previous research identifying these conditions as risk factors for VHD. Interestingly, our analysis revealed an unexpected negative association between lifetime smoking of at least 100 cigarettes and VHD. This finding contrasts with established literature that generally associates smoking with increased cardiovascular risks. Several factors could explain this discrepancy. First, our measure of smoking ≥100 cigarettes may not adequately capture the nuances of smoking behavior, such as current smoking status, intensity, or duration. Second, there may be unmeasured confounding factors influencing this relationship. Third, potential survival bias may be at play, where smokers with VHD might have lower survival rates and thus be underrepresented in our sample. Finally, differences in healthcare-seeking behavior between smokers and nonsmokers could impact VHD diagnosis rates. This unexpected finding underscores the complexity of VHD etiology and highlights the need for more detailed, longitudinal studies for further clarification. The association between hallucinogen use and VHD observed in our study, while modest, raises important considerations for clinical practice and public health. Healthcare providers should be aware of this potential risk, especially given the increasing prevalence of hallucinogen use. This awareness may inform patient screening practices, particularly for individuals who may be at elevated risk for adverse health outcomes, including those with a history of hallucinogen use disorder, frequent users, and individuals engaging in long-term microdosing. The decision to explore this further, such as with echocardiography screening, should be made on an individual, case-by-case basis, considering the patient's overall risk profile. From a public health perspective, our findings contribute to the ongoing discussion about the safety profile of hallucinogens. As several jurisdictions move toward decriminalization or legalization of certain psychedelics, policymakers should consider these potential risks in their regulatory frameworks. Regulatory frameworks should include monitoring systems for potential cardiovascular effects and education about possible risks, particularly for vulnerable populations.
This study has several important limitations to consider. First, our analysis relies on cross-sectional data, which precludes drawing causal inferences about the relationships between hallucinogen use and health outcomes. Longitudinal studies are needed to establish temporality and directionality of these associations. Second, our measure of hallucinogen use was based on self-reported lifetime use, which does not capture important nuances such as frequency, recency, or type of hallucinogen used. While the All of Us dataset grouped LSD, psilocybin/mushrooms, MDMA/ecstasy, ketamine, and PCP together as hallucinogens, it is important to note that not all of these substances are known to activate 5-HT 2B receptors; specifically, ketamine and PCP are not associated with this mechanism of action. However, according to the 2022 National Survey on Drug Use and Health data, lifetime use of PCP (2.5%) and ketamine (1.8%) among adults aged ≥18 is considerably less prevalent than lifetime use of LSD (12.0%), psilocybin/mushrooms (12.3%), and MDMA/ecstasy (8.6%). This suggests that the potential impact of including ketamine and PCP in our hallucinogen category may be relatively minor compared to the more commonly used substances that do act on 5-HT 2B receptors. Nevertheless, this broad categorization may obscure differential effects of specific substances. Additionally, the definition of hallucinogen use as "LSD, acid, mushrooms, PCP, Special K, ecstasy, etc." may introduce some ambiguity with its openended "etc." designation. However, it is important to note that the survey separately asks about other substances such as cannabis, cocaine, methamphetamine, inhalants, sedatives, street opioids, and misuse of prescription medications in distinct categories within the same questionnaire, thus reducing the likelihood that participants would have included these other substances in their responses to the hallucinogen question. Regarding grouping of hallucinogens and use of lifetime prevalence, it is worth noting that this approach is a common practice in epidemiological research on psychedelics given the scarcity of large-scale surveys that capture such data. For instance, numerous studies have employed lifetime hallucinogen and psychedelic use to investigate associations with a wide range of outcomes, including hypertension, heart disease, cancer, substance use disorders, depression, suicidality, and criminal behavior. Third, All of Us employs convenience sampling and intentionally oversamples communities historically underrepresented in biomedical research. While this approach enhances diversity, our findings may not be fully representative of the US population. Fourth, All of Us relies on survey data and EHR data, which may introduce potential biases; survey responses may be subject to recall bias or social desirability bias, while EHR data may contain misclassification or inconsistencies in diagnoses. Additionally, not all study participants completed the voluntary surveys or provided consent to link their data to EHR records, which may have introduced selection bias. Furthermore, our analytic sample excluded participants with missing sociodemographic data, which could introduce selection bias if missingness is not at random. Fifth, while we adjusted for a number of potential confounders, residual confounding remains a possibility. Unmeasured factors, such as substance use patterns or healthcare-seeking behaviors, could influence both hallucinogen use and health outcomes. Our findings underscore the need for more comprehensive research into the potential associations between hallucinogen use and VHD. Future studies addressing the limitations of our work are needed, along with several other key approaches. Prospective longitudinal studies are needed to establish temporality and assess how different use patterns might affect VHD risk. Additionally, integrating clinical data, particularly echocardiography results, would provide more precise measurements of valvular structure and function. Finally, further investigation into the pharmacological properties of different hallucinogens and their interactions with 5-HT 2B receptors could help elucidate substancespecific risks. These multi-faceted approaches will be essential in developing a more comprehensive understanding of this potential relationship. Such research could ultimately inform clinical practice, public health policy, and harm reduction strategies in both recreational and therapeutic contexts.
In conclusion, notwithstanding the limitations of our study, we detected a potential signal between hallucinogen use and VHD, warranting further and more thorough clinical research to better understand this potential association. Given the exploratory nature of the study, results should not be taken as confirmatory; rather, they should be used to inform hypothesis testing in well-controlled future studies. As both recreational and therapeutic use of hallucinogens continue to expand amid policy changes and clinical developments, ongoing research into their cardiovascular effects remains crucial for informed decision-making by individuals, clinicians, and policymakers alike. OD026554; 1 OT2 OD026557; 1 OT2 OD026556; 1 OT2 OD026550; 1 OT2 OD 026552; 1 OT2 OD026553; 1 OT2 OD026548; 1 OT2 OD026551; 1 OT2 OD026555; IAA #: AOD 16037; Federally Qualified Health Centers: HHSN 263201600085U; Data and Research Center: 5 U2C OD023196; Biobank: 1 U24 OD023121; The Participant Center: U24 OD023176; Participant Technology Systems Center: 1 U24 OD023163; Communications and Engagement: 3 OT2 OD023205; 3 OT2 OD023206; and Community Partners: 1 OT2 OD025277; 3 OT2 OD025315; 1 OT2 OD025337; 1 OT2 OD025276. In addition, the All of Us Research Program would not be possible without the partnership of its participants.
No potential conflict of interest was reported by the author(s).
The work is supported in part by the National Institute on Drug Abuse of the National Institutes of Health under Award Number [T32DA035165] and the Stein Institute for Research on Aging at the University of California San Diego. The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
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