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Association of Pharmaceutical Industry Marketing of Opioid Products With Mortality From Opioid-Related Overdoses
Hadland, Scott E; Rivera-Aguirre, Ariadne; Marshall, Brandon D L; Cerdá, Magdalena
Importance/UNASSIGNED:Prescription opioids are involved in 40% of all deaths from opioid overdose in the United States and are commonly the first opioids encountered by individuals with opioid use disorder. It is unclear whether the pharmaceutical industry marketing of opioids to physicians is associated with mortality from overdoses. Objective/UNASSIGNED:To identify the association between direct-to-physician marketing of opioid products by pharmaceutical companies and mortality from prescription opioid overdoses across US counties. Design, Setting, and Participants/UNASSIGNED:This population-based, county-level analysis of industry marketing information used data from the Centers for Medicare & Medicaid Services Open Payments database linked with data from the Centers for Disease Control and Prevention on opioid prescribing and mortality from overdoses. All US counties were included, with data on overdoses from August 1, 2014, to December 31, 2016, linked to marketing data from August 1, 2013, to December 31, 2015, using a 1-year lag. Statistical analyses were conducted between February 1 and June 1, 2018. Main Outcomes and Measures/UNASSIGNED:County-level mortality from prescription opioid overdoses, total cost of marketing of opioid products to physicians, number of marketing interactions, opioid prescribing rates, and sociodemographic factors. Results/UNASSIGNED:Between August 1, 2013, and December 31, 2015, there were 434 754 payments totaling $39.7 million in nonresearch-based opioid marketing distributed to 67 507 physicians across 2208 US counties. After adjustment for county-level sociodemographic factors, mortality from opioid overdoses increased with each 1-SD increase in marketing value in dollars per capita (adjusted relative risk, 1.09; 95% CI, 1.05-1.12), number of payments to physicians per capita (adjusted relative risk, 1.18; 95% CI, 1.14-1.21, and number of physicians receiving marketing per capita (adjusted relative risk, 1.12; 95% CI, 1.08-1.16). Opioid prescribing rates also increased with marketing and partially mediated the association between marketing and mortality. Conclusions and Relevance/UNASSIGNED:In this study, across US counties, marketing of opioid products to physicians was associated with increased opioid prescribing and, subsequently, with elevated mortality from overdoses. Amid a national opioid overdose crisis, reexamining the influence of the pharmaceutical industry may be warranted.
PMCID:6484875
PMID: 30657529
ISSN: 2574-3805
CID: 3855342
Predictors of self-harm emergency department visits in adolescents: A statewide longitudinal study
Goldman-Mellor, Sidra; Kwan, Kevin; Boyajian, Jonathan; Gruenewald, Paul; Brown, Paul; Wiebe, Deborah; Cerdá, Magdalena
OBJECTIVE:This study investigated patient- and area-level characteristics associated with adolescent emergency department (ED) patients' risk of subsequent ED visits for self-harm. METHOD:Retrospective analysis of adolescent patients presenting to a California ED in 2010 (n = 480,706) was conducted using statewide, all-payer, individually linkable administrative data. We examined associations between multiple predictors of interest (patient sociodemographic factors, prior ED utilization, and residential mobility; and area-level characteristics) and odds of a self-harm ED visit in 2010. Patients with any self-harm in 2010 were followed up over several years to assess predictors of recurrent self-harm. RESULTS:Self-harm patients (n = 5539) were significantly more likely than control patients (n = 16,617) to have prior histories of ED utilization, particularly for mental health problems, substance abuse, and injuries. Residential mobility also increased risk of self-harm, but racial/ethnic minority status and residence in a disadvantaged zipcode decreased risk. Five-year cumulative incidence of recurrent self-harm was 19.3%. Admission as an inpatient at index visit, Medicaid insurance, and prior ED utilization for psychiatric problems or injury all increased recurrent self-harm risk. CONCLUSIONS:A range of patient- and area-level characteristics observable in ED settings are associated with risk for subsequent self-harm among adolescents, suggesting new targets for intervention in this clinical context.
PMCID:6353680
PMID: 30553125
ISSN: 1873-7714
CID: 3855312
Prescription Drug Monitoring Program: Registration and Use by Prescribers and Pharmacists Before and After Legal Mandatory Registration, California, 2010-2017
Shev, Aaron B; Wintemute, Garen J; Cerdá, Magdalena; Crawford, Andrew; Stewart, Susan L; Henry, Stephen G
OBJECTIVES/OBJECTIVE:To estimate the effect of California's prescription drug monitoring program's (PDMP) registration mandate on use of the PDMP. METHODS:We evaluated the effect of California's mandatory PDMP registration law by fitting time series models on the percentage of clinicians registered for California's PDMP and the percentage of clinicians who were active PDMP users (users who created ≥ 1 patient prescription reports in a given month) from 2010 through 2017. We also compared PDMP use among early PDMP adopters (clinicians who registered > 8 months before the mandatory registration deadline) versus late adopters (clinicians who registered ≤ 8 months before the deadline). RESULTS:Mandatory registration was associated with increases in active PDMP users: 53.5% increase for prescribers and 17.9% for pharmacists. Early adopters were 4 times more likely to be active PDMP users than were late adopters. CONCLUSIONS:Mandatory registration was associated with increases in PDMP registration and use, but most new registrants did not become active users. Public Health Implications. Mandatory PDMP registration increases PDMP use but does not result in widespread PDMP usage by all clinicians prescribing controlled substances.
PMCID:6236755
PMID: 30359105
ISSN: 1541-0048
CID: 3855302
Firearm Involvement in Violent Victimization and Mental Health: An Observational Study
Kagawa, Rose M C; Cerda, Magdalena; Rudolph, Kara E; Pear, Veronica A; Keyes, Katherine M; Wintemute, Garen J
PMID: 29913485
ISSN: 1539-3704
CID: 3198992
Reduced Opioid Marketing Could Limit Prescribing Information for Physicians-Reply
Hadland, Scott E; Cerdá, Magdalena; Marshall, Brandon D L
PMID: 30285139
ISSN: 2168-6114
CID: 3855292
Risks and Benefits of Marijuana Use: A National Survey of U.S. Adults
Keyhani, Salomeh; Steigerwald, Stacey; Ishida, Julie; Vali, Marzieh; Cerdá, Magdalena; Hasin, Deborah; Dollinger, Camille; Yoo, Sodahm R; Cohen, Beth E
Background/UNASSIGNED:Despite insufficient evidence regarding its risks and benefits, marijuana is increasingly available and is aggressively marketed to the public. Objective/UNASSIGNED:To understand the public's views on the risks and benefits of marijuana use. Design/UNASSIGNED:Probability-based online survey. Setting/UNASSIGNED:United States, 2017. Participants/UNASSIGNED:16 280 U.S. adults. Measurements/UNASSIGNED:Proportion of U.S. adults who agreed with a statement. Results/UNASSIGNED:The response rate was 55.3% (n = 9003). Approximately 14.6% of U.S. adults reported using marijuana in the past year. About 81% of U.S. adults believe marijuana has at least 1 benefit, whereas 17% believe it has no benefit. The most common benefit cited was pain management (66%), followed by treatment of diseases, such as epilepsy and multiple sclerosis (48%), and relief from anxiety, stress, and depression (47%). About 91% of U.S. adults believe marijuana has at least 1 risk, whereas 9% believe it has no risks. The most common risk identified by the public was legal problems (51.8%), followed by addiction (50%) and impaired memory (42%). Among U.S. adults, 29.2% agree that smoking marijuana prevents health problems. About 18% believe exposure to secondhand marijuana smoke is somewhat or completely safe for adults, whereas 7.6% indicated that it is somewhat or completely safe for children. Of the respondents, 7.3% agree that marijuana use is somewhat or completely safe during pregnancy. About 22.4% of U.S. adults believe that marijuana is not at all addictive. Limitation/UNASSIGNED:Wording of the questions may have affected interpretation. Conclusion/UNASSIGNED:Americans' view of marijuana use is more favorable than existing evidence supports. Primary Funding Source/UNASSIGNED:National Heart, Lung, and Blood Institute.
PMCID:6157909
PMID: 30039154
ISSN: 1539-3704
CID: 3855282
Longitudinal Patterns of Physical Activity Among Older Adults: A Latent Transition Analysis
Mooney, Stephen J; Joshi, Spruha; Cerda, Magdalena; Kennedy, Gary J; Beard, John R; Rundle, Andrew G
Most epidemiologic studies of physical activity measure either total energy expenditure or engagement in a single type of activity, such as walking. These approaches may gloss over important nuances in activity patterns. We performed a latent transition analysis to identify patterns of activity, as well as neighborhood and individual determinants of changes in those activity patterns, over 2 years in a cohort of 2,023 older adult residents of New York, New York, surveyed between 2011 and 2013. We identified 7 latent classes: 1) mostly inactive, 2) walking, 3) exercise, 4) household activities and walking, 5) household activities and exercise, 6) gardening and household activities, and 7) gardening, household activities, and exercise. The majority of subjects retained the same activity patterns between waves (54% unchanged between waves 1 and 2, 66% unchanged between waves 2 and 3). Most latent class transitions were between classes distinguished only by 1 form of activity, and only neighborhood unemployment was consistently associated with changing between activity latent classes. Future latent transition analyses of physical activity would benefit from larger cohorts and longer follow-up periods to assess predictors of and long-term impacts of changes in activity patterns.
PMCID:6030961
PMID: 29762655
ISSN: 1476-6256
CID: 3198492
Association Between Prescription Drug Monitoring Programs and Nonfatal and Fatal Drug Overdoses: A Systematic Review
Fink, David S; Schleimer, Julia P; Sarvet, Aaron; Grover, Kiran K; Delcher, Chris; Castillo-Carniglia, Alvaro; Kim, June H; Rivera-Aguirre, Ariadne E; Henry, Stephen G; Martins, Silvia S; Cerda, Magdalena
Background/UNASSIGNED:Prescription drug monitoring programs (PDMPs) are a key component of the president's Prescription Drug Abuse Prevention Plan to prevent opioid overdoses in the United States. Purpose/UNASSIGNED:To examine whether PDMP implementation is associated with changes in nonfatal and fatal overdoses; identify features of programs differentially associated with those outcomes; and investigate any potential unintended consequences of the programs. Data Sources/UNASSIGNED:Eligible publications from MEDLINE, Current Contents Connect (Clarivate Analytics), Science Citation Index (Clarivate Analytics), Social Sciences Citation Index (Clarivate Analytics), and ProQuest Dissertations indexed through 27 December 2017 and additional studies from reference lists. Study Selection/UNASSIGNED:Observational studies (published in English) from U.S. states that examined an association between PDMP implementation and nonfatal or fatal overdoses. Data Extraction/UNASSIGNED:2 investigators independently extracted data from and rated the risk of bias (ROB) of studies by using established criteria. Consensus determinations involving all investigators were used to grade strength of evidence for each intervention. Data Synthesis/UNASSIGNED:Of 2661 records, 17 articles met the inclusion criteria. These articles examined PDMP implementation only (n = 8), program features only (n = 2), PDMP implementation and program features (n = 5), PDMP implementation with mandated provider review combined with pain clinic laws (n = 1), and PDMP robustness (n = 1). Evidence from 3 studies was insufficient to draw conclusions regarding an association between PDMP implementation and nonfatal overdoses. Low-strength evidence from 10 studies suggested a reduction in fatal overdoses with PDMP implementation. Program features associated with a decrease in overdose deaths included mandatory provider review, provider authorization to access PDMP data, frequency of reports, and monitoring of nonscheduled drugs. Three of 6 studies found an increase in heroin overdoses after PDMP implementation. Limitation/UNASSIGNED:Few studies, high ROB, and heterogeneous analytic methods and outcome measurement. Conclusion/UNASSIGNED:Evidence that PDMP implementation either increases or decreases nonfatal or fatal overdoses is largely insufficient, as is evidence regarding positive associations between specific administrative features and successful programs. Some evidence showed unintended consequences. Research is needed to identify a set of "best practices" and complementary initiatives to address these consequences. Primary Funding Source/UNASSIGNED:National Institute on Drug Abuse and Bureau of Justice Assistance.
PMCID:6015770
PMID: 29801093
ISSN: 1539-3704
CID: 3198692
Association of Pharmaceutical Industry Marketing of Opioid Products to Physicians With Subsequent Opioid Prescribing
Hadland, Scott E; Cerda, Magdalena; Li, Yu; Krieger, Maxwell S; Marshall, Brandon D L
PMID: 29799955
ISSN: 2168-6114
CID: 3198672
An Examination of Parental and Peer Influence on Substance Use and Criminal Offending During the Transition from Adolescence to Adulthood
Beardslee, Jordan; Datta, Sachiko; Byrd, Amy; Meier, Madeline; Prins, Seth; Cerda, Magdalena; Pardini, Dustin
Although peer behavior and parent-child-conflict have been associated with adolescent and young adults' behavior, prior studies have not adequately controlled for selection effects and other confounders, or examined whether associations change across the transition to adulthood or by race. Using annual data from young men followed from 17-26, within-individual change models examined whether substance use or offending increased in the year after boys began affiliating with friends who engaged in substance use/offending and/or experienced increased parent-son-conflict. Moderation analyses tested whether associations varied by age or race. Alcohol use, marijuana use, and offending (Black participants only) increased in the year after boys began affiliating with more peers who engaged in similar behaviors. Associations were strongest during adolescence for substance use. Parent-son conflict was not associated with the outcomes. Findings underscore the importance of developmental and racialized differences in understanding the role of social influences on young men's substance use and offending.
PMID: 30250352
ISSN: 0093-8548
CID: 3314182