1
|
Palzes VA, Chi FW, Metz VE, Sterling S, Asyyed A, Ridout KK, Campbell CI. Addiction Medicine Treatment Utilization by Race/Ethnicity Among Adolescents With Substance Use Problems Before Versus During the COVID-19 Pandemic. J Adolesc Health 2024:S1054-139X(24)00046-6. [PMID: 38416100 DOI: 10.1016/j.jadohealth.2024.01.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 12/22/2023] [Accepted: 01/04/2024] [Indexed: 02/29/2024]
Abstract
PURPOSE To examine changes in addiction medicine treatment utilization during the COVID-19 pandemic among adolescents (aged 13-17 years) and differences by race/ethnicity. METHODS We compared treatment initiation (overall and telehealth), engagement, and 12-week retention between insured adolescents with substance use problems during pre-COVID-19 (March to December 2019, n = 1,770) and COVID-19 (March to December 2020, n = 1,177) using electronic health record data from Kaiser Permanente Northern California. RESULTS Compared to pre-COVID-19, odds of treatment initiation, overall (adjusted odds ratio [95% confidence interval] = 1.42 [1.21-1.67]), and telehealth (5.98 [4.59-7.80]) were higher during COVID-19, but odds of engagement and retention did not significantly change. Depending on the outcome, Asian/Pacific Islander, Black, and Latino/Hispanic (vs. White) adolescents had lower treatment utilization across both periods. Changes in utilization over time did not differ by race/ethnicity. DISCUSSION Addiction medicine treatment initiation increased among insured adolescents during the pandemic, especially via telehealth. Although racial/ethnic disparities in treatment utilization persisted, they did not worsen.
Collapse
Affiliation(s)
- Vanessa A Palzes
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California.
| | - Felicia W Chi
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California
| | - Verena E Metz
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California
| | - Stacy Sterling
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California; Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, California; Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
| | - Asma Asyyed
- Addiction Medicine and Recovery Services, The Permanente Medical Group Northern California, Oakland, California
| | - Kathryn K Ridout
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California; Department of Psychiatry, Kaiser Permanente, Santa Rosa Medical Center, Santa Rosa, California
| | - Cynthia I Campbell
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, California; Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, California; Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
| |
Collapse
|
2
|
Nguyen AP, Palzes VA, Binswanger IA, Ahmedani BK, Altschuler A, Andrade SE, Bailey SR, Clark RE, Haller IV, Hechter RC, Karmali R, Metz VE, Poulsen MN, Roblin DW, Rosa CL, Rubinstein AL, Sanchez K, Stephens KA, Yarborough BJH, Campbell CI. Association of initial opioid prescription duration and an opioid refill by pain diagnosis: Evidence from outpatient settings in ten US health systems. Prev Med 2024; 179:107828. [PMID: 38110159 PMCID: PMC11046737 DOI: 10.1016/j.ypmed.2023.107828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 12/06/2023] [Accepted: 12/15/2023] [Indexed: 12/20/2023]
Abstract
OBJECTIVE The Centers for Disease Control and Prevention's 2022 Clinical Practice Guideline for Prescribing Opioids for Pain cautioned that inflexible opioid prescription duration limits may harm patients. Information about the relationship between initial opioid prescription duration and a subsequent refill could inform prescribing policies and practices to optimize patient outcomes. We assessed the association between initial opioid duration and an opioid refill prescription. METHODS We conducted a retrospective cohort study of adults ≥19 years of age in 10 US health systems between 2013 and 2018 from outpatient care with a diagnosis for back pain without radiculopathy, back pain with radiculopathy, neck pain, joint pain, tendonitis/bursitis, mild musculoskeletal pain, severe musculoskeletal pain, urinary calculus, or headache. Generalized additive models were used to estimate the association between opioid days' supply and a refill prescription. RESULTS Overall, 220,797 patients were prescribed opioid analgesics upon an outpatient visit for pain. Nearly a quarter (23.5%) of the cohort received an opioid refill prescription during follow-up. The likelihood of a refill generally increased with initial duration for most pain diagnoses. About 1 to 3 fewer patients would receive a refill within 3 months for every 100 patients initially prescribed 3 vs. 7 days of opioids for most pain diagnoses. The lowest likelihood of refill was for a 1-day supply for all pain diagnoses, except for severe musculoskeletal pain (9 days' supply) and headache (3-4 days' supply). CONCLUSIONS Long-term prescription opioid use increased modestly with initial opioid prescription duration for most but not all pain diagnoses examined.
Collapse
Affiliation(s)
- Anh P Nguyen
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, CO, United States of America.
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States of America
| | - Ingrid A Binswanger
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, CO, United States of America; Colorado Permanente Medical Group, Denver, CO, United States of America; Division of General Internal Medicine, University of Colorado School of Medicine, Aurora, CO, United States of America; Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, United States of America
| | - Brian K Ahmedani
- Center for Health Policy & Health Services Research, Henry Ford Health, Detroit, MI, United States of America
| | - Andrea Altschuler
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States of America
| | - Susan E Andrade
- Meyers Primary Care Health Institute/Fallon Health, Worcester, MA, United States of America
| | - Steffani R Bailey
- Department of Family Medicine, Oregon Health & Science University, Portland, OR, United States of America
| | - Robin E Clark
- Department of Family Medicine and Community Health, University of Massachusetts Chan School of Medicine, Worcester, MA, United States of America
| | - Irina V Haller
- Essentia Institute of Rural Health, Duluth, MN, United States of America
| | - Rulin C Hechter
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, United States of America; Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, United States of America
| | | | - Verena E Metz
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States of America
| | - Melissa N Poulsen
- Department of Population Health Sciences, Geisinger, Danville, PA, United States of America
| | - Douglas W Roblin
- Mid-Atlantic Permanente Research Institute, Kaiser Permanente, Rockville, MD, United States of America
| | - Carmen L Rosa
- Center for the Clinical Trials Network, National Institute on Drug Abuse, National Institutes of Health, Bethesda, MD, United States of America
| | - Andrea L Rubinstein
- Department of Pain Medicine, The Permanente Medical Group, Santa Rosa, CA, United States of America
| | - Katherine Sanchez
- Baylor Scott & White Research Institute, Dallas, TX, United States of America; School of Social Work, University of Texas at Arlington, Arlington, TX, United States of America
| | - Kari A Stephens
- Department of Family Medicine, University of Washington, Seattle, WA, United States of America
| | - Bobbi Jo H Yarborough
- Kaiser Permanente Northwest Center for Health Research, Portland, OR, United States of America
| | - Cynthia I Campbell
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States of America; Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, United States of America; Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA, United States of America
| |
Collapse
|
3
|
Palzes VA, Chi FW, Weisner C, Kline-Simon AH, Satre DD, Sterling S. Risk profiles of adults with heavy alcohol use: Drinking patterns, behavioral and metabolic factors, health problems, and racial and ethnic disparities. Alcohol Clin Exp Res (Hoboken) 2023; 47:2301-2312. [PMID: 38151789 PMCID: PMC10755251 DOI: 10.1111/acer.15211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 10/13/2023] [Accepted: 10/13/2023] [Indexed: 12/29/2023]
Abstract
BACKGROUND Heavy alcohol use is a growing risk factor for chronic disease, yet little is known about its co-occurrence with other risk factors and health problems. This study aimed to identify risk profiles of adults with heavy alcohol use and examined potential disparities by race and ethnicity. METHODS This cross-sectional study included 211,333 adults with heavy alcohol use (in excess of daily or weekly limits recommended by National Institute on Alcohol Abuse and Alcoholism) between June 1, 2013 and December 31, 2014 in Kaiser Permanente Northern California. Latent class analysis was used to examine how heavy drinking patterns clustered with other behavioral and metabolic risk factors and health problems to form risk profiles. Multinomial logistic regression models were fit to examine associations between race, ethnicity, and risk profiles. RESULTS A 5-class model was selected as best fitting the data and representing clinically meaningful risk profiles: (1) "heavy daily drinking and lower health risks" (DAILY, 44.3%); (2) "substance use disorder and mental health disorder" (SUD/MH, 2.3%); (3) "heavy weekly drinking and lower health risks" (WEEKLY, 19.6%); (4) "heavy daily drinking and more health risks" (DAILY-R, 18.5%); (5) "heavy weekly drinking and more health risks" (WEEKLY-R, 15.3%). American Indian or Alaska Native (AIAN) and Black patients had higher odds than White patients of being in the SUD/MH, DAILY-R, and WEEKLY-R profiles than the DAILY profile. AIAN, Black, and Latino/Hispanic patients had higher odds than White patients of being in the SUD/MH, DAILY-R, and WEEKLY-R profiles rather than the WEEKLY profile. CONCLUSIONS AIAN, Black, and Latino/Hispanic patients with self-reported heavy drinking were more likely to be in risk profiles with greater alcohol consumption, more health risks, and higher morbidity. Targeted, culturally appropriate interventions for heavy alcohol use that may address other modifiable risk factors are needed to work towards health equity.
Collapse
Affiliation(s)
- Vanessa A. Palzes
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
| | - Felicia W. Chi
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
| | - Constance Weisner
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 675 18 Street, San Francisco, CA 94107
| | - Andrea H. Kline-Simon
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
| | - Derek D. Satre
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 675 18 Street, San Francisco, CA 94107
| | - Stacy Sterling
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA, 94612-2304
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 675 18 Street, San Francisco, CA 94107
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine
| |
Collapse
|
4
|
Palzes VA, Chi FW, Metz VE, Sterling S, Asyyed A, Ridout KK, Campbell CI. Overall and Telehealth Addiction Treatment Utilization by Age, Race, Ethnicity, and Socioeconomic Status in California After COVID-19 Policy Changes. JAMA Health Forum 2023; 4:e231018. [PMID: 37204804 PMCID: PMC10199344 DOI: 10.1001/jamahealthforum.2023.1018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 03/21/2023] [Indexed: 05/20/2023] Open
Abstract
Importance Addiction treatment rapidly transitioned to a primarily telehealth modality (telephone and video) during the COVID-19 pandemic, raising concerns about disparities in utilization. Objective To examine whether there were differences in overall and telehealth addiction treatment utilization after telehealth policy changes during the COVID-19 pandemic by age, race, ethnicity, and socioeconomic status. Design, Setting, and Participants This cohort study examined electronic health record and claims data from Kaiser Permanente Northern California for adults (age ≥18 years) with drug use problems before the COVID-19 pandemic (from March 1, 2019, to December 31, 2019) and during the early phase of the COVID-19 pandemic (March 1, 2020, to December 31, 2020; hereafter referred to as COVID-19 onset). Analyses were conducted between March 2021 and March 2023. Exposure The expansion of telehealth services during COVID-19 onset. Main Outcomes and Measures Generalized estimating equation models were fit to compare addiction treatment utilization during COVID-19 onset with that before the COVID-19 pandemic. Utilization measures included the Healthcare Effectiveness Data and Information Set of treatment initiation and engagement (including inpatient, outpatient, and telehealth encounters or receipt of medication for opioid use disorder [OUD]), 12-week retention (days in treatment), and OUD pharmacotherapy retention. Telehealth treatment initiation and engagement were also examined. Differences in changes in utilization by age group, race, ethnicity, and socioeconomic status (SES) were examined. Results Among the 19 648 participants in the pre-COVID-19 cohort (58.5% male; mean [SD] age, 41.0 [17.5] years), 1.6% were American Indian or Alaska Native; 7.5%, Asian or Pacific Islander; 14.3%, Black; 20.8%, Latino or Hispanic; 53.4%, White; and 2.5%, unknown race. Among the 16 959 participants in the COVID-19 onset cohort (56.5% male; mean [SD] age, 38.9 [16.3] years), 1.6% were American Indian or Alaska Native; 7.4%, Asian or Pacific Islander; 14.6%, Black; 22.2%, Latino or Hispanic; 51.0%, White; and 3.2%, unknown race. Odds of overall treatment initiation increased from before the COVID-19 pandemic to COVID-19 onset for all age, race, ethnicity, and SES subgroups except for patients aged 50 years or older; patients aged 18 to 34 years had the greatest increases (adjusted odds ratio [aOR], 1.31; 95% CI, 1.22-1.40). Odds of telehealth treatment initiation increased for all patient subgroups without variation by race, ethnicity, or SES, although increases were greater for patients aged 18 to 34 years (aOR, 7.17; 95% CI, 6.24-8.24). Odds of overall treatment engagement increased (aOR, 1.13; 95% CI, 1.03-1.24) without variation by patient subgroups. Retention increased by 1.4 days (95% CI, 0.6-2.2 days), and OUD pharmacotherapy retention did not change (adjusted mean difference, -5.2 days; 95% CI, -12.7 to 2.4 days). Conclusions In this cohort study of insured adults with drug use problems, there were increases in overall and telehealth addiction treatment utilization after telehealth policies changed during the COVID-19 pandemic. There was no evidence that disparities were exacerbated, and younger adults may have particularly benefited from the transition to telehealth.
Collapse
Affiliation(s)
- Vanessa A. Palzes
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Felicia W. Chi
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Verena E. Metz
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Stacy Sterling
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
| | - Asma Asyyed
- Northern California Addiction Medicine and Recovery Services, The Permanente Medical Group, Inc, Santa Rosa
| | - Kathryn K. Ridout
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- The Permanente Medical Group, Inc, Santa Rosa, California
| | - Cynthia I. Campbell
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
| |
Collapse
|
5
|
Davy-Mendez T, Sarovar V, Levine-Hall T, Lea AN, Sterling SA, Chi FW, Palzes VA, Luu MN, Flamm JA, Hare CB, Williams EC, Bryant KJ, Weisner CM, Silverberg MJ, Satre DD. Characterizing Unhealthy Alcohol Use Patterns and Their Association with Alcohol Use Reduction and Alcohol Use Disorder During Follow-Up in HIV Care. AIDS Behav 2023; 27:1380-1391. [PMID: 36169779 PMCID: PMC10043049 DOI: 10.1007/s10461-022-03873-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/20/2022] [Indexed: 11/25/2022]
Abstract
Outcomes of PWH with unhealthy alcohol use, such as alcohol use reduction or progression to AUD, are not well-known and may differ by baseline patterns of unhealthy alcohol use. Among 1299 PWH screening positive for NIAAA-defined unhealthy alcohol use in Kaiser Permanente Northern California, 2013-2017, we compared 2-year probabilities of reduction to low-risk/no alcohol use and rates of new AUD diagnoses by baseline use patterns, categorized as exceeding: only daily limits (72% of included PWH), only weekly limits (17%), or both (11%), based on NIAAA recommendations. Overall, 73.2% (95% CI 70.5-75.9%) of re-screened PWH reduced to low-risk/no alcohol use over 2 years, and there were 3.1 (95% CI 2.5-3.8%) new AUD diagnoses per 100 person-years. Compared with PWH only exceeding daily limits at baseline, those only exceeding weekly limits and those exceeding both limits were less likely to reduce and likelier to be diagnosed with AUD during follow-up. PWH exceeding weekly drinking limits, with or without exceeding daily limits, may have a potential need for targeted interventions to address unhealthy alcohol use.
Collapse
Affiliation(s)
- Thibaut Davy-Mendez
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA.
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.
- Division of Infectious Diseases, Department of Medicine, University of North Carolina at Chapel Hill, 130 Mason Farm Rd., CB #7030, Chapel Hill, NC, 27599, USA.
| | - Varada Sarovar
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Tory Levine-Hall
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Alexandra N Lea
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Stacy A Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Mitchell N Luu
- Oakland Medical Center, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Jason A Flamm
- Sacramento Medical Center, Kaiser Permanente Northern California, Sacramento, CA, USA
| | - C Bradley Hare
- San Francisco Medical Center, Kaiser Permanente Northern California, San Francisco, CA, USA
| | - Emily C Williams
- Center of Innovation for Veteran Centered and Value-Driven Care, Veterans Affairs Puget Sound, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
| | - Kendall J Bryant
- National Institute on Alcohol Abuse and Alcoholism HIV/AIDS Program, Bethesda, MD, USA
| | - Constance M Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | | | - Derek D Satre
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| |
Collapse
|
6
|
Chi FW, Parthasarathy S, Palzes VA, Kline-Simon AH, Weisner CM, Satre DD, Grant RW, Elson J, Ross TB, Awsare S, Lu Y, Metz VE, Sterling SA. Associations between alcohol brief intervention in primary care and drinking and health outcomes in adults with hypertension and type 2 diabetes: a population-based observational study. BMJ Open 2023; 13:e064088. [PMID: 36657762 PMCID: PMC9853251 DOI: 10.1136/bmjopen-2022-064088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 01/04/2023] [Indexed: 01/20/2023] Open
Abstract
OBJECTIVES To evaluate associations between alcohol brief intervention (BI) in primary care and 12-month drinking outcomes and 18-month health outcomes among adults with hypertension and type 2 diabetes (T2D). DESIGN A population-based observational study using electronic health records data. SETTING An integrated healthcare system that implemented system-wide alcohol screening, BI and referral to treatment in adult primary care. PARTICIPANTS Adult primary care patients with hypertension (N=72 979) or T2D (N=19 642) who screened positive for unhealthy alcohol use between 2014 and 2017. MAIN OUTCOME MEASURES We examined four drinking outcomes: changes in heavy drinking days/past 3 months, drinking days/week, drinks/drinking day and drinks/week from baseline to 12-month follow-up, based on results of alcohol screens conducted in routine care. Health outcome measures were changes in measured systolic and diastolic blood pressure (BP) and BP reduction ≥3 mm Hg at 18-month follow-up. For patients with T2D, we also examined change in glycohaemoglobin (HbA1c) level and 'controlled HbA1c' (HbA1c<8%) at 18-month follow-up. RESULTS For patients with hypertension, those who received BI had a modest but significant additional -0.06 reduction in drinks/drinking day (95% CI -0.11 to -0.01) and additional -0.30 reduction in drinks/week (95% CI -0.59 to -0.01) at 12 months, compared with those who did not. Patients with hypertension who received BI also had higher odds for having clinically meaningful reduction of diastolic BP at 18 months (OR 1.05, 95% CI 1.00 to 1.09). Among patients with T2D, no significant associations were found between BI and drinking or health outcomes examined. CONCLUSIONS Alcohol BI holds promise for reducing drinking and helping to improve health outcomes among patients with hypertension who screened positive for unhealthy drinking. However, similar associations were not observed among patients with T2D. More research is needed to understand the heterogeneity across diverse subpopulations and to study BI's long-term public health impact.
Collapse
Affiliation(s)
- Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Sujaya Parthasarathy
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Andrea H Kline-Simon
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Constance M Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
- Department of Psychiatry, University of California San Francisco, San Francisco, California, USA
| | - Richard W Grant
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Joseph Elson
- Permanente Medical Group, San Francisco, California, USA
| | - Thekla B Ross
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | | | - Yun Lu
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Verena E Metz
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Stacy A Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| |
Collapse
|
7
|
Mora AM, Baker JM, Hyland C, Rodríguez-Zamora MG, Rojas-Valverde D, Winkler MS, Staudacher P, Palzes VA, Gutiérrez-Vargas R, Lindh C, Reiss AL, Eskenazi B, Fuhrimann S, Sagiv SK. Pesticide exposure and cortical brain activation among farmworkers in Costa Rica. Neurotoxicology 2022; 93:200-210. [PMID: 36228750 PMCID: PMC10014323 DOI: 10.1016/j.neuro.2022.10.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 09/12/2022] [Accepted: 10/07/2022] [Indexed: 11/15/2022]
Abstract
BACKGROUND Previous epidemiological studies have reported associations of pesticide exposure with poor cognitive function and behavioral problems. However, these findings have relied primarily on neuropsychological assessments. Questions remain about the neurobiological effects of pesticide exposure, specifically where in the brain pesticides exert their effects and whether compensatory mechanisms in the brain may have masked pesticide-related associations in studies that relied purely on neuropsychological measures. METHODS We conducted a functional neuroimaging study in 48 farmworkers from Zarcero County, Costa Rica, in 2016. We measured concentrations of 13 insecticide, fungicide, or herbicide metabolites or parent compounds in urine samples collected during two study visits (approximately 3-5 weeks apart). We assessed cortical brain activation in the prefrontal cortex during tasks of working memory, attention, and cognitive flexibility using functional near-infrared spectroscopy (fNIRS). We estimated associations of pesticide exposure with cortical brain activation using multivariable linear regression models adjusted for age and education level. RESULTS We found that higher concentrations of insecticide metabolites were associated with reduced activation in the prefrontal cortex during a working memory task. For example, 3,5,6-trichloro-2-pyridinol (TCPy; a metabolite of the organophosphate chlorpyrifos) was associated with reduced activation in the left dorsolateral prefrontal cortex (β = -2.3; 95% CI: -3.9, -0.7 per two-fold increase in TCPy). Similarly, 3-phenoxybenzoic acid (3-PBA; a metabolite of pyrethroid insecticides) was associated with bilateral reduced activation in the dorsolateral prefrontal cortices (β = -3.1; 95% CI: -5.0, -1.2 and -2.3; 95% CI: -4.5, -0.2 per two-fold increase in 3-PBA for left and right cortices, respectively). These associations were similar, though weaker, for the attention and cognitive flexibility tasks. We observed null associations of fungicide and herbicide biomarker concentrations with cortical brain activation during the three tasks that were administered. CONCLUSION Our findings suggest that organophosphate and pyrethroid insecticides may impact cortical brain activation in the prefrontal cortex - neural dynamics that could potentially underlie previously reported associations with cognitive and behavioral function. Furthermore, our study demonstrates the feasibility and utility of fNIRS in epidemiological field studies.
Collapse
Affiliation(s)
- Ana M Mora
- Center for Environmental Research and Community Health (CERCH), School of Public Health, University of California, Berkeley, 1995 University Avenue, Suite 265, Berkeley, CA 94720, USA.
| | - Joseph M Baker
- Center for Interdisciplinary Brain Sciences Research, Division of Brain Sciences, Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, 401 Quarry Road, Stanford, CA 94305, USA
| | - Carly Hyland
- School of Public Health and Population Science, Boise State University, 1910 W University Dr, Boise, ID 83725, USA
| | - María G Rodríguez-Zamora
- Escuela de Ingeniería en Seguridad Laboral e Higiene Ambiental (EISLHA), Instituto Tecnológico de Costa Rica, Calle 15, Avenida 14, 1 km Sur de la Basílica de los Ángeles, Cartago 30101, Provincia de Cartago, Costa Rica
| | - Daniel Rojas-Valverde
- Centro de Investigación y Diagnóstico en Salud y Deporte, Escuela Ciencias del Movimiento Humano y Calidad de Vida, Campus Benjamin Nuñez, Universidad Nacional, Heredia 86-3000, Costa Rica
| | - Mirko S Winkler
- Department of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Socinstrasse 55, 4051 Basel, Switzerland; University of Basel, Peterspl. 1, 4001 Basel, Switzerland
| | - Philipp Staudacher
- Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Ueberlandstrasse 133, 8600 Dübendorf, Switzerland
| | - Vanessa A Palzes
- Drug and Alcohol Research Team at the Kaiser Permanente Northern California's Division of Research, 2000 Broadway, Oakland, CA 94612, USA
| | - Randall Gutiérrez-Vargas
- Centro de Investigación y Diagnóstico en Salud y Deporte, Escuela Ciencias del Movimiento Humano y Calidad de Vida, Campus Benjamin Nuñez, Universidad Nacional, Heredia 86-3000, Costa Rica
| | - Christian Lindh
- Division of Occupational and Environmental Medicine, Institute of Laboratory Medicine, Lund University, Scheelevägen 2, 22363 Lund, Sweden
| | - Allan L Reiss
- Center for Interdisciplinary Brain Sciences Research, Division of Brain Sciences, Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, 401 Quarry Road, Stanford, CA 94305, USA; Department of Radiology, School of Medicine, Stanford University, 401 Quarry Road, Stanford, CA 94305, USA
| | - Brenda Eskenazi
- Center for Environmental Research and Community Health (CERCH), School of Public Health, University of California, Berkeley, 1995 University Avenue, Suite 265, Berkeley, CA 94720, USA
| | - Samuel Fuhrimann
- Department of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Socinstrasse 55, 4051 Basel, Switzerland; University of Basel, Peterspl. 1, 4001 Basel, Switzerland
| | - Sharon K Sagiv
- Center for Environmental Research and Community Health (CERCH), School of Public Health, University of California, Berkeley, 1995 University Avenue, Suite 265, Berkeley, CA 94720, USA
| |
Collapse
|
8
|
Palzes VA, Chi FW, Metz VE, Campbell C, Corriveau C, Sterling S. COVID-19 pandemic-related changes in utilization of telehealth and treatment overall for alcohol use problems. Alcohol Clin Exp Res 2022; 46:2280-2291. [PMID: 36527427 PMCID: PMC9877854 DOI: 10.1111/acer.14961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 09/07/2022] [Accepted: 10/14/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND During the COVID-19 pandemic, specialty alcohol treatment transitioned rapidly to telehealth, which may have created barriers for some patients but increased access for others. This study evaluated the impact of the COVID-19 pandemic on alcohol treatment utilization and potential disparities. METHODS We analyzed electronic health record and claims data from Kaiser Permanente Northern California for adults with alcohol use problems (alcohol use disorder or unhealthy alcohol use diagnoses) during pre-COVID-19 (March to December 2019, n = 32,806) and COVID-19 onset (March to December 2020, n = 26,763). Generalized estimating equation models were fit to examine pre-COVID-19 to COVID-19 onset changes in alcohol treatment initiation, engagement, and retention (days in treatment). Heterogeneity in pre-COVID-19 to COVID-19 onset changes in treatment utilization by age, race, and ethnicity; neighborhood deprivation index (NDI); and comorbid medical and psychiatric disorders were also examined. RESULTS Treatment initiation increased during the COVID-19 onset period (adjusted odds ratio [aOR] = 1.46; 95% CI = 1.41-1.52). The increases in odds of treatment initiation during the COVID-19 onset period compared with the pre-COVID period were largest among patients aged 18-34 years (aOR = 1.59; 95% CI = 1.48-1.71), those without medical conditions (aOR = 1.56; 95% CI = 1.49-1.65), and those without psychiatric disorders (aOR = 1.60; 95% CI = 1.51-1.69). Patients aged 18-34 years (aOR = 5.21; 95% CI = 4.67-5.81), those with the second highest NDIs (aOR = 4.63; 95% CI = 4.12-5.19), and those without medical (aOR = 4.34; 95% CI = 4.06-4.65) or psychiatric comorbidities (aOR = 4.48; 95% CI = 4.11-4.89) had the greatest increases in telehealth treatment initiation from pre-COVID-19 to COVID-19 onset. Treatment engagement and retention also increased during COVID-19 onset, with the greatest increase among patients aged 35-49 years who initiated treatment via telehealth (engagement: aOR = 2.33; 95% CI = 1.91-2.83; retention: adjusted mean difference [aMD] = 3.3 days; 95% CI = 2.6-4.1). We found no significant variation of changes in treatment utilization by race and ethnicity. CONCLUSIONS The transition to telehealth in this healthcare system may have attracted subgroups of individuals who have historically underutilized care for alcohol use problems, particularly younger and healthier adults, without exacerbating pre-pandemic racial and ethnic disparities in treatment utilization.
Collapse
Affiliation(s)
- Vanessa A. Palzes
- Center for Addiction and Mental Health Research, Division of ResearchKaiser Permanente Northern CaliforniaOaklandCaliforniaUSA
| | - Felicia W. Chi
- Center for Addiction and Mental Health Research, Division of ResearchKaiser Permanente Northern CaliforniaOaklandCaliforniaUSA
| | - Verena E. Metz
- Center for Addiction and Mental Health Research, Division of ResearchKaiser Permanente Northern CaliforniaOaklandCaliforniaUSA
| | - Cynthia Campbell
- Center for Addiction and Mental Health Research, Division of ResearchKaiser Permanente Northern CaliforniaOaklandCaliforniaUSA,Department of Psychiatry and Behavioral SciencesWeill Institute for Neurosciences, University of California, San FranciscoSan FranciscoCaliforniaUSA,Department of Health Systems ScienceKaiser Permanente Bernard J. Tyson School of MedicinePasadenaCaliforniaUSA
| | - Caroline Corriveau
- The Permanente Medical GroupAddiction Medicine and Recovery ServicesOaklandCaliforniaUSA
| | - Stacy Sterling
- Center for Addiction and Mental Health Research, Division of ResearchKaiser Permanente Northern CaliforniaOaklandCaliforniaUSA,Department of Psychiatry and Behavioral SciencesWeill Institute for Neurosciences, University of California, San FranciscoSan FranciscoCaliforniaUSA,Department of Health Systems ScienceKaiser Permanente Bernard J. Tyson School of MedicinePasadenaCaliforniaUSA
| |
Collapse
|
9
|
Metz VE, Palzes VA, Kline-Simon AH, Chi FW, Weisner CM, Sterling SA. Predicting severe alcohol use disorders in primary care using number of heavy drinking days. Addiction 2022; 117:2847-2854. [PMID: 35852025 DOI: 10.1111/add.16000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2021] [Accepted: 06/24/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND AND AIMS Although screening for unhealthy alcohol use is becoming more common, severe alcohol use disorders (AUDs) associated with the most severe medical and socio-economic sequelae still often go unidentified in primary care. To improve identification of severe AUDs and aid clinical decision-making, we aimed to identify a threshold of heavy drinking days (HDDs) associated with severe AUDs. DESIGN, SETTING AND CASES This cohort study analyzed electronic health record data of 138 765 adults who reported ≥ 1 HDD (4+ drinks/occasion for women and men aged ≥ 65 years, 5+ for men aged 18-64 years) during a 3-month period at a routine alcohol screening in primary care in a large Northern California, USA health-care system from 2014 to 2017. Our sample was 66.5% male, 59.7% white, 11.0% Asian/Pacific Islander, 5.0% black, 17.4% Latino/Hispanic and 7.0% other/unknown race/ethnicity; the mean age was 40.6 years (standard deviation = 15.2). MEASUREMENTS We compared sensitivity and specificity of different thresholds of the reported number of HDDs during a 3-month period for predicting severe AUD diagnoses in the following year, in the full sample and by sex and age. FINDINGS The prevalence of severe AUD diagnoses in the year after the screening was 0.6%. The optimal threshold predicting future severe AUD diagnoses in the full sample was ≥ 5 HDDs during a 3-month period [sensitivity = 68.9%, 95% confidence interval (CI) = 65.9, 72.0; specificity = 63.2%, 95% CI = 62.9, 63.4], but varied by sex and age. Women had a lower threshold than men (4 versus 6 HDDs), which decreased as women aged (from 5 HDDs among 18-24 years to 4 HDDs ≥ 25 years), but increased as men aged (from 5 HDDs among 18-24 years to 6 HDDs among 25-64 years, to 7 HDDs ≥ 65 years). CONCLUSIONS Five or more heavy drinking days in a 3-month period may indicate heightened risk of future severe alcohol use disorder in an adult primary care population. The optimal thresholds are lower for women than for men, and thresholds decrease as women age but increase as men age.
Collapse
Affiliation(s)
- Verena E Metz
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA
| | - Vanessa A Palzes
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA
| | - Andrea H Kline-Simon
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA
| | - Felicia W Chi
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA
| | - Constance M Weisner
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA.,UCSF Department of Psychiatry and Behavioral Sciences, San Francisco, CA, USA
| | - Stacy A Sterling
- Kaiser Permanente Division of Research, Center for Addiction and Mental Health Research, Oakland, CA, USA.,UCSF Department of Psychiatry and Behavioral Sciences, San Francisco, CA, USA.,Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA
| |
Collapse
|
10
|
Chi FW, Parthasarathy S, Palzes VA, Kline-Simon AH, Metz VE, Weisner C, Satre DD, Campbell CI, Elson J, Ross TB, Lu Y, Sterling SA. Alcohol brief intervention, specialty treatment and drinking outcomes at 12 months: Results from a systematic alcohol screening and brief intervention initiative in adult primary care. Drug Alcohol Depend 2022; 235:109458. [PMID: 35453082 PMCID: PMC10122418 DOI: 10.1016/j.drugalcdep.2022.109458] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 04/04/2022] [Accepted: 04/07/2022] [Indexed: 12/26/2022]
Abstract
BACKGROUND Alcohol screening, brief intervention and referral to treatment (SBIRT) in adult primary care is an evidence-based, public health strategy to address unhealthy alcohol use, but evidence of effectiveness of alcohol brief intervention (ABI) in real-world implementation is lacking. METHODS We fit marginal structural models with inverse probability weighting to estimate the causal effects of ABI on 12-month drinking outcomes using longitudinal electronic health records data for 312,056 adults with a positive screening result for unhealthy drinking between 2014 and 2017 in a large healthcare system that implemented systematic primary care-based SBIRT. We examined effects of ABI with and without adjusting for receipt of specialty alcohol use disorder (AUD) treatment, and whether effects varied by patient demographic characteristics and alcohol use patterns. RESULTS Receiving ABI resulted in significantly greater reductions in heavy drinking days (mean difference [95% CI] = -0.26 [-0.45, -0.08]), drinking days per week (-0.04 [-0.07, -0.01]), drinks per drinking day (-0.05 [-0.08, -0.02]) and drinks per week (-0.16 [-0.27, -0.04]). Effects of ABI on 12-month drinking outcomes varied by baseline consumption level, age group and whether patients already had an AUD, with better improvement in those who were drinking at levels exceeding only daily limits, younger, and without an AUD. CONCLUSIONS Systematic ABI in adult primary care has the potential to reduce drinking among people with unhealthy drinking considerably on both an individual and population level. More research is needed to help optimize ABI, in particular tailoring it to diverse sub-populations, and studying its long-term public health impact.
Collapse
Affiliation(s)
- Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA.
| | - Sujaya Parthasarathy
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Andrea H Kline-Simon
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Verena E Metz
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA; Department of Psychiatry, Weill Institute of Neurosciences, University of California, 401 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Cynthia I Campbell
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Joseph Elson
- The Permanente Medical Group, 1600 Owens Street, San Francisco, CA 94158, USA
| | - Thekla B Ross
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Yun Lu
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Stacy A Sterling
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| |
Collapse
|
11
|
Metz VE, Palzes VA, Kline-Simon AH, Chi FW, Campbell CI, Weisner CM, Sterling SA. Substance use disorders among primary care patients screening positive for unhealthy alcohol use. Fam Pract 2022; 39:226-233. [PMID: 34964877 PMCID: PMC8947771 DOI: 10.1093/fampra/cmab171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Despite high prevalence of polysubstance use, recent data on concurrent alcohol use in patients with specific substance use disorders (SUDs) are lacking. OBJECTIVE To examine associations between specific SUDs and alcohol consumption levels. METHODS Using electronic health record data, we conducted a cross-sectional study of 2,720,231 primary care adults screened for alcohol use between 2014 and 2017 at Kaiser Permanente Northern California. Alcohol consumption levels were categorized as no reported use, low-risk use, and unhealthy use (exceeding daily, weekly, or both recommended drinking limits). Using multinomial logistic regression, and adjusting for sociodemographic and health characteristics, we examined the odds of reporting each alcohol consumption level in patients with a prior-year SUD diagnosis (alcohol, cannabis, cocaine, inhalant, opioid, sedative/anxiolytic, stimulant, other drug, nicotine, any SUD except nicotine) compared to those without. RESULTS The sample was 52.9% female, 48.1% White; the mean age was 46 years (SD = 18). Patients with SUDs were less likely to report low-risk alcohol use relative to no use compared with patients without SUDs. Patients with alcohol or nicotine use disorder had higher odds of reporting unhealthy alcohol use relative to no use; however, patients with all other SUDs (except cocaine) had lower odds. Among patients who reported any alcohol use (n = 861,427), patients with SUDs (except opioid) had higher odds of exceeding recommended limits than those without. CONCLUSION The associations of unhealthy alcohol use and SUDs suggest that screening for both alcohol and drug use in primary care presents a crucial opportunity to prevent and treat SUDs early.
Collapse
Affiliation(s)
- Verena E Metz
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA
| | - Vanessa A Palzes
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA
| | - Andrea Hessel Kline-Simon
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA
| | - Felicia W Chi
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA
| | - Cynthia I Campbell
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, USA.,Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, 100 S. Los Robles Ave, Pasadena, CA 91101, USA
| | - Constance M Weisner
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, USA
| | - Stacy A Sterling
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland, CA 94612, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, USA.,Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, 100 S. Los Robles Ave, Pasadena, CA 91101, USA
| |
Collapse
|
12
|
Palzes VA, Kline-Simon AH, Satre DD, Sterling S, Weisner C, Chi FW. Predictors of early and sustained cessation of heavy drinking over 5 years among adult primary care patients. Addiction 2022; 117:82-95. [PMID: 34159681 PMCID: PMC8664973 DOI: 10.1111/add.15612] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 03/11/2021] [Accepted: 06/09/2021] [Indexed: 01/03/2023]
Abstract
AIMS To identify factors asociated with early and sustained cessation of heavy drinking. DESIGN Retrospective cohort study over 5 years. SETTING Kaiser Permanente Northern California, United States. PARTICIPANTS Adults reporting heavy drinking during primary care-based alcohol screening between 1 June 2013 and 31 May 2014. The sample (n = 85 434) was 40.7% female and 33.8% non-white; mean age was 50.3 years (standard deviation = 18.1). MEASUREMENTS Following US guidelines, early and sustained cessation of heavy drinking was defined as reporting lower-risk drinking or abstinence at 1 year and to 5 years after achieving early cessation, respectively. Associations between patient characteristics and service use and cessation outcomes were examined using logistic regression with inverse probability weights addressing attrition. FINDINGS Nearly two-thirds of participants achieved early cessation of heavy drinking. Women [odds ratio (OR) = 1.39, 95% confidence interval (CI) = 1.35, 1.44], middle-age (35-64 years: ORs = 1.16-1.19), non-white race/ethnicity (ORs = 1.03-1.57), medical conditions (OR = 1.05, 95% CI = 1.04, 1.06), psychiatric (OR = 1.10, 95% CI = 1.06, 1.15) and drug use disorders (OR = 1.35, 95% CI = 1.17, 1.56) and addiction treatment (OR = 1.19, 95% CI = 1.09, 1.30) were associated with higher odds of early cessation, while older age (≥ 65 years: OR = 0.91, 95% CI = 0.86, 0.96), smoking (OR = 0.81, 95% CI = 0.77, 0.84), higher index drinking levels (exceeding both daily and weekly limits: OR = 0.30, 95% CI = 0.29, 0.32) and psychiatric treatment (OR = 0.91, 95% CI = 0.84, 0.99) were associated with lower odds. Among those who achieved early cessation (n = 19 200), 60.0% sustained cessation. Associations between patient factors and sustained cessation paralleled those observed in analyses of early cessation. Additionally, routine primary care (OR = 1.57, 95% CI = 1.44, 1.71) and addiction treatment post-1 year (OR = 1.41, 95% CI = 1.19, 1.66) were associated with higher odds of sustained cessation. Lower-risk drinking versus abstinence at 1 year was associated with lower odds of sustained cessation (OR = 0.62, 95% CI = 0.57, 0.66). CONCLUSIONS Nearly two-thirds of a large, diverse sample of patients who reported heavy drinking in a Californian health-care system achieved early and sustained cessation of heavy drinking. Vulnerable subgroups (i.e. non-white patients and those with psychiatric disorders), patients who received routine primary care and those who received addiction treatment were more likely to sustain cessation of heavy drinking than other participants.
Collapse
Affiliation(s)
- Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | | | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Stacy Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| |
Collapse
|
13
|
Metz VE, Palzes VA, Chi FW, Campbell CI, Sterling SA. Alcohol Use Among Young Adults in Northern California During the COVID-19 Pandemic-An Electronic Health Records-Based Study. Front Psychiatry 2022; 13:883306. [PMID: 35903628 PMCID: PMC9315391 DOI: 10.3389/fpsyt.2022.883306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 06/21/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Individuals globally were affected by the COVID-19 pandemic in myriad of ways, including social isolation and economic hardship, resulting in negative impacts on mental health and substance use. Young adults have been subjected to extraordinary challenges such as job loss, virtual school, or childcare issues, but have received limited attention from research so far. METHODS Using electronic health record data from a large integrated healthcare system in Northern California, this longitudinal observational study examined changes in the prevalence of unhealthy alcohol use (identified via systematic alcohol screening in adult primary care) from pre- (3/1/2019-12/31/2019) to post-COVID onset (3/1/2020-12/31/2020) among young adults (18-34 years). Among the 663,111 and 627,095 young adults who utilized primary care in the pre- and post-COVID onset periods, 342,889 (51.9%) and 186,711 (29.8%) received alcohol screening, respectively. We fit generalized estimating equation Poisson models to estimate the change in prevalence of unhealthy alcohol use from pre- to post-COVID onset among those who were screened, while using inverse probability weighting to account for potential selection bias of receiving alcohol screening. Heterogeneity in the change of prevalence by patient characteristics was also examined. RESULTS Overall, the unadjusted prevalence of unhealthy alcohol use slightly decreased from 9.2% pre-COVID to 9.0% post-COVID onset. After adjusting for patient covariates, the prevalence of unhealthy alcohol use decreased by about 2% [adjusted prevalence ratio (aPR) = 0.98, 95% CI = 0.96, 1.00]. The prevalence of unhealthy alcohol use increased among women by 8% (aPR = 1.08, 95% CI = 1.06, 1.11), patients 18-20 years by 7% (aPR = 1.07, 95% CI = 1.00, 1.15), and Latino/Hispanic patients by 7% (aPR = 1.07, 95% CI = 1.03, 1.11). While the prevalence of unhealthy alcohol use decreased among men by 12% (aPR = 0.88, 95% CI = 0.86, 0.90), patients 21-34 years by 2% (aPR = 0.98, 95% CI = 0.96, 0.99), White patients by 3% (95% CI = 0.95, 1.00), and patients living in neighborhoods with the lowest deprivation indices by 9% (aPR = 0.91, 95% CI = 0.88, 0.94), their unadjusted prevalence remained higher than their counterparts post-COVID onset. There was no variation in the change of prevalence by comorbid mental health conditions or drug use disorders. CONCLUSIONS While changes in unhealthy alcohol use prevalence among young adults were small, findings raise concerns over increased drinking among women, those younger than the U.S. legal drinking age, and Latino/Hispanic patients.
Collapse
Affiliation(s)
- Verena E Metz
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, CA, United States
| | - Vanessa A Palzes
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, CA, United States
| | - Felicia W Chi
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, CA, United States
| | - Cynthia I Campbell
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States.,Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, United States
| | - Stacy A Sterling
- Center for Addiction and Mental Health Research, Kaiser Permanente Division of Research, Oakland, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States.,Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, United States
| |
Collapse
|
14
|
Davy-Mendez T, Sarovar V, Levine-Hall T, Lea AN, Sterling SA, Chi FW, Palzes VA, Bryant KJ, Weisner CM, Silverberg MJ, Satre DD. Treatment for alcohol use disorder among persons with and without HIV in a clinical care setting in the United States. Drug Alcohol Depend 2021; 229:109110. [PMID: 34700145 PMCID: PMC8671330 DOI: 10.1016/j.drugalcdep.2021.109110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 09/10/2021] [Accepted: 09/23/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Alcohol use disorders (AUD) can lead to poor health outcomes. Little is known about AUD treatment among persons with HIV (PWH). In an integrated health system in Northern California, 2014-2017, we compared AUD treatment rates between PWH with AUD and persons without HIV (PWoH) with AUD. METHODS Using Poisson regression with GEE, we estimated prevalence ratios (PRs) comparing the annual probability of receiving AUD treatment (behavioral intervention or dispensed medication), adjusted for sociodemographics, psychiatric comorbidities, insurance type, and calendar year. Among PWH, we examined independent AUD treatment predictors using PRs adjusted for calendar year only. RESULTS PWH with AUD (N = 633; 93% men, median age 49) were likelier than PWoH with AUD (N = 7006; 95% men, median age 52) to have depression (38% vs. 21%) and a non-alcohol substance use disorder (SUD, 48% vs. 25%) (both P < 0.01). Annual probabilities of receiving AUD treatment were 45.4% for PWH and 34.4% for PWoH. After adjusting, there was no difference by HIV status (PR 1.02 [95% CI 0.94-1.11]; P = 0.61). Of treated PWH, 59% received only a behavioral intervention, 5% only a medication, and 36% both, vs. 67%, 4%, 30% for treated PWoH, respectively. Irrespective of HIV status, the most common medication was gabapentin. Among PWH, receiving AUD treatment was associated with having depression (PR 1.78 [1.51-2.10]; P < 0.01) and another SUD (PR 2.68 [2.20-3.27]; P < 0.01). CONCLUSIONS PWH with AUD had higher AUD treatment rates than PWoH with AUD in unadjusted but not adjusted analyses, which may be explained by higher psychiatric comorbidity burden among PWH.
Collapse
Affiliation(s)
- Thibaut Davy-Mendez
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, 401 Parnassus Ave, San Francisco, CA 94143, USA; Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA.
| | - Varada Sarovar
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Tory Levine-Hall
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Alexandra N. Lea
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Stacy A. Sterling
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Felicia W. Chi
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Vanessa A. Palzes
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Kendall J. Bryant
- National Institute on Alcohol Abuse and Alcoholism HIV/AIDS Program, Bethesda, MD, 20892-7003, USA
| | - Constance M. Weisner
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Michael J. Silverberg
- Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| | - Derek D. Satre
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Ave, San Francisco, CA 94143, USA,Division of Research, Kaiser Permanente Northern California, 2000 Broadway, Oakland, CA 94612, USA
| |
Collapse
|
15
|
Palzes VA, Farokhnia M, Kline-Simon AH, Elson J, Sterling S, Leggio L, Weisner C, Chi FW. Effectiveness of spironolactone dispensation in reducing weekly alcohol use: a retrospective high-dimensional propensity score-matched cohort study. Neuropsychopharmacology 2021; 46:2140-2147. [PMID: 34341493 PMCID: PMC8505557 DOI: 10.1038/s41386-021-01117-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 07/19/2021] [Accepted: 07/21/2021] [Indexed: 11/09/2022]
Abstract
There is a need to increase the armamentarium of pharmacotherapies for alcohol use disorder (AUD). Recent research suggests that mineralocorticoid receptor (MR) antagonism via spironolactone may represent a novel pharmacological treatment for AUD. We conducted a pharmacoepidemiologic retrospective cohort study (June 1, 2014 to May 31, 2018) to examine whether spironolactone dispensation (≥90 continuous days), for any indication, is associated with changes in weekly alcohol use about 6 months later. We compared 523 spironolactone-treated adults and 2305 untreated adults, matched on high-dimensional propensity scores created from a set of predefined (sociodemographic and health characteristics, diagnoses, and service utilization) and empirical electronic health record-derived covariates. The sample was 57% female and 27% non-White with a mean age of 59.2 years (SD = 19.3). Treated patients reduced their weekly alcohol use by 3.50 drinks (95% CI = -4.22, -2.79), while untreated patients reduced by 2.74 drinks (95% CI = -3.22, -2.26), yielding a significant difference of 0.76 fewer drinks (95% CI = -1.43, -0.11). Among those who drank >7 drinks/week at baseline, treated patients, compared to untreated patients, reported a greater reduction in weekly alcohol use by 4.18 drinks (95% CI = -5.38, -2.97), while there was no significant difference among those who drank less. There was a significant dose-response relationship between spironolactone dosage and change in drinks/week. Pending additional evidence on its safety and efficacy in individuals with AUD, spironolactone (and MR blockade, at large) may hold promise as a pharmacotherapy for AUD.
Collapse
Affiliation(s)
- Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.
| | - Mehdi Farokhnia
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, National Institutes of Health, Baltimore and Bethesda, MD, USA
- Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | | | - Joseph Elson
- The Permanente Medical Group, San Francisco, CA, USA
| | - Stacy Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Lorenzo Leggio
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, National Institutes of Health, Baltimore and Bethesda, MD, USA
- Medication Development Program, National Institute on Drug Abuse Intramural Research Program, National Institutes of Health, Baltimore, MD, USA
- Center for Alcohol and Addiction Studies, Department of Behavioral and Social Sciences, Brown University, Providence, RI, USA
- Division of Addiction Medicine, Department of Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, USA
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| |
Collapse
|
16
|
Lu Y, Chi FW, Parthasarathy S, Palzes VA, Kline-Simon AH, Metz VE, Weisner C, Satre DD, Campbell CI, Elson J, Ross TB, Awsare SV, Sterling SA. Patient and provider factors associated with receipt and delivery of brief interventions for unhealthy alcohol use in primary care. Alcohol Clin Exp Res 2021; 45:2179-2189. [PMID: 34486124 DOI: 10.1111/acer.14702] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 08/06/2021] [Accepted: 08/15/2021] [Indexed: 12/14/2022]
Abstract
BACKGROUND Unhealthy alcohol use is a serious and costly public health problem. Alcohol screening and brief interventions are effective in reducing unhealthy alcohol consumption. However, rates of receipt and delivery of brief interventions vary significantly across healthcare settings, and relatively little is known about the associated patient and provider factors. METHODS This study examines patient and provider factors associated with the receipt of brief interventions for unhealthy alcohol use in an integrated healthcare system, based on documented brief interventions in the electronic health record. Using multilevel logistic regression models, we retrospectively analyzed 287,551 adult primary care patients (and their 2952 providers) who screened positive for unhealthy drinking between 2014 and 2017. RESULTS We found lower odds of receiving a brief intervention among patients exceeding daily or weekly drinking limits (vs. exceeding both limits), females, older age groups, those with higher medical complexity, and those already diagnosed with alcohol use disorders. Patients with other unhealthy lifestyle activities (e.g., smoking, no/insufficient exercise) were more likely to receive a brief intervention. We also found that female providers and those with longer tenure in the health system were more likely to deliver brief interventions. CONCLUSIONS These findings point to characteristics that can be targeted to improve universal receipt of brief intervention.
Collapse
Affiliation(s)
- Yun Lu
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Sujaya Parthasarathy
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Andrea H Kline-Simon
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Verena E Metz
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California, USA
| | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California, USA
| | - Cynthia I Campbell
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California, USA
| | - Joseph Elson
- The Permanente Medical Group, San Francisco, California, USA
| | - Thekla B Ross
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Sameer V Awsare
- The Permanente Medical Group, TPMG Executive Offices, Oakland, California, USA
| | - Stacy A Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA.,Department of Psychiatry and Behavioral Sciences, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California, USA
| |
Collapse
|
17
|
Palzes VA, Kline-Simon AH, Satre DD, Sterling S, Weisner C, Chi FW. Remission From Unhealthy Drinking Among Patients With an Alcohol Use Disorder: A Longitudinal Study Using Systematic, Primary Care-Based Alcohol Screening Data. J Stud Alcohol Drugs 2020. [PMID: 32800079 DOI: 10.15288/jsad.2020.81.436] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE Using electronic health record (EHR) data from a systematic, primary care-based alcohol screening, brief intervention, and referral to treatment (SBIRT) initiative within a health system, we examined correlates of remission from unhealthy drinking among patients with an alcohol use disorder (AUD). METHOD We conducted a longitudinal study of 4,078 adults with AUD who screened positive for unhealthy drinking between October 1, 2015, and September 30, 2016. We extracted EHR data up to 3 years after screening until October 1, 2018. We used survival analysis to examine associations between remission (i.e., reporting abstinence or low-risk drinking at a subsequent screening) and patient characteristics, comorbidities, and treatment utilization. RESULTS The median time to remission from unhealthy drinking was 1.7 years. Factors significantly associated with greater odds of remitting from unhealthy drinking during follow-up were female gender; older age (50-64 years); Black or Latino/Hispanic race/ethnicity; having more medical comorbidities; not having a comorbid drug use disorder; lower alcohol consumption levels; and receiving addiction medicine treatment before the index screening. In the first follow-up year, individuals with mental health comorbidities were more likely to remit, but those in psychiatric treatment were less likely. Receiving addiction treatment during follow-up was not associated with remission. CONCLUSIONS Ethnic minorities and individuals with mental illness were more likely to remit, which is encouraging given the health disparities observed among these clinically important subgroups and warrants further research. Our findings may inform research on AUD recovery and clinical practice, as remission from unhealthy drinking is a crucial component of the early stages of recovery.
Collapse
Affiliation(s)
- Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Andrea H Kline-Simon
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, California.,Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California
| | - Stacy Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, California.,Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| |
Collapse
|
18
|
Palzes VA, Parthasarathy S, Chi FW, Kline-Simon AH, Lu Y, Weisner C, Ross TB, Elson J, Sterling SA. Associations Between Psychiatric Disorders and Alcohol Consumption Levels in an Adult Primary Care Population. Alcohol Clin Exp Res 2020; 44:2536-2544. [PMID: 33151592 PMCID: PMC7756330 DOI: 10.1111/acer.14477] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 09/20/2020] [Indexed: 12/17/2022]
Abstract
Background Unhealthy alcohol use frequently co‐occurs with psychiatric disorders; however, little is known about the relationship between psychiatric disorders and alcohol consumption levels. Understanding varying levels of unhealthy alcohol use among individuals with a variety of psychiatric disorders in primary care would provide valuable insight for tailoring interventions. Methods We conducted a cross‐sectional study of 2,720,231 adult primary care patients screened for unhealthy alcohol use between 2014 and 2017 at Kaiser Permanente Northern California, using electronic health record data. Alcohol consumption level was classified as no reported use, low‐risk use, and unhealthy use, per National Institute on Alcohol Abuse and Alcoholism guidelines. Unhealthy use was further differentiated into mutually exclusive groups: exceeding only daily limits, exceeding only weekly limits, or exceeding both daily and weekly limits. Multivariable multinomial logistic regression models were fit to examine associations between 8 past‐year psychiatric disorders (depression, bipolar disorder, anxiety disorder, obsessive–compulsive disorder, schizophrenia, schizoaffective disorder, anorexia nervosa, and bulimia nervosa) and alcohol consumption levels, adjusting for sociodemographic and health characteristics. Results In the full sample [53% female, 48% White, mean (SD) age = 46 (18) years], patients with psychiatric disorders (except eating disorders), compared to those without, had lower odds of reporting low‐risk and unhealthy alcohol use relative to no use. Among patients who reported any alcohol use (n = 861,427), patients with depression and anxiety disorder, compared to those without, had higher odds of exceeding only weekly limits and both limits; patients with bulimia nervosa were also more likely to exceed both limits. Conclusions Findings suggest that patients with anxiety disorder, depression, and bulimia nervosa who drink alcohol are more likely to exceed recommended limits, increasing risk of developing more serious problems. Health systems and clinicians may wish to consider implementing more robust screening, assessment, and intervention approaches to support these vulnerable subgroups in limiting their drinking.
Collapse
Affiliation(s)
- Vanessa A Palzes
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Sujaya Parthasarathy
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Felicia W Chi
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Andrea H Kline-Simon
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Yun Lu
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Constance Weisner
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA.,Department of Psychiatry, (CW), Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California, USA
| | - Thekla B Ross
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| | - Joseph Elson
- The Permanente Medical Group, (JE), San Francisco, California, USA
| | - Stacy A Sterling
- From the, Division of Research, (VAP, SP, FWC, AHK-S, YL, CW, TBR, SAS), Kaiser Permanente Northern California, Oakland, California, USA
| |
Collapse
|
19
|
Satre DD, Palzes VA, Young-Wolff KC, Parthasarathy S, Weisner C, Guydish J, Campbell CI. Healthcare utilization of individuals with substance use disorders following Affordable Care Act implementation in a California healthcare system. J Subst Abuse Treat 2020; 118:108097. [PMID: 32972648 DOI: 10.1016/j.jsat.2020.108097] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Revised: 06/24/2020] [Accepted: 07/25/2020] [Indexed: 01/08/2023]
Abstract
BACKGROUND Practitioners expected the Affordable Care Act (ACA) to increase availability of health services and access to treatment for Americans with substance use disorders (SUDs). Yet research has not examined the associations among ACA enrollment mechanisms, deductibles, and the use of SUD treatment and other healthcare services. Understanding these relationships can inform future healthcare policy. METHODS We conducted a longitudinal analysis of patients with SUDs newly enrolled in the Kaiser Permanente Northern California health system in 2014 (N = 6957). Analyses examined the likelihood of service utilization (primary care, specialty SUD treatment, psychiatry, inpatient, and emergency department [ED]) over three years after SUD diagnosis, and associations with enrollment mechanisms (ACA Exchange vs. other), deductibles (none, $1-$999 [low] and ≥$1000 [high]), membership duration, psychiatric comorbidity, and demographic characteristics. We also evaluated whether the enrollment mechanism moderated the associations between deductible limits and utilization likelihood. RESULTS Service utilization was highest in the 6 months after SUD diagnosis, decreased in the following 6 months, and remained stable in years 2-3. Relative to patients with no deductible, those with a high deductible had lower odds of using all health services except SUD treatment; associations with primary care and psychiatry were strongly negative among Exchange enrollees. Among non-Exchange enrollees, patients with deductibles were more likely than those without deductibles to receive SUD treatment. Exchange enrollment compared to other mechanisms was associated with less ED use. Psychiatric comorbidity was associated with greater use of all services. Nonwhite patients were less likely to initiate SUD and psychiatry treatment. CONCLUSIONS Higher deductibles generally were associated with use of fewer health services, especially in combination with enrollment through the Exchange. The role of insurance factors, psychiatric comorbidity and race/ethnicity in health services for people with SUDs are important to consider as health policy evolves.
Collapse
Affiliation(s)
- Derek D Satre
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America.
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Kelly C Young-Wolff
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Sujaya Parthasarathy
- Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Constance Weisner
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Joseph Guydish
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Institute for Health Policy Studies, University of California, San Francisco, 3333 California Street, San Francisco, CA 94118, United States of America
| | - Cynthia I Campbell
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| |
Collapse
|
20
|
Palzes VA, Weisner C, Chi FW, Kline-Simon AH, Satre DD, Hirschtritt ME, Ghadiali M, Sterling S. The Kaiser Permanente Northern California Adult Alcohol Registry, an Electronic Health Records-Based Registry of Patients With Alcohol Problems: Development and Implementation. JMIR Med Inform 2020; 8:e19081. [PMID: 32706676 PMCID: PMC7407243 DOI: 10.2196/19081] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 05/08/2020] [Accepted: 05/11/2020] [Indexed: 01/26/2023] Open
Abstract
Background Electronic health record (EHR)–based disease registries have aided health care professionals and researchers in increasing their understanding of chronic illnesses, including identifying patients with (or at risk of developing) conditions and tracking treatment progress and recovery. Despite excessive alcohol use being a major contributor to the global burden of disease and disability, no registries of alcohol problems exist. EHR-based data in Kaiser Permanente Northern California (KPNC), an integrated health system that conducts systematic alcohol screening, which provides specialty addiction medicine treatment internally and has a membership of over 4 million members that are highly representative of the US population with access to care, provide a unique opportunity to develop such a registry. Objective Our objectives were to describe the development and implementation of a protocol for assembling the KPNC Adult Alcohol Registry, which may be useful to other researchers and health systems, and to characterize the registry cohort descriptively, including underlying health conditions. Methods Inclusion criteria were adult members with unhealthy alcohol use (using National Institute on Alcohol Abuse and Alcoholism guidelines), an alcohol use disorder (AUD) diagnosis, or an alcohol-related health problem between June 1, 2013, and May 31, 2019. We extracted patients’ longitudinal, multidimensional EHR data from 1 year before their date of eligibility through May 31, 2019, and conducted descriptive analyses. Results We identified 723,604 adult patients who met the registry inclusion criteria at any time during the study period: 631,780 with unhealthy alcohol use, 143,690 with an AUD diagnosis, and 18,985 with an alcohol-related health problem. We identified 65,064 patients who met two or more criteria. Of the 4,973,195 adult patients with at least one encounter with the health system during the study period, the prevalence of unhealthy alcohol use was 13% (631,780/4,973,195), the prevalence of AUD diagnoses was 3% (143,690/4,973,195), and the prevalence of alcohol-related health problems was 0.4% (18,985/4,973,195). The registry cohort was 60% male (n=432,847) and 41% non-White (n=295,998) and had a median age of 41 years (IQR=27). About 48% (n=346,408) had a chronic medical condition, 18% (n=130,031) had a mental health condition, and 4% (n=30,429) had a drug use disorder diagnosis. Conclusions We demonstrated that EHR-based data collected during clinical care within an integrated health system could be leveraged to develop a registry of patients with alcohol problems that is flexible and can be easily updated. The registry’s comprehensive patient-level data over multiyear periods provides a strong foundation for robust research addressing critical public health questions related to the full course and spectrum of alcohol problems, including recovery, which would complement other methods used in alcohol research (eg, population-based surveys, clinical trials).
Collapse
Affiliation(s)
- Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States.,Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, CA, United States
| | - Felicia W Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States
| | - Andrea H Kline-Simon
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States
| | - Derek D Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States.,Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, CA, United States
| | - Matthew E Hirschtritt
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States.,Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, CA, United States.,Department of Psychiatry, Kaiser Permanente East Bay, Oakland, CA, United States
| | - Murtuza Ghadiali
- Department of Addiction Medicine, Kaiser Permanente San Francisco Medical Center, San Francisco, CA, United States.,Department of Addiction Psychiatry, University of California, San Francisco, CA, United States
| | - Stacy Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States
| |
Collapse
|
21
|
Palzes VA, Kline-Simon AH, Satre DD, Sterling S, Weisner C, Chi FW. Remission From Unhealthy Drinking Among Patients With an Alcohol Use Disorder: A Longitudinal Study Using Systematic, Primary Care-Based Alcohol Screening Data. J Stud Alcohol Drugs 2020; 81:436-445. [PMID: 32800079 PMCID: PMC7437559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Accepted: 01/07/2020] [Indexed: 03/30/2024] Open
Abstract
OBJECTIVE Using electronic health record (EHR) data from a systematic, primary care-based alcohol screening, brief intervention, and referral to treatment (SBIRT) initiative within a health system, we examined correlates of remission from unhealthy drinking among patients with an alcohol use disorder (AUD). METHOD We conducted a longitudinal study of 4,078 adults with AUD who screened positive for unhealthy drinking between October 1, 2015, and September 30, 2016. We extracted EHR data up to 3 years after screening until October 1, 2018. We used survival analysis to examine associations between remission (i.e., reporting abstinence or low-risk drinking at a subsequent screening) and patient characteristics, comorbidities, and treatment utilization. RESULTS The median time to remission from unhealthy drinking was 1.7 years. Factors significantly associated with greater odds of remitting from unhealthy drinking during follow-up were female gender; older age (50-64 years); Black or Latino/Hispanic race/ethnicity; having more medical comorbidities; not having a comorbid drug use disorder; lower alcohol consumption levels; and receiving addiction medicine treatment before the index screening. In the first follow-up year, individuals with mental health comorbidities were more likely to remit, but those in psychiatric treatment were less likely. Receiving addiction treatment during follow-up was not associated with remission. CONCLUSIONS Ethnic minorities and individuals with mental illness were more likely to remit, which is encouraging given the health disparities observed among these clinically important subgroups and warrants further research. Our findings may inform research on AUD recovery and clinical practice, as remission from unhealthy drinking is a crucial component of the early stages of recovery.
Collapse
Affiliation(s)
- Vanessa A. Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | | | - Derek D. Satre
- Division of Research, Kaiser Permanente Northern California, Oakland, California
- Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California
| | - Stacy Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, California
- Department of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, San Francisco, California
| | - Felicia W. Chi
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| |
Collapse
|
22
|
Sterling SA, Palzes VA, Lu Y, Kline-Simon AH, Parthasarathy S, Ross T, Elson J, Weisner C, Maxim C, Chi FW. Associations Between Medical Conditions and Alcohol Consumption Levels in an Adult Primary Care Population. JAMA Netw Open 2020; 3:e204687. [PMID: 32401315 PMCID: PMC7221504 DOI: 10.1001/jamanetworkopen.2020.4687] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
IMPORTANCE Excessive alcohol consumption is associated with increased incidence of several medical conditions, but few nonveteran, population-based studies have assessed levels of alcohol use across medical conditions. OBJECTIVE To examine associations between medical conditions and alcohol consumption levels in a population-based sample of primary care patients using electronic health record data. DESIGN, SETTING, AND PARTICIPANTS This cross-sectional study used separate multinomial logistic regression models to estimate adjusted associations between 26 medical conditions and alcohol consumption levels in a sample of 2 720 231 adult primary care patients screened for unhealthy drinking between January 1, 2014, and December 31, 2017, then only among those reporting alcohol use. The study was conducted at Kaiser Permanente Northern California, a large, integrated health care delivery system that incorporated alcohol screening into its adult primary care workflow. Data were analyzed from June 29, 2018, to February 7, 2020. MAIN OUTCOMES AND MEASURES The main outcome was level of alcohol use, classified as no reported use, low-risk use, exceeding daily limits only, exceeding weekly limits only, or exceeding daily and weekly limits, per National Institute on Alcohol Abuse and Alcoholism guidelines. Other measures included sociodemographic, body mass index, smoking, inpatient and emergency department use, and a dichotomous indicator for the presence of 26 medical conditions in the year prior to the alcohol screening identified using International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) and ICD-10-CM diagnosis codes. RESULTS Among the 2 720 231 included patients, 1 439 361 (52.9%) were female, 1 308 659 (48.1%) were white, and 883 276 (32.5%) were aged 18 to 34 years. Patients with any of the conditions (except injury or poisoning) had lower odds of drinking at low-risk and unhealthy levels relative to no reported use compared with those without the condition. Among 861 427 patients reporting alcohol use, patients with diabetes (odds ratio [OR], 1.11; 95% CI, 1.08-1.15), hypertension (OR, 1.11; 95% CI, 1.09-1.13), chronic obstructive pulmonary disease (COPD; OR, 1.16; 95% CI, 1.10-1.22), or injury or poisoning (OR, 1.06; 95% CI, 1.04-1.07) had higher odds of exceeding daily limits only; those with atrial fibrillation (OR, 1.12; 95% CI, 1.06-1.18), cancer (OR, 1.06; 95% CI, 1.03-1.10), COPD (OR, 1.15; 95% CI, 1.09-1.20), or hypertension (OR, 1.37; 95% CI, 1.34-1.40) had higher odds of exceeding weekly limits only; and those with COPD (OR, 1.15; 95% CI, 1.07-1.23), chronic liver disease (OR, 1.42; 95% CI, 1.32-1.53), or hypertension (OR, 1.48; 95% CI, 1.44-1.52) had higher odds of exceeding both daily and weekly limits. CONCLUSIONS AND RELEVANCE Findings suggest that patients with certain medical conditions are more likely to have elevated levels of alcohol use. Health systems and clinicians may want to consider approaches to help targeted patient subgroups limit unhealthy alcohol use and reduce health risks.
Collapse
Affiliation(s)
- Stacy A. Sterling
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Vanessa A. Palzes
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Yun Lu
- Division of Research, Kaiser Permanente Northern California, Oakland
| | | | | | - Thekla Ross
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Joseph Elson
- The Permanente Medical Group, San Francisco, California
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Clara Maxim
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Felicia W. Chi
- Division of Research, Kaiser Permanente Northern California, Oakland
| |
Collapse
|
23
|
Hirschtritt ME, Palzes VA, Kline-Simon AH, Kroenke K, Campbell CI, Sterling SA. Benzodiazepine and unhealthy alcohol use among adult outpatients. Am J Manag Care 2019; 25:e358-e365. [PMID: 31860229 PMCID: PMC7217068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
OBJECTIVES Concomitant excessive alcohol consumption and benzodiazepine use is associated with adverse health outcomes. We examined associations of unhealthy alcohol use and other patient characteristics with benzodiazepine use. STUDY DESIGN A cross-sectional analysis of 2,089,525 Kaiser Permanente of Northern California outpatients screened for unhealthy alcohol use in primary care between November 1, 2014, and December 31, 2016. METHODS We fit multivariable generalized linear models to estimate the associations between unhealthy alcohol use and benzodiazepine dispensation and, among patients who were dispensed a benzodiazepine, mean doses (in mean lorazepam-equivalent daily doses [LEDDs]) and prescription durations. We controlled for patient sex, age, race/ethnicity, estimated household income, Charlson Comorbidity Index (CCI) score, anxiety disorder, alcohol use disorder, insomnia, musculoskeletal pain, and epilepsy. RESULTS In the 12 months centered around (6 months before and 6 months after) the first alcohol-screening visit, 7.5% of patients used benzodiazepines. The following characteristics were independently associated with higher rates of benzodiazepine use, higher LEDD, and longer prescription duration: older age, white race/ethnicity, lower estimated household income, higher CCI score, and the presence of an anxiety disorder, insomnia, musculoskeletal pain, or epilepsy. Women and patients with an alcohol use disorder or unhealthy alcohol use, compared with men and patients with low-risk drinking or abstinence, were more likely to use a benzodiazepine; however, their LEDDs were lower and their prescription durations were shorter. CONCLUSIONS Benzodiazepine use in primary care was associated with older age, female sex, white race/ethnicity, lower socioeconomic status, and unhealthy alcohol use. These findings may be applied to develop policies and interventions to promote judicious benzodiazepine use.
Collapse
Affiliation(s)
- Matthew E Hirschtritt
- Department of Psychiatry and the UCSF Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Ave, Box 0984, San Francisco, CA 94143.
| | | | | | | | | | | |
Collapse
|
24
|
Palzes VA, Sagiv SK, Baker JM, Rojas-Valverde D, Gutiérrez-Vargas R, Winkler MS, Fuhrimann S, Staudacher P, Menezes-Filho JA, Reiss AL, Eskenazi B, Mora AM. Manganese exposure and working memory-related brain activity in smallholder farmworkers in Costa Rica: Results from a pilot study. Environ Res 2019; 173:539-548. [PMID: 30991177 PMCID: PMC6581040 DOI: 10.1016/j.envres.2019.04.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 03/10/2019] [Accepted: 04/05/2019] [Indexed: 05/21/2023]
Abstract
Main sources of manganese (Mn) in the general population are diet and drinking water. Mn is also found in ethylene bisdithiocarbamate (EBDC) fungicides used in agriculture or emitted into the air by ferromanganese plants and welding fumes, which can be additional environmental and occupational sources of exposure. High occupational Mn exposure has been linked with motor, behavioral, and cognitive impairment, but its effects on neural function remain poorly understood. We conducted a functional neuroimaging study in a sample of 48 farmworkers in Zarcero County, Costa Rica, an agricultural region where EBDC fungicides are sprayed. We measured Mn concentrations in farmworkers' toenails (n = 40 farmworkers) and hair (n = 33 farmworkers), and recorded brain activity in the dorsolateral prefrontal cortex during a letter-retrieval working memory task using functional near-infrared spectroscopy (fNIRS). We estimated exposure-outcome associations using multivariable linear regression models adjusted for age and education level. Geometric mean (geometric standard deviation) toenail and hair Mn concentrations were 0.40 μg/g (3.52) and 0.24 μg/g (3.54), respectively. We did not find strong evidence that Mn concentrations were associated with working memory-related brain activity in this sample of farmworkers; we also found null associations between working memory task accuracy and brain activity. However, our small sample size may have limited our ability to detect small effect sizes with statistical precision. Our study demonstrates that fNIRS can be a useful and feasible tool in environmental epidemiology for examining the effects of toxicants, like Mn, on neural function. This may prove to be important for elucidating neuropathological pathways that underlie previously reported associations of elevated Mn exposure with neurotoxic effects.
Collapse
Affiliation(s)
- Vanessa A Palzes
- Central American Institute for Studies on Toxic Substances (IRET), Universidad Nacional, Heredia, Costa Rica; Center for Environmental Research and Children's Health, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Sharon K Sagiv
- Center for Environmental Research and Children's Health, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Joseph M Baker
- Center for Interdisciplinary Brain Sciences Research, Division of Brain Sciences, Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, Stanford, CA, USA
| | - Daniel Rojas-Valverde
- Centro de Investigación y Diagnóstico en Salud y Deporte, Universidad Nacional, Heredia, Costa Rica
| | - Randall Gutiérrez-Vargas
- Centro de Investigación y Diagnóstico en Salud y Deporte, Universidad Nacional, Heredia, Costa Rica
| | - Mirko S Winkler
- Department of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
| | - Samuel Fuhrimann
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, the Netherlands
| | - Philipp Staudacher
- Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Zurich, Switzerland; Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
| | | | - Allan L Reiss
- Center for Interdisciplinary Brain Sciences Research, Division of Brain Sciences, Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, Stanford, CA, USA; Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Brenda Eskenazi
- Center for Environmental Research and Children's Health, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Ana M Mora
- Central American Institute for Studies on Toxic Substances (IRET), Universidad Nacional, Heredia, Costa Rica; Center for Environmental Research and Children's Health, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
| |
Collapse
|
25
|
Baenninger A, Palzes VA, Roach BJ, Mathalon DH, Ford JM, Koenig T. Abnormal Coupling Between Default Mode Network and Delta and Beta Band Brain Electric Activity in Psychotic Patients. Brain Connect 2017; 7:34-44. [PMID: 27897031 DOI: 10.1089/brain.2016.0456] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Common-phase synchronization of neuronal oscillations is a mechanism by which distributed brain regions can be integrated into transiently stable networks. Based on the hypothesis that schizophrenia is characterized by deficits in functional integration within neuronal networks, this study aimed to explore whether psychotic patients exhibit differences in brain regions involved in integrative mechanisms. We report an electroencephalography (EEG)-informed functional magnetic resonance imaging analysis of eyes-open resting-state data collected from patients and healthy controls at two study sites. Global field synchronization (GFS) was chosen as an EEG measure indicating common-phase synchronization across electrodes. Several brain clusters appeared to be coupled to GFS differently in patients and controls. Activation in brain areas belonging to the default mode network was negatively associated to GFS delta (1-3.5 Hz) and positively to GFS beta (13-30 Hz) bands in patients, whereas controls showed an opposite pattern for both GFS frequency bands in those regions; activation in the extrastriate visual cortex was inversely related to GFS alpha1 (8.5-10.5 Hz) band in healthy controls, while patients had a tendency toward a positive relationship. Taken together, the GFS measure might be useful for detecting additional aspects of deficient functional network integration in psychosis.
Collapse
Affiliation(s)
- Anja Baenninger
- 1 Translational Research Center, University Hospital of Psychiatry, University of Bern , Bern, Switzerland .,2 Center for Cognition, Learning and Memory, University of Bern , Bern, Switzerland
| | | | - Brian J Roach
- 3 San Francisco VA Medical Center , San Francisco, California
| | - Daniel H Mathalon
- 3 San Francisco VA Medical Center , San Francisco, California.,4 Department of Psychiatry, University of California San Francisco , San Francisco, California
| | - Judith M Ford
- 3 San Francisco VA Medical Center , San Francisco, California.,4 Department of Psychiatry, University of California San Francisco , San Francisco, California
| | - Thomas Koenig
- 1 Translational Research Center, University Hospital of Psychiatry, University of Bern , Bern, Switzerland .,2 Center for Cognition, Learning and Memory, University of Bern , Bern, Switzerland
| |
Collapse
|
26
|
Ford JM, Palzes VA, Roach BJ, Potkin SG, van Erp TGM, Turner JA, Mueller BA, Calhoun VD, Voyvodic J, Belger A, Bustillo J, Vaidya JG, Preda A, McEwen SC, Mathalon DH. Visual hallucinations are associated with hyperconnectivity between the amygdala and visual cortex in people with a diagnosis of schizophrenia. Schizophr Bull 2015; 41:223-32. [PMID: 24619536 PMCID: PMC4266287 DOI: 10.1093/schbul/sbu031] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
INTRODUCTION While auditory verbal hallucinations (AH) are a cardinal symptom of schizophrenia, people with a diagnosis of schizophrenia (SZ) may also experience visual hallucinations (VH). In a retrospective analysis of a large sample of SZ and healthy controls (HC) studied as part of the functional magnetic resonance imaging (fMRI) Biomedical Informatics Research Network (FBIRN), we asked if SZ who endorsed experiencing VH during clinical interviews had greater connectivity between visual cortex and limbic structures than SZ who did not endorse experiencing VH. METHODS We analyzed resting state fMRI data from 162 SZ and 178 age- and gender-matched HC. SZ were sorted into groups according to clinical ratings on AH and VH: SZ with VH (VH-SZ; n = 45), SZ with AH but no VH (AH-SZ; n = 50), and SZ with neither AH nor VH (NoH-SZ; n = 67). Our primary analysis was seed based, extracting connectivity between visual cortex and the amygdala (because of its role in fear and negative emotion) and visual cortex and the hippocampus (because of its role in memory). RESULTS Compared with the other groups, VH-SZ showed hyperconnectivity between the amygdala and visual cortex, specifically BA18, with no differences in connectivity among the other groups. In a voxel-wise, whole brain analysis comparing VH-SZ with AH-SZ, the amygdala was hyperconnected to left temporal pole and inferior frontal gyrus in VH-SZ, likely due to their more severe thought broadcasting. CONCLUSIONS VH-SZ have hyperconnectivity between subcortical areas subserving emotion and cortical areas subserving higher order visual processing, providing biological support for distressing VH in schizophrenia.
Collapse
Affiliation(s)
- Judith M. Ford
- Psychiatry Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA;,*To whom correspondence should be addressed; Psychiatry Service (116D), San Francisco VA Medical Center, 4150 Clement Street, San Francisco, CA 94121, US; tel: 415-221-4810, ext. 4187, fax: 415-750-6622, e-mail:
| | - Vanessa A. Palzes
- Psychiatry Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA
| | - Brian J. Roach
- Psychiatry Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA
| | - Steven G. Potkin
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA
| | - Theo G. M. van Erp
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA
| | - Jessica A. Turner
- Mind Research Network, Albuquerque, NM;,Departments of Psychology and Neuroscience, Georgia State University, Atlanta GA
| | - Bryon A. Mueller
- Department of Psychiatry, University of Minnesota, Twin Cities, Minneapolis, MN
| | - Vincent D. Calhoun
- Mind Research Network, Albuquerque, NM;,Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM
| | - Jim Voyvodic
- Brain Imaging and Analysis Center, University of North Carolina-Duke University, Durham, NC
| | - Aysenil Belger
- Brain Imaging and Analysis Center, University of North Carolina-Duke University, Durham, NC;,Department of Psychiatry, University of North Carolina, Durham, NC
| | - Juan Bustillo
- Department of Psychiatry, University of New Mexico, Albuquerque, NM
| | | | - Adrian Preda
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA
| | - Sarah C. McEwen
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA
| | | | - Daniel H. Mathalon
- Psychiatry Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA
| |
Collapse
|
27
|
Abstract
Motor actions are preceded by an efference copy of the motor command, resulting in a corollary discharge of the expected sensation in sensory cortex. These mechanisms allow animals to predict sensations, suppress responses to self-generated sensations, and thereby process sensations efficiently and economically. During talking, patients with schizophrenia show less evidence of pretalking activity and less suppression of the speech sound, consistent with dysfunction of efference copy and corollary discharge, respectively. We asked if patterns seen in talking would generalize to pressing a button to hear a tone, a paradigm translatable to less vocal animals. In 26 patients [23 schizophrenia, 3 schizoaffective (SZ)] and 22 healthy controls (HC), suppression of the N1 component of the auditory event-related potential was estimated by comparing N1 to tones delivered by button presses and N1 to those tones played back. The lateralized readiness potential (LRP) associated with the motor plan preceding presses to deliver tones was estimated by comparing right and left hemispheres' neural activity. The relationship between N1 suppression and LRP amplitude was assessed. LRP preceding button presses to deliver tones was larger in HC than SZ, as was N1 suppression. LRP amplitude and N1 suppression were correlated in both groups, suggesting stronger efference copies are associated with stronger corollary discharges. SZ have reduced N1 suppression, reflecting corollary discharge action, and smaller LRPs preceding button presses to deliver tones, reflecting the efference copy of the motor plan. Effects seen during vocalization largely extend to other motor acts more translatable to lab animals.
Collapse
Affiliation(s)
- Judith M. Ford
- Mental Health Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA,*To whom correspondence should be addressed; 4150 Clement Street, San Francisco, CA 94121; tel: 415-221-4810, ext. 4187, fax: 415-750-6622, e-mail:
| | - Vanessa A. Palzes
- Mental Health Service, San Francisco VA Medical Center, San Francisco, CA
| | - Brian J. Roach
- Mental Health Service, San Francisco VA Medical Center, San Francisco, CA
| | - Daniel H. Mathalon
- Mental Health Service, San Francisco VA Medical Center, San Francisco, CA;,Department of Psychiatry, University of California, San Francisco, CA
| |
Collapse
|