1
|
Farjo R, Hu HM, Waljee JF, Englesbe MJ, Brummett CM, Bicket MC. Comparison of methods to identify individuals prescribed opioid analgesics for pain. Reg Anesth Pain Med 2025; 50:225-230. [PMID: 38272570 DOI: 10.1136/rapm-2023-105164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 01/04/2024] [Indexed: 01/27/2024]
Abstract
INTRODUCTION While identifying opioid prescriptions in claims data has been instrumental in informing best practises, studies have not evaluated whether certain methods of identifying opioid prescriptions yield better results. We compared three common approaches to identify opioid prescriptions in large, nationally representative databases. METHODS We performed a retrospective cohort study, analyzing MarketScan, Optum, and Medicare claims to compare three methods of opioid classification: claims database-specific classifications, National Drug Codes (NDC) from the Centers for Disease Control and Prevention (CDC), or NDC from Overdose Prevention Engagement Network (OPEN). The primary outcome was discrimination by area under the curve (AUC), with secondary outcomes including the number of opioid prescriptions identified by experts but not identified by each method. RESULTS All methods had high discrimination (AUC>0.99). For MarketScan (n=70,162,157), prescriptions that were not identified totalled 42,068 (0.06%) for the CDC list, 2,067,613 (2.9%) for database-specific categories, and 0 (0%) for the OPEN list. For Optum (n=61,554,852), opioid prescriptions not identified totalled 9,774 (0.02%) for the CDC list, 83,700 (0.14%) for database-specific categories, and 0 (0%) for the OPEN list. In Medicare claims (n=92,781,299), the number of opioid prescriptions not identified totalled 8,694 (0.01%) for the CDC file and 0 (0%) for the OPEN list. DISCUSSION This analysis found that identifying opioid prescriptions using methods from CDC and OPEN were similar and superior to prespecified database-specific categories. Overall, this study shows the importance of carefully selecting the approach to identify opioid prescriptions when investigating claims data.
Collapse
Affiliation(s)
- Reem Farjo
- Columbia University Vagelos College of Physicians and Surgeons, New York, New York, USA
| | - Hsou-Mei Hu
- Department of Anesthesiology, University of Michigan-Ann Arbor, Ann Arbor, Michigan, USA
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Jennifer F Waljee
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
- Department of Surgery, University of Michigan Health System, Ann Arbor, Michigan, USA
| | - Michael J Englesbe
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
- Department of Surgery, University of Michigan Health System, Ann Arbor, Michigan, USA
| | - Chad M Brummett
- Department of Anesthesiology, University of Michigan-Ann Arbor, Ann Arbor, Michigan, USA
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Mark C Bicket
- Department of Anesthesiology, University of Michigan-Ann Arbor, Ann Arbor, Michigan, USA
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
- Department of Health Management and Policy, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| |
Collapse
|
2
|
Watkins E, Chow CM, Lingohr-Smith M, Lin J, Yong C, Tangirala K, Collins K, Li J, Brooks R, Amico J. Bacterial Vaginosis Treatment Patterns, Associated Complications, and Health Care Economic Burden of Women With Medicaid Coverage in the United States. Ann Pharmacother 2024; 58:480-493. [PMID: 37589369 DOI: 10.1177/10600280231190701] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2023] Open
Abstract
BACKGROUND Bacterial vaginosis (BV) is a highly prevalent vaginal infection. OBJECTIVES Primary objectives of this study were to examine treatment patterns among female patients with Medicaid coverage who were diagnosed with incident BV, the frequency of BV-associated complications, and health care resource utilization (HCRU) and associated costs of incident BV and its recurrence. Secondary objectives were to identify predictors of total all-cause health care costs and number of treatment courses. METHODS Female patients aged 12-49 years with an incident vaginitis diagnosis and ≥1 pharmacy claim for a BV medication were selected from the Merative MarketScan Medicaid database (2017-2020). Additional treatment courses were evaluated during a ≥12-month follow-up period, in which new cases of BV-associated complications and HCRU and the associated costs were also measured. Generalized linear models were used to identify baseline predictors of total all-cause health care costs and number of treatment courses. RESULTS An incident vaginitis diagnosis and ≥1 BV medication claim were present in 114 313 patients (mean age: 28.4 years; 48.6% black). During the follow-up, 56.6% had 1 treatment course, 24.9% had 2, 10.2% had 3, and 8.3% had ≥4; 43.4% had BV recurrence. Oral metronidazole (88.5%) was the most frequently prescribed medication. Nearly 1 in 5 had a new occurrence of a BV-associated complication; most (76.6%) were sexually transmitted infections (STIs). Total all-cause and BV-related costs averaged $5794 and $300, respectively, per patient; both increased among those with more treatment courses. Older age, pregnancy, comorbidity, any STIs, postprocedural gynecological infection (PGI), and infertility were predictive of higher total all-cause health care costs, while race/ethnicity other than white was predictive of lower costs. Older age, black race, any STIs, pelvic inflammatory disease, and PGI were predictive of >1 treatment courses. CONCLUSION AND RELEVANCE The high recurrence of BV represents an unmet need in women's health care and better treatments are necessary.
Collapse
Affiliation(s)
| | | | | | - Jay Lin
- Novosys Health, Green Brook, NJ, USA
| | | | | | | | | | - Roy Brooks
- Capital Women's Care Division 64, Laurel, MD, USA
- Holy Cross Hospital, Silver Spring, MD, USA
| | - Jennifer Amico
- Robert Wood Johnson Medical School, Rutgers, New Brunswick, NJ, USA
| |
Collapse
|
3
|
Werler MM, Kerr SM, Ailes EC, Reefhuis J, Gilboa SM, Browne ML, Kelley KE, Hernandez-Diaz S, Smith-Webb RS, Garcia MH, Mitchell AA. Patterns of Prescription Medication Use during the First Trimester of Pregnancy in the United States, 1997-2018. Clin Pharmacol Ther 2023; 114:836-844. [PMID: 37356083 PMCID: PMC10949220 DOI: 10.1002/cpt.2981] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 06/16/2023] [Indexed: 06/27/2023]
Abstract
The objective of this analysis was to describe patterns of prescription medication use during pregnancy, including secular trends, with consideration of indication, and distributions of use within demographic subgroups. We conducted a descriptive secondary analysis using data from 9,755 women whose infants served as controls in two large United States case-control studies from 1997-2011 and 2014-2018. After excluding vitamin, herbal, mineral, vaccine, i.v. fluid, and topical products and over-the-counter medications, the proportion of women that reported taking at least one prescription medication in the first trimester increased over the study years, from 37% to 50% of women. The corresponding proportions increased with increasing maternal age and years of education, were highest for non-Hispanic White women (47%) and lowest for Hispanic women (24%). The most common indication for first trimester use of a medication was infection (12-15%). Increases were observed across the years for medications used for indications related to nausea/vomiting, depression/anxiety, infertility, thyroid disease, diabetes, and epilepsy. The largest relative increase in use among women was observed for medications to treat nausea/vomiting, which increased from 3.8% in the earliest years of the study (1997-2001) to 14.8% in 2014-2018, driven in large part by ondansetron use. Prescription medication use in the first trimester of pregnancy is common and increasing. Many medical conditions require treatments among pregnant women, often involving pharmacotherapy, which necessitates consideration of the risk and safety profiles for both mother and fetus.
Collapse
Affiliation(s)
- Martha M. Werler
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Stephen M. Kerr
- Slone Epidemiology Center at Boston University School of Medicine, Boston, Massachusetts, USA
| | - Elizabeth C. Ailes
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Jennita Reefhuis
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Suzanne M. Gilboa
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Marilyn L. Browne
- Birth Defects Registry, New York State Department of Health; Department of Epidemiology and Biostatistics, School of Public Health, University at Albany, Rensselaer, New York, USA
| | - Katherine E. Kelley
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Sonia Hernandez-Diaz
- Department of Epidemiology, Harvard TH Chan School of Public Health, Harvard University, Cambridge, Massachusetts, USA
| | - Rashida S. Smith-Webb
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Michelle Huezo Garcia
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Allen A. Mitchell
- Slone Epidemiology Center at Boston University School of Medicine, Boston, Massachusetts, USA
| | | |
Collapse
|
4
|
Wang Y, Berger L, Durrance C, Kirby RS, Kuo D, Pac J, Ehrenthal DB. Duration and Timing of In Utero Opioid Exposure and Incidence of Neonatal Withdrawal Syndrome. Obstet Gynecol 2023; 142:603-611. [PMID: 37548391 PMCID: PMC10526694 DOI: 10.1097/aog.0000000000005289] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 05/25/2023] [Indexed: 08/08/2023]
Abstract
OBJECTIVE To evaluate the association between prenatal prescription opioid analgesic exposure (duration, timing) and neonatal opioid withdrawal syndrome (NOWS). METHODS We conducted a retrospective cohort study of Wisconsin Medicaid-covered singleton live births from 2011 to 2019. The primary outcome was a NOWS diagnosis in the first 30 days of life. Opioid exposure was identified with any claim for prescription opioid analgesic fills during pregnancy. We measured exposure duration cumulatively in days (1-6, 7-29, 30-89, and 90 or more) and identified timing as early (first two trimesters only) or late (third trimester, regardless of earlier pregnancy use). We used logistic regression modeling to assess NOWS incidence by exposure duration and timing, with and without propensity score matching. RESULTS Overall, 31,456 (14.3%) of 220,570 neonates were exposed to prescription opioid analgesics prenatally. Among exposed neonates, 19,880 (63.2%) had 1-6 days of exposure, 7,694 (24.5%) had 7-29 days, 2,188 (7.0%) had 30-89 days, and 1,694 (5.4%) had 90 or more days of exposure; 15,032 (47.8%) had late exposure. Absolute NOWS incidence among neonates with 1-6 days of exposure was 7.29 per 1,000 neonates (95% CI 6.11-8.48), and incidence increased with longer exposure: 7-29 days (19.63, 95% CI 16.53-22.73); 30-89 days (58.96, 95% CI 49.08-68.84); and 90 or more days (177.10, 95% CI 158.90-195.29). Absolute NOWS incidence for early and late exposures were 11.26 per 1,000 neonates (95% CI 9.65-12.88) and 35.92 per 1,000 neonates (95% CI 32.95-38.90), respectively. When adjusting for confounders including timing of exposure, neonates exposed for 1-6 days had no increased odds of NOWS compared with unexposed neonates, whereas those exposed for 30 or more days had increased odds of NOWS (30-89 days: adjusted odds ratio [aOR] 2.15, 95% CI 1.22-3.79; 90 or more days: 2.80, 95% CI 1.36-5.76). Late exposure was associated with elevated odds of NOWS (aOR 1.57, 95% CI 1.25-1.96) when compared with unexposed after adjustment for exposure duration. CONCLUSION More than 30 days of prenatal prescription opioid exposure was associated with NOWS regardless of exposure timing. Third-trimester opioid exposure, irrespective of exposure duration, was associated with NOWS.
Collapse
Affiliation(s)
- Yi Wang
- Social Science Research Institute, The Pennsylvania State University, University Park, PA
- Silberman School of Social Work, Hunter College, City University of New York, New York City, NY
| | - Lawrence Berger
- Sandra Rosenbaum School of Social Work and Institute for Research on Poverty, College of Letters and Sciences, University of Wisconsin-Madison, Madison, WI
| | - Christine Durrance
- La Follette School of Public Affairs, University of Wisconsin-Madison, Madison, WI
| | - Russell S. Kirby
- Chiles Center, College of Public Health, University of South Florida, Tampa, FL
| | - Daphne Kuo
- Department of Obstetrics and Gynecology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI
| | - Jessica Pac
- Sandra Rosenbaum School of Social Work and Institute for Research on Poverty, College of Letters and Sciences, University of Wisconsin-Madison, Madison, WI
| | - Deborah B. Ehrenthal
- Social Science Research Institute, The Pennsylvania State University, University Park, PA
- Department of Biobehavioral Health, College of Health and Human Development, The Pennsylvania State University, University Park, PA
| |
Collapse
|
5
|
Patz C, Liviskie C, Bird M, Zeller B, Vesoulis ZA, Smyser CD, McPherson C. Gabapentin as Adjunctive Therapy in Neonatal Opioid Withdrawal Syndrome: A Case Series. J Pediatr Pharmacol Ther 2023; 28:368-373. [PMID: 37795276 PMCID: PMC10547049 DOI: 10.5863/1551-6776-28.4.368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 09/01/2022] [Indexed: 10/06/2023]
Abstract
OBJECTIVE We describe a single center experience with gabapentin as adjunctive therapy in infants with neonatal opioid withdrawal syndrome (NOWS). METHODS We performed a retrospective chart review of infants receiving gabapentin for NOWS. Data points collected included patient's sex, gestational age, maternal opioid exposure, NOWS medication dosing and length of therapy, number of failed wean attempts, time to successful morphine wean and duration of morphine wean, length of stay in the neonatal intensive care unit (NICU), and NOWS medications at discharge. RESULTS Six infants received gabapentin as adjunctive treatment for NOWS. All infants failed 2-4 morphine weans before initiation of gabapentin despite the addition of clonidine. All infants that received gabapentin were successfully weaned off morphine. The time to wean off morphine after gabapentin initiation varied from 4-35 days. Maximum gabapentin doses ranged from 15 - 42.7 mg/kg/day. Five infants were discharged from the NICU on gabapentin. CONCLUSIONS Gabapentin appeared to facilitate successful morphine weans in six patients with NOWS who were previously unable to wean despite the initiation of clonidine.
Collapse
Affiliation(s)
- Caroline Patz
- Department of Pharmacy (CP, CL, BZ, CM), St. Louis Children’s Hospital, St. Louis, MO
| | - Caren Liviskie
- Department of Pharmacy (CP, CL, BZ, CM), St. Louis Children’s Hospital, St. Louis, MO
| | - Merielle Bird
- Department of Neurology (MB, CDS), Washington University School of Medicine, St. Louis, MO
- Department of Pediatrics (MB, CDS), Washington University School of Medicine, St. Louis, MO
| | - Brandy Zeller
- Department of Pharmacy (CP, CL, BZ, CM), St. Louis Children’s Hospital, St. Louis, MO
- Department of Neurology (MB, CDS), Washington University School of Medicine, St. Louis, MO
- Department of Pediatrics (MB, CDS), Washington University School of Medicine, St. Louis, MO
| | - Zachary A. Vesoulis
- Division of Newborn Medicine (ZAV, CM), Washington University School of Medicine, St. Louis, MO
| | - Christopher D. Smyser
- Department of Pharmacy (CP, CL, BZ, CM), St. Louis Children’s Hospital, St. Louis, MO
- Department of Neurology (MB, CDS), Washington University School of Medicine, St. Louis, MO
- Department of Pediatrics (MB, CDS), Washington University School of Medicine, St. Louis, MO
- Department of Radiology (CDS), Washington University School of Medicine, St. Louis, MO
| | - Christopher McPherson
- Division of Newborn Medicine (ZAV, CM), Washington University School of Medicine, St. Louis, MO
| |
Collapse
|
6
|
Accuracy of diagnostic codes for prenatal opioid exposure and neonatal opioid withdrawal syndrome. J Perinatol 2023; 43:293-299. [PMID: 36131095 DOI: 10.1038/s41372-022-01518-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 09/03/2022] [Accepted: 09/08/2022] [Indexed: 11/09/2022]
Abstract
OBJECTIVE Determine the accuracy of diagnostic codes in identifying Prenatal Opioid Exposure (POE) and Neonatal Opioid Withdrawal Syndrome (NOWS). STUDY DESIGN A cross-sectional study of 374,222 mother-infant dyads with delivery from 01/01/2010 to 12/31/2019. We ascertained maternal diagnostic codes for opioid use during pregnancy and infant diagnostic codes for drug exposure and withdrawal. We assessed sensitivity and positive predictive value (PPV) for POE and NOWS, defined using laboratory, pharmacy, and clinical data. RESULTS Maternal codes had low sensitivity (36.4%) and PPV (34.7%) for POE. Infant codes for drug exposure were neither sensitive for POE (14%) nor NOWS (31.6%) and had low PPV. Codes for newborn withdrawal had low sensitivity (31.6%) for detecting NOWS, but high PPV (85%). Sensitivity improved (95.1%) for NOWS requiring pharmacologic treatment. CONCLUSIONS Diagnostic codes identify POE and NOWS poorly. Improved case identification would include pharmacy and laboratory results, and clearly defined criteria for evidence of withdrawal.
Collapse
|
7
|
Muzzy Williamson JD, DiPietro Mager N, Bright D, Cole JW. Opioid use disorder: Calling pharmacists to action for better preconception and pregnancy care. Res Social Adm Pharm 2021; 18:3199-3203. [PMID: 34400110 DOI: 10.1016/j.sapharm.2021.08.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 08/03/2021] [Accepted: 08/03/2021] [Indexed: 11/28/2022]
Abstract
Opioid use disorder (OUD) in women of child-bearing potential is problematic in the United States. This has resulted in increasing risk for adverse maternal outcomes, neonatal abstinence syndrome, fetal and neonatal harm, prolonged hospitalizations, and increased health care costs. Pharmacists in all practice settings have opportunities to provide preconception and pregnancy care to prevent and manage OUD. Given pharmacists' scope of practice and expertise, key roles include assessing patients for OUD; mitigating exposure; educating patients regarding potential infant effects; recommending contraceptive methods and counseling on proper use; ensuring safe breastfeeding with concurrent medications; and linking patients to needed services. Through patient counseling, medication management, and harm reduction interventions, pharmacists can work to combat this public health crisis. To encourage increased uptake of pharmacists into these roles, more needs to be done to reimburse pharmacists for these important services and quantify their impact on patient and population health outcomes.
Collapse
Affiliation(s)
- Julia D Muzzy Williamson
- North Dakota State University School of Pharmacy, 1401 Albrecht Boulevard, Fargo, ND, 58108, USA.
| | - Natalie DiPietro Mager
- Ohio Northern University Raabe College of Pharmacy, 525 S. Main St, Ada, OH, 45810, USA.
| | - David Bright
- Ferris State University College of Pharmacy, 220 Ferris Dr, Big Rapids, MI, 49307, USA.
| | - Justin W Cole
- Cedarville University School of Pharmacy, 251 N. Main St, Cedarville, OH, 45314, USA.
| |
Collapse
|