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Dive into the research topics where Pamela Holly is active.

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Featured researches published by Pamela Holly.


Current Medical Research and Opinion | 2015

Sources of prescription opioids among diagnosed opioid abusers

Amie Shei; J. Bradford Rice; Noam Y. Kirson; Katharine Bodnar; Howard G. Birnbaum; Pamela Holly; Rami Ben-Joseph

Abstract Objective: Diversion and abuse of prescription opioids are important public health concerns in the US. This study examined possible sources of prescription opioids among patients diagnosed with opioid abuse. Methods: Commercially insured patients aged 12–64 diagnosed with opioid abuse/dependence (‘abuse’) were identified in OptumHealth Reporting and Insights medical and pharmacy claims data, 2006–2012, and required to have continuous eligibility over an 18 month study period surrounding the first abuse diagnosis. We examined whether abusers had access to prescription opioids through their own prescriptions and/or to diverted prescription opioids through family members’ prescriptions obtained prior to the abuser’s first abuse diagnosis. For comparison, we examined access to prescription opioids of a reference population of non-abusers. Sensitivity analyses focused on patients initially diagnosed with opioid dependence and, separately, abusers not previously treated with buprenorphine. Results: Of the 9291 abusers meeting the selection criteria, 79.9% had an opioid prescription prior to their first abuse diagnosis; 20.1% of abusers did not have an opioid prescription prior to their first abuse diagnosis, of whom approximately half (50.8%) had a family member who had an opioid prescription prior to the abuser’s first abuse diagnosis (compared to 42.2% of non-abusers). Similar results were found among patients initially diagnosed with opioid dependence and among abusers not previously treated with buprenorphine. Limitations: The study relied on the accuracy of claims data to identify abusers, but opioid abuse is often undiagnosed. In addition, only prescription claims that were reimbursed by a health plan were included in the analysis. Conclusions: While most abusers had access to prescription opioids through their own prescriptions, many abusers without their own opioid prescriptions had access to prescription opioids through family members and may have obtained prescription opioids that way. Given the study design and data source, this is likely a conservative estimate of prescription opioid diversion.


Postgraduate Medicine | 2014

The Economic Burden of Diagnosed Opioid Abuse Among Commercially Insured Individuals

J. Bradford Rice; Noam Y. Kirson; Amie Shei; Caroline J. Enloe; Alice Kate G. Cummings; Howard G. Birnbaum; Pamela Holly; Rami Ben-Joseph

Abstract The abuse of prescription opioids imposes a substantial public health and economic burden. Recent research using administrative claims data has substantiated the prevalence and cost of opioid abuse among commercially insured individuals. Although administrative claims data are readily available and have been used to effectively answer research questions about the burden of illness for many different conditions, an important issue is the reliability, replicability, and generalizability of estimates derived from different databases. Therefore, this study sought to assess whether the findings of a recently published study of opioid abuse in a commercial claims database (original analysis) could be replicated in a different commercial claims database. The original analysis, which analyzed the prevalence and excess health care costs of diagnosed opioid abuse in the OptumHealth Reporting and Insights Database, was replicated by applying the same approach to the Truven MarketScan Commercial Claims and Encounters Database (replication analysis). In the replication analysis, the prevalence of diagnosed opioid abuse increased steadily from 15.8 diagnosed opioid abusers per 10 000 in 2009, to 26.6 diagnosed opioid abusers per 10 000 in 2012. Although the prevalence of diagnosed opioid abuse was higher than reported in the original analysis, the trend of increasing prevalence over time was consistent across analyses. Additionally, diagnosed abusers had excess annual per patient health care costs of


Journal of Managed Care Pharmacy | 2016

Opioid Treatment Patterns Following Prescription of Immediate-Release Hydrocodone.

Rami Ben-Joseph; Jill A. Bell; Diana I. Brixner; Anuraag R. Kansal; Clark Paramore; Abhishek Chitnis; Pamela Holly; Douglas S. Burgoyne

11 376 in the replication analysis, which was consistent with the excess annual per patient health care costs of diagnosed abuse of


Journal of Medical Economics | 2016

Characterizing downstream healthcare resource utilization and costs based on prior utilization patterns of immediate-release hydrocodone

Rami Ben-Joseph; Jill A. Bell; Abhishek Chitnis; Anuraag R. Kansal; Pamela Holly; Clark Paramore; Howard Wild

10 627 reported in the original analysis. The replication analysis also found an upward trend in the prevalence of diagnosed opioid abuse over time and substantial excess annual per patient health care costs of diagnosed opioid abuse among commercially insured individuals, suggesting that these findings are generalizable to other commercially insured populations.


Journal of Managed Care Pharmacy | 2015

Characteristics of High-Cost Patients Diagnosed with Opioid Abuse

Shei A; Rice Jb; Noam Y. Kirson; Bodnar K; Caroline J. Enloe; Howard G. Birnbaum; Pamela Holly; Rami Ben-Joseph

BACKGROUND Immediate-release (IR) hydrocodone is the most widely prescribed opioid in the United States; however, little is known about the utilization patterns and duration of opioid use among patients prescribed IR hydrocodone. A better understanding of the use of IR hydrocodone would result in more appropriate prescribing patterns of extended-release opioids. OBJECTIVE To assess downstream length of opioid therapy and utilization patterns of extended-release/long-acting (ER/LA) opioids among patients on IR hydrocodone to provide a better understanding of how IR and ER/LA opioids are used to manage pain. METHODS Retrospective analysis using health care claims from the Truven MarketScan Commercial, Medicare Supplemental, and Medicaid databases was performed. Patients prescribed IR hydrocodone during the 6-month baseline period (July 2011-December 2011) and with continuous enrollment for a 12-month follow-up period (2012) post-index date (January 1, 2012) were selected. Downstream length of therapy, defined as number of days supplied with opioids, and downstream use of ER/LA opioids during follow-up were examined by average pills per month (≤ 60 vs. > 60 pills per month) and days supply (< 60 vs. ≥ 60 days supply) of IR hydrocodone during baseline to mimic intermittent and consistent IR users. RESULTS At baseline, 1,743,933 commercial, 277,096 Medicare, and 157,922 Medicaid IR hydrocodone patients were identified. During follow-up, 1.7%, 2.9%, and 2.8% of patients initiated (i.e., converted to or newly started) ER/LA opioids for commercial, Medicare, and Medicaid groups, respectively. Approximately 90% of patients were prescribed IR hydrocodone for less than 2 months in the following year, while 10% were high utilizers, averaging nearly 8 months of prescribed opioid use during follow-up. Downstream initiation of ER/LA opioids was significantly higher among commercial patients prescribed IR hydrocodone for > 60 pills per month than with ≤ 60 pills per month (7.8% vs. 1.2%, respectively, P < 0.05) at baseline. For commercial patients initiating ER/LA opioids, length of ER/LA therapy during follow-up was significantly longer among patients with baseline IR hydrocodone > 60 pills per month than with ≤ 60 pills per month. All results were consistent when examined by levels of days supply. CONCLUSIONS A majority of the population prescribed IR hydrocodone was not prescribed opioid therapy beyond 2 months on average in the 1-year follow-up period. Only a small subset of patients with increased pills per month or days supply of IR hydrocodone in the baseline period continued to be high utilizers in the following year, averaging nearly 8 months of prescribed opioid use. A limited proportion of patients prescribed IR hydrocodone converted to ER/LA opioids. This knowledge can assist policymakers and physicians, providing an opportunity to identify small subsets of patients to improve ER/LA opioid prescribing. DISCLOSURES Funding and support for this study was provided by Purdue Pharma L.P. Consulting fees were paid to Evidera by Purdue Pharma L.P. for this study. Kansal, Chitnis, and Paramore are employees of Evidera and were paid consultants to Purdue Pharma for this research. Holly is an employee for Purdue Pharma, and Bell and Ben-Joseph were full-time employees of Purdue Pharma during the design, planning, and execution of the studies and during the preparation of this manuscript. Burgoyne and Brixner were consultants on this project. Study design was created by Ben-Joseph, Brixner, Paramore, and Burgoyne. Data were collected by Kansal, Chitnis, Bell, Ben-Joseph, and Holly and interpreted by Ben-Joseph, Bell, Kansal, and Holly, with assistance from Brixner, Paramore, Burgoyne, and Chitnis. The manuscript was written by Ben-Joseph, Bell, Paramore, Chitnis, and Holly, with assistance from Kansal, and revised by Bell and Holly, along with Ben-Joseph, Brixner, Kansal, Paramore, Burgoyne, and Chitnis.


Pain Medicine | 2015

The Burden of Undiagnosed Opioid Abuse Among Commercially Insured Individuals

Noam Y. Kirson; Amie Shei; J. Bradford Rice; Caroline J. Enloe; Katharine Bodnar; Howard G. Birnbaum; Pamela Holly; Rami Ben-Joseph

Abstract Objective: To assess downstream healthcare resource utilization (HRU) and costs among immediate release (IR) hydrocodone patients by days’ supply and average doses/month in the prior 6 months. Methods: Retrospective analysis using healthcare claims from Truven MarketScan commercial, Medicare supplemental, and Medicaid multistate databases was performed. Patients prescribed IR hydrocodone during the 6-month baseline (July–December 2011), and with continuous enrollment during baseline and the 12-month follow-up (2012) were selected. HRU and per-patient-per-month (PPPM) costs (2014 US dollars) were assessed at follow-up. Descriptive analyses and multivariate regressions were conducted to compare HRU and costs at follow-up by days’ supply (<60 vs ≥60 days) and average doses per month (≤60 vs >60 doses/month) of IR hydrocodone at baseline. Results: In total, 1,698,845 commercial, 264,038 Medicare, and 151,063 Medicaid IR hydrocodone patients were identified. During follow-up, commercial patients with prior ≥60 days’ supply were more likely to have an inpatient admission (13.2% vs 7.5%), outpatient hospital visit (69.1% vs 57.0%), office visit (97.6% vs 91.0%), emergency room (ER) visit (28.1% vs 21.4%), and had higher PPPM total costs (


Value in Health | 2015

Direct Healthcare Costs of Opioid Abuse in Patients prescribed immediate release Hydrocodone in the United States

Edward Michna; A. Chitnis; C. Paramore; Pamela Holly; Jill A. Bell; Rami Ben-Joseph

1494 vs


Archive | 2015

Brief review Sources of prescription opioids among diagnosed opioid abusers

Amie Shei; J. Bradford Rice; Noam Y. Kirson; Katharine Bodnar; Howard G. Birnbaum; Pamela Holly; Rami Ben-Joseph

842) than the <60 days’ supply sub-group (all p < 0.05). Among commercial patients the adjusted odds ratio for prior ≥60 days’ supply of IR hydrocodone vs prior <60 days’ supply was 1.62 (inpatient), 1.33 (outpatient), 2.58 (office visit) and 1.48 (ER) (all p-values <0.05). Adjusted all-cause total costs were higher (


Value in Health | 2014

Rates of Diagnosed Opioid Abuse Or Dependence and Incremental Direct Health Care Costs Among Patients With Long-Term Use of Immediate Release Hydrocodone.

Rami Ben-Joseph; E. Yang; S. Huse; T.D. Bhagnani; Pamela Holly; A. Kansal

1245 vs


Value in Health | 2014

Pill Burden, Health Care Resource Utilization and Costs Among Subpopulations of Immediate Release Hydrocodone Users.

Rami Ben-Joseph; S. Yang; E. Yang; Pamela Holly; L. Boulanger

851, p <0.05) among commercial patients with longer days’ supply than those with shorter days’ supply. Trends were similar with ≤60 vs >60 doses per month sub-groups and across all plan types. Conclusion: Increased days’ supply and higher doses/month of IR hydrocodone in the prior 6 months may help to predict levels of HRU and costs in the following year, providing an opportunity to identify patients in order to implement interventions to improve their quality of care.

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