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Pham YTH, Huang DQ, Zhang Z, Ng CH, Tan DJH, Nguyen HC, Nguyen TC, Behari J, Yuan JM, Luu HN. Changing global epidemiology of chronic hepatitis C virus-related outcomes from 2010 to 2019: cirrhosis is the growing burden of hepatitis C virus-related disease. Eur J Cancer Prev 2024; 33:512-524. [PMID: 38568179 PMCID: PMC11416569 DOI: 10.1097/cej.0000000000000885] [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] [Indexed: 06/12/2024]
Abstract
BACKGROUND Chronic infection with hepatitis C virus (HCV) has a long-term impact on hepatic consequences. A comprehensive evaluation of the global burden of HCV-related health outcomes can help to develop a global HCV prevention and treatment program. METHODS We used the 2019 Global Burden of Disease (GBD) Study to comprehensively investigate burden and temporal trends in incidence, mortality and disability-adjusted life-years (DALYs) of HCV-related diseases, including liver cancer and cirrhosis and other liver diseases across 264 countries and territories from 2010 to 2019. RESULTS Globally, there were 152 225 incident cases, 141 811 deaths and approximately 2.9 million DALYs because of HCV-related liver cancer, and 551 668 incident cases, 395 022 deaths and about 12.2 million DALYs because of HCV-related cirrhosis in 2019. Worldwide, during the 2010-2019 period, liver cancer incidence declined, however, there was a 62% increase in cirrhosis incidence. In 2019, the Eastern Mediterranean was the region with the highest rates of incidence and mortality of both liver cancer and cirrhosis. Africa was the region with the fastest-growing trend of incidence of cirrhosis in the 2010-2019 period [annual percentage change (APC) = 2.09, 95% confidence interval (CI): 1.93-2.25], followed by the Western Pacific region (APC = 1.17, 95% CI: 1.09-1.22). Americas were the only region observing increased trends in liver cancer and cirrhosis mortality (APC = 0.70 and 0.12, respectively). We identified three patterns of temporal trends of mortality rates of liver cancer and cirrhosis in countries that reported HCV treatment rates. CONCLUSION Urgent measures are required for diagnosis, treatment and research on HCV-related cirrhosis at global, regional and country levels, particularly in Africa, the Western Pacific and the Eastern Mediterranean.
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Affiliation(s)
- Yen Thi-Hai Pham
- University of Pittsburgh Medical Center Hillman Cancer Center
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Daniel Q. Huang
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Health System, Singapore
| | - Zhongjie Zhang
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Cheng Han Ng
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Health System, Singapore
| | - Darren Jun Hao Tan
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Health System, Singapore
| | - Hiep C. Nguyen
- Kanazawa University Graduate School of Medicine, Kanazawa, Japan
| | - Tin C. Nguyen
- Department of Computer Science and Software Engineering, Auburn University, Auburn, Alabama
| | - Jaideep Behari
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University of Pittsburgh Medical Center
- Pittsburgh Liver Research Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Jian-Min Yuan
- University of Pittsburgh Medical Center Hillman Cancer Center
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Hung N. Luu
- University of Pittsburgh Medical Center Hillman Cancer Center
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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Falade-Nwulia O, Kelly SM, Amanor-Boadu S, Nnodum BN, Lim JK, Sulkowski M. Hepatitis C in Black Individuals in the US: A Review. JAMA 2023; 330:2200-2208. [PMID: 37943553 DOI: 10.1001/jama.2023.21981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/10/2023]
Abstract
Importance In the US, the prevalence of hepatitis C virus (HCV) is 1.8% among people who are Black and 0.8% among people who are not Black. Mortality rates due to HCV are 5.01/100 000 among people who are Black and 2.98/100 000 among people who are White. Observations While people of all races and ethnicities experienced increased rates of incident HCV between 2015 and 2021, Black individuals experienced the largest percentage increase of 0.3 to 1.4/100 000 (367%) compared with 1.8 to 2.7/100 000 among American Indian/Alaska Native (50%), 0.3 to 0.9/100 000 among Hispanic (200%), and 0.9 to 1.6/100 000 among White (78%) populations. Among 47 687 persons diagnosed with HCV in 2019-2020, including 37 877 (79%) covered by Medicaid (7666 Black and 24 374 White individuals), 23.5% of Black people and 23.7% of White people with Medicaid insurance initiated HCV treatment. Strategies to increase HCV screening include electronic health record prompts for universal HCV screening, which increased screening tests from 2052/month to 4169/month in an outpatient setting. Awareness of HCV status can be increased through point-of-care testing in community-based settings, which was associated with increased likelihood of receiving HCV test results compared with referral for testing off-site (69% on-site vs 19% off-site, P < .001). Access to HCV care can be facilitated by patient navigation, in which an individual is assigned to work with a patient to help them access care and treatments; this was associated with greater likelihood of HCV care access (odds ratio, 3.7 [95% CI, 2.9-4.8]) and treatment initiation within 6 months (odds ratio, 3.2 [95% CI, 2.3-4.2]) in a public health system providing health care to individuals regardless of their insurance status or ability to pay compared with usual care. Eliminating Medicaid's HCV treatment restrictions, including removal of a requirement for advanced fibrosis or a specialist prescriber, was associated with increased treatment rates from 2.4 persons per month to 72.3 persons per month in a retrospective study of 10 336 adults with HCV with no significant difference by race (526/1388 [37.8%] for Black vs 2706/8277 [32.6%] for White patients; adjusted odds ratio, 1.02 [95% CI, 0.8-1.3]). Conclusions and Relevance In the US, the prevalence of HCV is higher in people who are Black than in people who are not Black. Point-of-care HCV tests, patient navigation, electronic health record prompts, and unrestricted access to HCV treatment in community-based settings have potential to increase diagnosis and treatment of HCV and improve outcomes in people who are Black.
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Affiliation(s)
- Oluwaseun Falade-Nwulia
- Division of Infectious Diseases, School of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - Sharon M Kelly
- Division of Infectious Diseases, School of Medicine, Johns Hopkins University, Baltimore, Maryland
| | | | | | | | - Mark Sulkowski
- Division of Infectious Diseases, School of Medicine, Johns Hopkins University, Baltimore, Maryland
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Jiang X, Song HJ, Chang CY, Wilson DL, Lo-Ciganic WH, Park H. Impact of Direct-acting Antivirals on Hepatocellular Carcinoma and Mortality Among Medicaid Beneficiaries With Hepatitis C. Med Care 2023; 61:505-513. [PMID: 37223993 PMCID: PMC10330248 DOI: 10.1097/mlr.0000000000001870] [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] [Indexed: 05/26/2023]
Abstract
OBJECTIVE The effects of all-oral direct-acting antivirals (DAAs) on hepatocellular carcinoma (HCC) and liver-related and all-cause mortality were assessed among Medicaid beneficiaries with hepatitis C virus (HCV). SUBJECTS This cohort study used 2013-2019 Arizona Medicaid data from beneficiaries with HCV aged 18-64 years. METHODS Risks of HCC and liver-related and all-cause mortality were compared between patients with or without DAA treatment, stratified by liver disease severity, using inverse probability of treatment weighted multivariable Cox proportional hazards regression models. RESULTS Of 29,289 patients, 13.3% received DAAs. Among patients with compensated cirrhosis (CC), DAA treatment was associated with a lower risk of HCC [adjusted hazard ratio (aHR), 0.57; 95% CI, 0.37-0.88] compared with untreated patients although this association was not statistically significant for patients without cirrhosis or with decompensated cirrhosis (DCC). Compared with untreated patients, DAA treatment was associated with decreased risk of liver-related mortality for patients without cirrhosis (aHR: 0.02; 95% CI: 0.004-0.11), with CC (aHR: 0.09; 95% CI: 0.06-0.13), or with DCC (aHR: 0.20; 95% CI: 0.14-0.27). Similarly, compared with untreated patients, DAA treatment was associated with lower all-cause mortality for patients without cirrhosis (aHR: 0.10; 95% CI: 0.08-0.14), with CC (aHR: 0.07; 95% CI: 0.05-0.10), or with DCC (aHR: 0.15; 95% CI: 0.11-0.20). CONCLUSIONS Among Arizona Medicaid beneficiaries with HCV, DAA treatment was associated with decreased risk of HCC for patients with CC but not for patients without cirrhosis or with DCC. However, DAA treatment was associated with decreased risk of liver-related and all-cause mortality.
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Affiliation(s)
- Xinyi Jiang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
| | - Hyun Jin Song
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
| | - Ching-Yuan Chang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
| | - Debbie L. Wilson
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
| | - Wei-Hsuan Lo-Ciganic
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
- Center for Drug Evaluation and Safety, University of Florida, Gainesville, FL
| | - Haesuk Park
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL
- Center for Drug Evaluation and Safety, University of Florida, Gainesville, FL
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Park H, Brown C, Wilson DL, Huang PL, Hernández-Con P, Horne P, Goodin A, Joseph A, Segal R, Cabrera R, Cook RL. Clinician barriers, perceptions, and practices in treating patients with hepatitis C virus and substance use disorder in the United States. Prev Med Rep 2023; 32:102138. [PMID: 36865395 PMCID: PMC9971512 DOI: 10.1016/j.pmedr.2023.102138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 12/19/2022] [Accepted: 02/10/2023] [Indexed: 02/16/2023] Open
Abstract
The likelihood of clinicians prescribing direct-acting antiviral (DAA) therapy for patients with chronic hepatitis C virus (HCV) and substance use disorder (SUD) was assessed via a survey emailed throughout the United States to clinicians (physicians and advanced practice providers) in gastroenterology, hepatology, and infectious disease specialties. Clinicians' perceived barriers and preparedness and actions associated with current and future DAA prescribing practices of HCV-infected patients with SUD were assessed. Of 846 clinicians presumably receiving the survey, 96 completed and returned it. Exploratory factor analyses of perceived barriers indicated a highly reliable (Cronbach alpha = 0.89) model with five factors: HCV stigma and knowledge, prior authorization requirements, and patient- clinician-, and system-related barriers. In multivariable analyses, after controlling for covariates, patient-related barriers (P < 0.01) and prior authorization requirements (P < 0.01) were negatively associated with the likelihood of prescribing DAAs. Exploratory factor analyses of clinician preparedness and actions indicated a highly reliable (Cronbach alpha = 0.75) model with three factors: beliefs and comfort level; action; and perceived limitations. Clinician beliefs and comfort levels were negatively associated with the likelihood of prescribing DAAs (P = 0.01). Composite scores of barriers (P < 0.01) and clinician preparedness and actions (P < 0.05) were also negatively associated with the intent to prescribe DAAs. Conclusion These findings underscore the importance of addressing patient-related barriers and prior authorization requirements-significant problematic barriers-and improving clinicians' beliefs (e.g., medication-assisted therapy should be prescribed before DAAs) and comfort levels for treating patients with HCV and SUD to enhance treatment access for patients with both HCV and SUD.
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Affiliation(s)
- Haesuk Park
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Carolyn Brown
- Health Outcomes, College of Pharmacy, University of Texas, Austin, TX, United States
| | - Debbie L Wilson
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Pei-Lin Huang
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Pilar Hernández-Con
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Patrick Horne
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Amie Goodin
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Amanda Joseph
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Rich Segal
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Roniel Cabrera
- Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Robert L Cook
- Department of Epidemiology, College of Health and Health Professions and College of Medicine, University of Florida, Gainesville, FL, United States
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Nguyen VH, Huang DQ, Le MH, Jin M, Lee EY, Henry L, Nerurkar SN, Ogawa E, Thin KN, Teng MLP, Goh KS, Kai JCY, Wong C, Tan DJH, Thuy LTT, Hai H, Enomoto M, Cheung R, Nguyen MH. Global treatment rate and barriers to direct-acting antiviral therapy: A systematic review and meta-analysis of 146 studies and 1 760 352 hepatitis C virus patients. Liver Int 2023; 43:1195-1203. [PMID: 36825358 DOI: 10.1111/liv.15550] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 02/15/2023] [Accepted: 02/20/2023] [Indexed: 02/25/2023]
Abstract
BACKGROUND Global data on the treatment rate with direct-acting antivirals (DAAs) for chronic hepatitis C (CHC) are sparse. We aimed to evaluate the CHC treatment rate and barriers to treatment in the DAA era. METHODS We searched PubMed, EMBASE and Cochrane from inception to 5 August 2021, for relevant articles. Patients treated with DAAs without interferon (IFN) therapy were categorized as IFN-free DAAs. Patients receiving DAA with IFN or unclear IFN status were categorized as DAA/IFN. RESULTS We identified and analysed data from 146 studies (1 760 352 CHC patients). DAA/IFN treatment rate was 16.0% (95% CI: 9.9-23.3, 49 studies, 886 535 patients). IFN-free DAA treatment rate was 52.3% (95% CI: 46.2-58.4, 123 studies, 1 276 754 patients): 45.4% in North America, 64.2% in South America (1 study), 90.4% in Africa (most data from Egypt), 54.4% in Europe, 60.7% in Australia and 60.5% in Asia, (p < .0001); 49% with hepatitis B co-infection and 32.3% with hepatocellular carcinoma (HCC). Treatment was not a priority in 22.8% of patients in Europe and 16.7% in Australia, compared to only 4.8% in North America and 2.1% in Asia (p < .0001). Poor adherence to clinical follow-up was the cause of no treatment in 74.7% of patients in Australia, 37.0% in North America, 7.9% in Europe and 14.3% in Asia (p < .0001). CONCLUSION Though a marked improvement from IFN/DAA, the treatment rate with IFN-free DAA remains suboptimal (52.3% overall, 32.3% in HCC patients). Non-adherence to clinical follow-up and lack of disease awareness were treatment barriers.
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Affiliation(s)
- Vy H Nguyen
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel Q Huang
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Michael H Le
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA.,Larner College of Medicine at the University of Vermont, Burlington, Vermont, USA
| | - Michelle Jin
- Stanford University School of Medicine, Stanford, California, USA
| | - Eunice Y Lee
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA
| | - Linda Henry
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA
| | - Sanjna N Nerurkar
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Eiichi Ogawa
- Department of General Internal Medicine, Kyushu University Hospital, Fukuoka, Japan
| | - Khin N Thin
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA
| | - Margaret L P Teng
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Kang S Goh
- Department of Internal Medicine, National University Health System, Singapore, Singapore
| | - Justin C Y Kai
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Connie Wong
- Lane Medical Library, Stanford University School of Medicine, Palo Alto, California, USA
| | - Darren J H Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Le T T Thuy
- Department of Hepatology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Hoang Hai
- Department of Hepatology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Masaru Enomoto
- Department of Hepatology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Ramsey Cheung
- Division of Gastroenterology and Hepatology, Veterans Affairs Palo Alto Health Care System, Palo Alto, California, USA
| | - Mindie H Nguyen
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, Palo Alto, California, USA.,Department of Epidemiology and Population Health, Stanford University School of Medicine, Palo Alto, California, USA
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Jiang X, Song HJ, Chang CY, Wilson D, Guo J, Lo-Ciganic WH, Park H. Disparities in Access to Hepatitis C Treatment Among Arizona Medicaid Beneficiaries With Chronic Hepatitis C. Med Care 2023; 61:81-86. [PMID: 36453625 PMCID: PMC9839474 DOI: 10.1097/mlr.0000000000001801] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
BACKGROUND High costs of direct-acting antivirals (DAAs) have led to their restricted access for patients with hepatitis C virus (HCV). OBJECTIVE The aim was to assess how HCV treatment access and predictors of HCV treatment changed in the post-DAA period compared with pre-DAA period. METHODS A retrospective cohort study using Arizona Medicaid data was conducted for patients with HCV to compare treatment initiation rates between pre-DAA (January 2008-October 2013) and post-DAA (November 2013-December 2018) periods. Multivariable logistic regression was used, controlling for demographic and clinical variables. RESULTS Twenty-four thousand and ninety and 28,756 patients during the pre-DAA and post-DAA periods were identified. Overall, 12.6% were treated in the post-DAA period compared with 7.8% in the pre-DAA period ( P <0.001). The relative increase in the HCV treatment initiation rate from the pre-DAA to the post-DAA period was significant greater for Black beneficiaries compared with White beneficiaries ( P =0.002). Hispanic beneficiaries were less likely to be treated in the post-DAA period [adjusted odds ratios (aOR): 0.88; CI: 0.79-0.98] compared with White beneficiaries. Those with mental illness (aOR: 0.71; 95% CI: 0.63-0.80) and substance use disorders (aOR: 0.63; 95% CI: 0.58-0.68) were less likely to be treated in the post-DAA period. CONCLUSIONS Although treatment initiation increased and disparities for Black beneficiaries compared with White beneficiaries attenuated in the post-DAA period, only 13% of Arizona Medicaid patients with HCV received DAA treatment. Disparities in DAA access remained among Hispanic patients and those with mental illness and substance use disorders.
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Affiliation(s)
- Xinyi Jiang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Hyun Jin Song
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Ching-Yuan Chang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Debbie Wilson
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Jingchuan Guo
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Wei-Hsuan Lo-Ciganic
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
- Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida, USA
| | - Haesuk Park
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida, USA
- Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida, USA
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Jiang X, Diaby V, Vouri SM, Lo-Ciganic W, Parker RL, Wang W, Chang SH, Wilson DL, Henry L, Park H. Economic Impact of Universal Hepatitis C Virus Testing for Middle-Aged Adults Who Inject Drugs. Am J Prev Med 2023; 64:96-104. [PMID: 36257884 PMCID: PMC10074824 DOI: 10.1016/j.amepre.2022.08.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 08/02/2022] [Accepted: 08/24/2022] [Indexed: 02/05/2023]
Abstract
INTRODUCTION The objective of this study was to estimate the economic impact of providing universal hepatitis C virus testing in commercially insured middle-aged persons who inject drugs in the U.S. METHODS This study developed a dynamic 10-year economic model to project the clinical and economic outcomes associated with hepatitis C virus testing among middle-aged adult persons who inject drugs, from a payer's perspective. Costs related to hepatitis C virus testing, direct-acting antiviral, and liver-related outcomes between the (1) current hepatitis C virus testing rate (i.e., 8%) and (2) universal hepatitis C virus testing rate (i.e., 100%) were compared. Among patients testing positive, 21% of those without cirrhosis and 48% of those with cirrhosis were assumed to initiate direct-acting antivirals. Sensitivity analyses were performed to identify variables (e.g., direct-acting antiviral drug costs, hepatitis C virus testing costs, direct-acting antiviral treatment rate) influencing this study's conclusion. RESULTS The model predicts that during the 10-year period, universal hepatitis C virus testing will cost an additional $242 per person who injects drugs to the payers' healthcare budgets compared with the current scenario. Sensitivity analyses showed values ranging from $1,656 additional costs to $1,085 cost savings across all varied parameters and scenarios. A total of 80% of the current direct-acting antiviral costs indicated that cost savings will be $383 per person who injects drugs. CONCLUSIONS Universal hepatitis C virus testing among persons who inject drugs would not achieve cost savings within 10 years, with the cost of direct-acting antivirals contributing the most to the spending. To promote universal hepatitis C virus testing among persons who inject drugs, decreasing direct-acting antiviral costs and sustainable funding streams for hepatitis C virus testing should be considered.
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Affiliation(s)
- Xinyi Jiang
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida
| | - Vakaramoko Diaby
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida; Center for Drug Evaluation and Safety (CoDES), University of Florida College of Pharmacy, Gainesville, Florida
| | - Scott Martin Vouri
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida; Center for Drug Evaluation and Safety (CoDES), University of Florida College of Pharmacy, Gainesville, Florida
| | - Weihsuan Lo-Ciganic
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida; Center for Drug Evaluation and Safety (CoDES), University of Florida College of Pharmacy, Gainesville, Florida
| | - Robert L Parker
- Department of Biostatistics, University of Florida College of Public Health and Health Professions & College of Medicine, Gainesville, Florida
| | - Wei Wang
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida
| | - Shao-Hsuan Chang
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida
| | - Debbie L Wilson
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida
| | - Linda Henry
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida
| | - Haesuk Park
- Department of Pharmaceutical Outcomes & Policy, University of Florida College of Pharmacy, Gainesville, Florida; Center for Drug Evaluation and Safety (CoDES), University of Florida College of Pharmacy, Gainesville, Florida.
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Clements KM, Kunte PS, Clark MA, Gurewich D, Greenwood BC, Sefton L, Pratt C, Person SD, Wessolossky MA. Uptake of hepatitis C virus treatment in a multi-state Medicaid population, 2013-2017. Health Serv Res 2022; 57:1312-1320. [PMID: 35466398 PMCID: PMC9643082 DOI: 10.1111/1475-6773.13994] [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] [Indexed: 01/25/2023] Open
Abstract
OBJECTIVE To examine trends in the direct acting antiviral (DAA) uptake in a multi-state Medicaid population with hepatitis C virus (HCV) prior to and after ledipasvir/sofosbuvir (LDV/SOF) approval and changes in prior authorization (PA) requirements. DATA SOURCES Analyses utilized enrollment, medical, and pharmacy claims in four states, December 2013-December 2017. STUDY DESIGN An interrupted time series examined trends in uptake (1+ claim for a DAA) before and after two events: LDV/SOV approval (October 2014) and lifting of PA requirements for 40% of members (July 2016). Analyses were also performed in subgroups defined by the number and dates of change in PA requirements in members' Medicaid plans. DATA COLLECTION/EXTRACTION METHODS Members aged 18-64 years with an ICD code for HCV were included in the sample from diagnosis date until treatment initiation or Medicaid disenrollment. PRINCIPAL FINDINGS The annual sample size ranged from 38,302 to 45,005 with approximately 30% ages 18-34 years and 40% female. In December 2013, 0.08% was treated, rising to 0.74% in December 2017 (p < 0.001). Uptake increased from 0.34%/month in October 2014 to 0.70%/month after LDV/SOF approval, (p < 0.001), and increased relative to the pre-LDV/SOV trend through June 2016 (p = 0.04). Uptake increased to 1.18%/month after PA change, (p < 0.001) and remained flat through 2017 (p = 0.64). Cumulatively, 20.1% were treated by December 2017. In plans with few/no requirements through 2017, uptake increased to 1.19%/month after LDV/SOF approval (p < 0.001) and remained flat through 2017 (p = 0.11), with 22.2% cumulatively treated. Among plans that lifted PA requirements from three to zero in mid-2016, uptake did not increase after LDV/SOF approval (p = 0.36) but did increase to 1.41%/month (p < 0.001) after PA change, with 18.1% cumulatively treated. CONCLUSIONS HCV Treatment increased through 2017. LDV/SOF approval and lifting PA requirements led to an increase in uptake followed by flat monthly utilization. Cumulative uptake was higher in plans with few/no PA requirements relative to those with three requirements through mid-2016.
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Affiliation(s)
- Karen M. Clements
- Commonwealth MedicineUniversity of Massachusetts Chan Medical SchoolShrewsburyMassachusettsUSA
| | - Parag S. Kunte
- Commonwealth MedicineUniversity of Massachusetts Chan Medical SchoolShrewsburyMassachusettsUSA
| | - Melissa A. Clark
- Quantitative Health SciencesUniversity of Massachusetts Chan Medical SchoolWorcesterMassachusettsUSA
| | - Deborah Gurewich
- Center for Healthcare Organization and Implementation ResearchVA Boston Health Care System Jamaica Plain CampusBostonMassachusettsUSA
| | - Bonnie C. Greenwood
- Commonwealth MedicineUniversity of Massachusetts Chan Medical SchoolShrewsburyMassachusettsUSA
| | - Laura Sefton
- Commonwealth MedicineUniversity of Massachusetts Chan Medical SchoolShrewsburyMassachusettsUSA
| | - Carter Pratt
- Commonwealth MedicineUniversity of Massachusetts Chan Medical SchoolShrewsburyMassachusettsUSA
| | - Sharina D. Person
- Quantitative Health SciencesUniversity of Massachusetts Chan Medical SchoolWorcesterMassachusettsUSA
| | - Miryea A. Wessolossky
- Department of MedicineUniversity of Massachusetts Chan Medical SchoolWorcesterMassachusettsUSA
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Movement is Life-Optimizing Patient Access to Total Joint Arthroplasty: HIV and Hepatitis C Disparities. J Am Acad Orthop Surg 2022; 30:1011-1016. [PMID: 34723921 DOI: 10.5435/jaaos-d-21-00427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 09/29/2021] [Indexed: 02/01/2023] Open
Abstract
This article is one of a series focusing on how the preoperative optimization process, if designed for underserved communities, can improve access to care and reduce disparities. In this article, we specifically focus on methods to improve optimization for patients with HIV and hepatitis C to facilitate their access to total joint arthroplasty. 1.2 million Americans are currently living with HIV (people living with HIV). African Americans and Hispanics account for the largest proportion of new HIV diagnoses and make up the highest proportion of people living with HIV. HIV-positive patients, many of them with complex comorbidities, are at a high risk for postoperative complications. Optimization of this vulnerable cohort involves a multidisciplinary strategy focusing on optimizing treatment modalities to reduce viral loads, leading to lower complication rates and a safer environment for the surgical team. The rates of hepatitis C have been increasing in the United States, and more than half of individuals living with hepatitis C are unaware that they are infected. Hepatitis C infections are highest in African Americans, and the rates of chronic hepatitis C are highest in those born outside the United States. Patients with hepatitis C have an increased risk for surgical complications after total joint arthroplasty, and studies have demonstrated that these risks normalize when patients are preoperatively screened and treated. Optimization in these vulnerable groups includes working closely with psychosocial resources, the primary care team, and infectious disease specialists to ensure treatment access and compliance.
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Park H, Lo-Ciganic WH, Huang J, Wu Y, Henry L, Peter J, Sulkowski M, Nelson DR. Machine learning algorithms for predicting direct-acting antiviral treatment failure in chronic hepatitis C: An HCV-TARGET analysis. Hepatology 2022; 76:483-491. [PMID: 35034373 PMCID: PMC9287493 DOI: 10.1002/hep.32347] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 12/22/2021] [Accepted: 01/05/2022] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND AIMS We aimed to develop and validate machine learning algorithms to predict direct-acting antiviral (DAA) treatment failure among patients with HCV infection. APPROACH AND RESULTS We used HCV-TARGET registry data to identify HCV-infected adults receiving all-oral DAA treatment and having virologic outcome. Potential pretreatment predictors (n = 179) included sociodemographic, clinical characteristics, and virologic data. We applied multivariable logistic regression as well as elastic net, random forest, gradient boosting machine (GBM), and feedforward neural network machine learning algorithms to predict DAA treatment failure. Training (n = 4894) and validation (n = 1631) patient samples had similar sociodemographic and clinical characteristics (mean age, 57 years; 60% male; 66% White; 36% with cirrhosis). Of 6525 HCV-infected adults, 95.3% achieved sustained virologic response, whereas 4.7% experienced DAA treatment failure. In the validation sample, machine learning approaches performed similarly in predicting DAA treatment failure (C statistic [95% CI]: GBM, 0.69 [0.64-0.74]; random forest, 0.68 [0.63-0.73]; feedforward neural network, 0.66 [0.60-0.71]; elastic net, 0.64 [0.59-0.70]), and all four outperformed multivariable logistic regression (0.51 [0.46-0.57]). Using the Youden index to identify the balanced risk score threshold, GBM had 66.2% sensitivity and 65.1% specificity, and 12 individuals were needed to evaluate to identify 1 DAA treatment failure. Over 55% of patients with treatment failure were classified by the GBM in the top three risk decile subgroups (positive predictive value: 6%-14%). The top 10 GBM-identified predictors included albumin, liver enzymes (aspartate aminotransferase, alkaline phosphatase), total bilirubin levels, sex, HCV viral loads, sodium level, HCC, platelet levels, and tobacco use. CONCLUSIONS Machine learning algorithms performed effectively for risk prediction and stratification of DAA treatment failure.
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Affiliation(s)
- Haesuk Park
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Wei-Hsuan Lo-Ciganic
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - James Huang
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Yonghui Wu
- Department of Medicine, University of Florida, Gainesville, Florida
| | - Linda Henry
- Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Joy Peter
- Department of Medicine, University of Florida, Gainesville, Florida
| | | | - David R. Nelson
- Department of Medicine, University of Florida, Gainesville, Florida
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Jiang X, Vouri SM, Diaby V, Lo-Ciganic W, Parker R, Park H. Health care utilization and costs associated with direct-acting antivirals for patients with substance use disorders and chronic hepatitis C. J Manag Care Spec Pharm 2021; 27:1388-1402. [PMID: 34595949 DOI: 10.18553/jmcp.2021.27.10.1388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
Abstract
BACKGROUND: Patients with substance use disorders (SUD) and chronic hepatitis C virus infection (HCV) have limited access to direct-acting antivirals (DAAs) due to multilevel issues related to providers (eg, concern about reinfection); patients (eg, refusal); payers (eg, prior authorization); and health system structure, although clinical guidelines recommend timely DAA treatment for patients with SUD and HCV. Effects of DAAs on real-world health care utilization and costs among these patients is unknown. OBJECTIVE: To compare changes in medical service utilization and costs related to liver, SUD, and all-cause morbidity in patients with SUD and HCV treated with DAAs (DAA group) vs not treated with DAAs (non-DAA group). METHODS: We conducted a retrospective cohort study using MarketScan Commercial and Medicare Supplemental Claims databases (2012-2018) for newly diagnosed HCV treatment-naive adults with SUD. We used difference-in-differences analyses, stratified by cirrhosis status, to determine the adjusted ratio of rate ratio (RoRR) to assess the difference in the relative changes from the pre- to posttreatment periods between the 2 groups. RESULTS: 6,266 patients with SUD and HCV were identified. Of these patients who also had cirrhosis (n = 607), 49% (n = 298) initiated DAA therapy for HCV, whereas of those without cirrhosis (n = 5,659), 22% (n = 1,219) initiated DAAs. For patients with cirrhosis (n = 607), the liver-related costs decreased by $6,213 (95% CI = -$8,571, -$3,856) for the DAA group and $1,585 (95% CI = -$4,659, $1,490) for the non-DAA group. The relative decreases in the rate of liver-related costs were larger for the DAA group than for the non-DAA group, and the relative changes between groups were significantly different (RoRR = 0.37, 95% CI = 0.19-0.73). There was no difference in the relative changes after DAAs in the rate of SUD-related visits/costs or all-cause costs between the 2 groups. For patients without cirrhosis (n = 5,659), a similar association was observed. Besides, the relative decreases in the rate of SUD-related emergency department (ED) visits (RoRR = 0.54, 95% CI = 0.38-0.77); SUD-related long-term care visits (RoRR = 0.30, 95% CI = 0.13-0.73); all-cause ED visits (RoRR = 0.75, 95% CI = 0.64-0.88); and all-cause long term-care visits (RoRR = 0.36, 95% CI = 0.18-0.72) were larger in the DAA group than in the non-DAA group. CONCLUSIONS: DAAs are associated with a significant decrease in the rate of SUD-related ED visits and liver-related costs without increasing the rate of all-cause costs among patients with SUD and HCV, suggesting that the benefits of DAAs extended beyond liver-related outcomes, especially in this disadvantaged population. DISCLOSURES: Research reported in this publication was supported in part by the National Institute on Drug Abuse of the National Institutes of Health (K01DA045618). The funder did not have a role in the design, the execution, the analyses, the interpretation of the data, or the decision to submit the results of this study. The authors have no potential conflicts of interest.
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Affiliation(s)
- Xinyi Jiang
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville
| | - Scott Martin Vouri
- Department of Pharmaceutical Outcomes & Policy, Center for Drug Evaluation and Safety (CoDES), College of Pharmacy, University of Florida, Gainesville
| | - Vakaramoko Diaby
- Department of Pharmaceutical Outcomes & Policy, Center for Drug Evaluation and Safety (CoDES), College of Pharmacy, University of Florida, Gainesville
| | - Weihsuan Lo-Ciganic
- Department of Pharmaceutical Outcomes & Policy, Center for Drug Evaluation and Safety (CoDES), College of Pharmacy, University of Florida, Gainesville
| | - Robert Parker
- Department of Biostatistics, College of Public Health & Health Professions, College of Medicine, University of Florida, Gainesville
| | - Haesuk Park
- Department of Pharmaceutical Outcomes & Policy, Center for Drug Evaluation and Safety (CoDES), College of Pharmacy, University of Florida, Gainesville
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Jiang X, Parker RL, Vouri SM, Lo-Ciganic W, Diaby V, Henry L, Park H. Cascade of Hepatitis C Virus Care Among Patients With Substance Use Disorders. Am J Prev Med 2021; 61:576-584. [PMID: 34210584 PMCID: PMC8455419 DOI: 10.1016/j.amepre.2021.04.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 04/02/2021] [Accepted: 04/07/2021] [Indexed: 01/02/2023]
Abstract
INTRODUCTION Hepatitis C virus testing is recommended for people at high risk for infection, including those with substance use disorders. Little is known about the cascade of hepatitis C virus care (including testing, diagnosis, and treatments) among patients with substance use disorders in real-world clinical practice. This study aims to characterize the hepatitis C virus cascade of care and identify the factors associated with hepatitis C virus testing and diagnosis among Florida Medicaid beneficiaries with substance use disorders. METHODS A retrospective cohort analysis of Florida Medicaid data (2013-2018) was conducted in 2020 for patients aged 18-64 years with newly diagnosed substance use disorders (year 2012 was used to ascertain 1-year previous enrollment). A generalized estimating equation identified the factors associated with hepatitis C virus testing; a multivariable logistic model identified the factors associated with hepatitis C virus diagnosis. RESULTS Of the 156,770 patients with substance use disorders, 18% were tested for hepatitis C virus at least once. Among the tested patients, 8% had hepatitis C virus diagnoses. Among the 2,177 patients having a hepatitis C virus diagnosis, 11% initiated hepatitis C virus treatments, and 96% of them completed the hepatitis C virus treatments. Factors associated with being less likely to receive hepatitis C virus testing included being male (AOR=0.73, 95% CI=0.71, 0.75) and White (AOR=0.85, 95% CI=0.83, 0.87), whereas individuals who were male (AOR=1.49, 95% CI=1.35, 1.66) and White (AOR=2.71, 95% CI=2.38, 3.08) were more likely to be diagnosed with hepatitis C virus. The odds of receiving hepatitis C virus testing significantly increased annually (AOR=1.06, 95% CI=1.05, 1.07). CONCLUSIONS Future studies are warranted to investigate the barriers to access hepatitis C virus testing and treatment among Florida Medicaid beneficiaries with substance use disorders, especially for White male individuals.
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Affiliation(s)
- Xinyi Jiang
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Robert L Parker
- Department of Biostatistics, College of Public Health and Health Professions & College of Medicine, University of Florida, Gainesville, Florida
| | - Scott Martin Vouri
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida; Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida
| | - Weihsuan Lo-Ciganic
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida; Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida
| | - Vakaramoko Diaby
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida; Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida
| | - Linda Henry
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Haesuk Park
- Department of Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Gainesville, Florida; Center for Drug Evaluation and Safety, University of Florida, Gainesville, Florida.
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Jiang X, Song HJ, Wang W, Henry L, Childs-Kean LM, Re VL, Park H. The use of all-oral direct-acting antivirals in hepatitis C virus-infected patients with substance use disorders. J Manag Care Spec Pharm 2021; 27:873-881. [PMID: 34185563 PMCID: PMC8244773 DOI: 10.18553/jmcp.2021.27.7.873] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND: There is evidence that barriers exist for the initiation of direct-acting antiviral (DAA) treatment for hepatitis C virus (HCV) for those with substance use disorders (SUDs). However, real world clinical evidence of DAA treatment initiation following receipt of a prescription and continuation among those with SUDs and HCV is lacking. OBJECTIVES: To (1) compare HCV treatment initiation (prescription fill) rates and early discontinuation rates between HCV-infected patients with and without SUDs in the DAA era, and (2) identify patient-level factors associated with HCV treatment initiation and early discontinuation in patients with SUDs. METHODS: A retrospective cohort analysis of the MarketScan databases (January 2012-December 2018) was conducted for newly diagnosed treatment naïve HCV-infected patients (age ≥ 18) with and without SUDs. We used multivariable Cox regression to estimate adjusted hazard ratios (aHRs) with 95% confidence intervals of treatment initiation and early discontinuation in those with SUDs versus those without. RESULTS: We identified a total of 29,228 newly diagnosed HCV-infected patients (6,385 with SUDs and 22,843 without SUDs). Overall, DAA treatment initiation for patients with SUDs was significantly lower than that for those without SUDs (24% vs 34%; P < 0.01). After adjusting for demographics and clinical characteristics, patients with SUDs were less likely to initiate DAA treatments than those without SUDs (aHR, 0.87 [0.82-0.92]). There was no difference in discontinuation of DAA treatment between those with and without SUDs (4% vs 3%: aHR, 1.13 [0.81-1.60]). Among patients with SUDs (n = 6,385), lower rates of initiating DAA treatment was associated with younger age, and comorbidities including alcoholic liver disease (ALD; aHR, 0.44 [0.33-0.57), chronic kidney disease (CKD) (aHR, 0.52 [0.36-0.75]), and hepatitis B virus (HBV; aHR, 0.64 [0.44-0.92]). DAA treatment discontinuation was associated with younger age, ribavirin (RBV) therapy (aHR, 3.78 [2.21-6.47]), and cirrhosis diagnosis (aHR, 2.42 [1.21-4.84]) but not SUD treatment (aHR, 0.68 [0.34-1.34]). CONCLUSIONS: HCV-infected patients with SUDs had significantly lower treatment initiation rates, especially in young females and those with ALD, CKD, and HBV. No difference was found in DAA discontinuation. However, younger patients with RBV treatment and/or cirrhosis were more likely to stop treatment. Interventions directed towards these groups are needed to enhance DAA initiation and treatment maintenance among HCV-infected patients with SUDs. DISCLOSURES: Research reported in this publication was supported in part by the National Institute on Drug Abuse of the National Institutes of Health under award number K01DA045618 (to Park). The other authors have nothing to disclose that may present a potential conflict of interest.
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Affiliation(s)
- Xinyi Jiang
- University of Florida, College of Pharmacy, Department of Pharmaceutical Outcomes & Policy, FL
| | - Hyun Jin Song
- University of Florida, College of Pharmacy, Department of Pharmaceutical Outcomes & Policy, FL
| | - Wei Wang
- University of Florida, College of Pharmacy, Department of Pharmaceutical Outcomes & Policy, FL
| | - Linda Henry
- University of Florida, College of Pharmacy, Department of Pharmaceutical Outcomes & Policy, FL
| | - Lindsey M Childs-Kean
- University of Florida Pharmacotherapy and Translational Research, College of Pharmacy, Gainesville, FL
| | - Vincent Lo Re
- University of Pennsylvania, Division of Infectious Diseases, Department of Medicine and Center for Clinical Epidemiology and Biostatistics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, Philadelphia, PA
| | - Haesuk Park
- University of Florida, College of Pharmacy, Department of Pharmaceutical Outcomes & Policy, FL.,University of Florida, Center for Drug Evaluation and Safety (CoDES), FL
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