1
|
Waddell CJ, Saldana CS, Schoonveld MM, Meehan AA, Lin CK, Butler JC, Mosites E. Infectious Diseases Among People Experiencing Homelessness: A Systematic Review of the Literature in the United States and Canada, 2003-2022. Public Health Rep 2024; 139:532-548. [PMID: 38379269 PMCID: PMC11344984 DOI: 10.1177/00333549241228525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2024] Open
Abstract
Homelessness increases the risk of acquiring an infectious disease. We conducted a systematic review of the literature to identify quantitative data related to infectious diseases and homelessness. We searched Google Scholar, PubMed, and SCOPUS for quantitative literature published from January 2003 through December 2022 in English from the United States and Canada. We excluded literature on vaccine-preventable diseases and HIV because these diseases were recently reviewed. Of the 250 articles that met inclusion criteria, more than half were on hepatitis C virus or Mycobacterium tuberculosis. Other articles were on COVID-19, respiratory syncytial virus, Staphylococcus aureus, group A Streptococcus, mpox (formerly monkeypox), 5 sexually transmitted infections, and gastrointestinal or vectorborne pathogens. Most studies showed higher prevalence, incidence, or measures of risk for infectious diseases among people experiencing homelessness as compared with people who are housed or the general population. Although having increased published data that quantify the infectious disease risks of homelessness is encouraging, many pathogens that are known to affect people globally who are not housed have not been evaluated in the United States or Canada. Future studies should focus on additional pathogens and factors leading to a disproportionately high incidence and prevalence of infectious diseases among people experiencing homelessness.
Collapse
Affiliation(s)
- Caroline J. Waddell
- Office of Readiness and Response, Centers for Disease Control and Prevention, Atlanta, GA, USA
- Epidemic Intelligence Service, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Carlos S. Saldana
- Division of Infectious Disease, School of Medicine, Emory University, Atlanta, GA, USA
| | - Megan M. Schoonveld
- Office of Readiness and Response, Centers for Disease Control and Prevention, Atlanta, GA, USA
- Oak Ridge Institute for Science and Education, US Department of Energy, Oak Ridge, TN, USA
| | - Ashley A. Meehan
- Office of Readiness and Response, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Christina K. Lin
- Department of Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Jay C. Butler
- Office of Readiness and Response, Centers for Disease Control and Prevention, Atlanta, GA, USA
- Division of Infectious Disease, School of Medicine, Emory University, Atlanta, GA, USA
| | - Emily Mosites
- Office of Readiness and Response, Centers for Disease Control and Prevention, Atlanta, GA, USA
| |
Collapse
|
2
|
Browne S, Umlauf A, Moore DJ, Benson CA, Vaida F. User Experience of Persons Using Ingestible Sensor-Enabled Pre-Exposure Prophylaxis to Prevent HIV Infection: Cross-Sectional Survey Study. JMIR Mhealth Uhealth 2024; 12:e53596. [PMID: 38722201 PMCID: PMC11085042 DOI: 10.2196/53596] [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: 10/16/2023] [Revised: 02/26/2024] [Accepted: 04/01/2024] [Indexed: 05/12/2024] Open
Abstract
Background A digital health technology's success or failure depends on how it is received by users. objectives We conducted a user experience (UX) evaluation among persons who used the Food and Drug Administration-approved Digital Health Feedback System incorporating ingestible sensors (ISs) to capture medication adherence, after they were prescribed oral pre-exposure prophylaxis (PrEP) to prevent HIV infection. We performed an association analysis with baseline participant characteristics, to see if "personas" associated with positive or negative UX emerged. Methods UX data were collected upon exit from a prospective intervention study of adults who were HIV negative, prescribed oral PrEP, and used the Digital Health Feedback System with IS-enabled tenofovir disoproxil fumarate plus emtricitabine (IS-Truvada). Baseline demographics; urine toxicology; and self-report questionnaires evaluating sleep (Pittsburgh Sleep Quality Index), self-efficacy, habitual self-control, HIV risk perception (Perceived Risk of HIV Scale 8-item), and depressive symptoms (Patient Health Questionnaire-8) were collected. Participants with ≥28 days in the study completed a Likert-scale UX questionnaire of 27 questions grouped into 4 domain categories: overall experience, ease of use, intention of future use, and perceived utility. Means and IQRs were computed for participant total and domain subscores, and linear regressions modeled baseline participant characteristics associated with UX responses. Demographic characteristics of responders versus nonresponders were compared using the Fisher exact and Wilcoxon rank-sum tests. Results Overall, 71 participants were enrolled (age: mean 37.6, range 18-69 years; n=64, 90% male; n=55, 77% White; n=24, 34% Hispanic; n=68, 96% housed; and n=53, 75% employed). No demographic differences were observed in the 63 participants who used the intervention for ≥28 days. Participants who completed the questionnaire were more likely to be housed (52/53, 98% vs 8/10, 80%; P=.06) and less likely to have a positive urine toxicology (18/51, 35% vs 7/10, 70%; P=.08), particularly methamphetamine (4/51, 8% vs 4/10, 40%; P=.02), than noncompleters. Based on IQR values, ≥75% of participants had a favorable UX based on the total score (median 3.78, IQR 3.17-4.20), overall experience (median 4.00, IQR 3.50-4.50), ease of use (median 3.72, IQR 3.33-4.22), and perceived utility (median 3.72, IQR 3.22-4.25), and ≥50% had favorable intention of future use (median 3.80, IQR 2.80-4.40). Following multipredictor modeling, self-efficacy was significantly associated with the total score (0.822, 95% CI 0.405-1.240; P<.001) and all subscores (all P<.05). Persons with more depressive symptoms reported better perceived utility (P=.01). Poor sleep was associated with a worse overall experience (-0.07, 95% CI -0.133 to -0.006; P=.03). Conclusions The UX among persons using IS-enabled PrEP (IS-Truvada) to prevent HIV infection was positive. Association analysis of baseline participant characteristics linked higher self-efficacy with positive UX, more depressive symptoms with higher perceived utility, and poor sleep with negative UX.
Collapse
Affiliation(s)
- Sara Browne
- Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, United States
- Specialists in Global Health, Encinitas, CA, United States
| | - Anya Umlauf
- Department of Psychiatry, University of California San Diego, San Diego, CA, United States
| | - David J Moore
- Department of Psychiatry, University of California San Diego, San Diego, CA, United States
| | - Constance A Benson
- Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, United States
| | - Florin Vaida
- Department of Family Medicine and Public Health, University of California San Diego, San Diego, CA, United States
| |
Collapse
|
3
|
Flamm SL, Mangia A. Adherence in Hepatitis C Virus Treatment: What We Know. Semin Liver Dis 2024; 44:258-271. [PMID: 38657680 DOI: 10.1055/a-2313-0111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
Although therapy with direct-acting antiviral (DAA) agents achieves high hepatitis C virus (HCV) cure rates and is forgiving of missed doses, certain patient populations, such as people who inject drugs (PWID), are often denied therapy because of a perceived high risk of nonadherence. However, a relationship between adherence to DAAs for various patient populations and efficacy has not been well defined. The lack of a standardized method for evaluating adherence complicates making comparisons between studies, making it difficult to develop and implement novel measures that may improve adherent behavior. Traditional methods for assessing adherence may overestimate medication adherence, while newer, technology-based methods may assist with accurately assessing and maintaining patient adherence to therapy. Data demonstrate that special populations of patients with HCV, such as PWID, can be successfully treated, with relatively high rates of sustained virologic response (SVR) despite less-than-optimal adherence. While rates of adherence, and subsequently SVR, can be improved, antiviral therapy should not be withheld because of fear of nonadherence. This article addresses medication adherence and forgiveness of DAA regimens, such as sofosbuvir/velpatasvir and glecaprevir/pibrentasvir, in different patient populations with HCV. Considerations in evaluating adherence in HCV therapy and available methods for assessing adherence are detailed.
Collapse
Affiliation(s)
- Steven L Flamm
- Division of Digestive Diseases and Nutrition, Rush University Medical School, Chicago, Illinois
| | - Alessandra Mangia
- Department of Medical Sciences Hepatology, Fondazione Casa Sollievo della Sofferenza IRCCS, San Giovanni Rotondo, Italy
| |
Collapse
|
4
|
Muftah AA, Banala C, Raasikh T, Jamali T, Bustamante G, Cholankeril G, Kanwal F, Flores A, Hernaez R. Telehealth interventions in patients with chronic liver diseases: A systematic review. Hepatology 2023; 78:179-194. [PMID: 36632994 DOI: 10.1097/hep.0000000000000265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 11/17/2022] [Indexed: 01/13/2023]
Abstract
BACKGROUND AND AIM Telehealth interventions may improve access to care, disease-specific, and quality outcomes in chronic liver diseases (CLDs). We aimed to systematically evaluate outcomes of telehealth interventions in CLDs. MATERIALS AND METHODS We used key terms and searched PubMed/EMBASE from inception to January 10, 2022. Two authors independently screened abstracts. Disagreements were resolved by a third reviewer. We included any type of CLD, including posttransplant patients, and extracted outcomes as defined by authors for each etiology of CLD (sustained virological response in HCV or weight loss in NAFLD). Meta-analysis was not performed because of the heterogeneity of data. Quality assessment was performed using the Newcastle-Ottawa Scale for observational studies and the Cochrane Risk of Bias tool for clinical trials. RESULTS Of 4250 studies screened, 43 met the inclusion criteria. Of these, 28 reported HCV treatment outcomes. All studies showed no statistically significant differences between sustained virological response rates in TH groups compared with control groups or historic cohorts. Eight studies evaluating liver transplant-related processes and outcomes demonstrated improved rates of transplant evaluation and referrals and decreased short-term readmission rates. Three randomized controlled trials and 1 observational study on NAFLD showed improved weight loss outcomes. One retrospective study showed reduced mortality risk in CLD patients with at least 1 TH encounter. CONCLUSIONS TH interventions in patients with CLDs consistently show equivalent or improved clinical outcomes compared with traditional encounters. TH in CLDs can bridge the gap in access while maintaining the quality of care for underserved populations.
Collapse
Affiliation(s)
- Abdullah A Muftah
- Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Chaitra Banala
- Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Taaj Raasikh
- Department of Gastroenterology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Taher Jamali
- Division of Gastroenterology, Henry Ford Hospital, Detroit, Michigan, USA
| | | | - George Cholankeril
- Section of Gastroenterology and Hepatology, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Fasiha Kanwal
- Section of Gastroenterology and Hepatology, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
- Section of Gastroenterology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
- Center for Innovations in Quality, Effectiveness and Safety (IQuESt), Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
| | - Avegail Flores
- Section of Gastroenterology and Hepatology, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
- Section of Gastroenterology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
| | - Ruben Hernaez
- Section of Gastroenterology and Hepatology, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
- Section of Gastroenterology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
- Center for Innovations in Quality, Effectiveness and Safety (IQuESt), Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
| |
Collapse
|
5
|
Walton KM, Herrmann ES. Medication Adherence in Tobacco Cessation Clinical Trials. ADDICTION NEUROSCIENCE 2023; 6:100069. [PMID: 36817408 PMCID: PMC9934057 DOI: 10.1016/j.addicn.2023.100069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Adherence is a critical mediator of treatment outcome across health conditions and low rates of adherence undermine success in smoking cessation treatment. This narrative review provides an overview of different techniques that can be used to measure adherence to smoking cessation treatments and outlines strategies to address treatment adherence. Techniques to measure adherence include conducting pill counts, collecting self-reports of adherence, directly observed therapy, biochemical verification methods, and electronic data collection via medication events monitoring systems. Techniques examined for increasing tobacco cessation treatment adherence include counseling, automated adherence calls, feedback from electronic monitors, contingency management and directly observed therapy. Adherence monitoring and optimization should be a standard component of smoking cessation treatment research.
Collapse
Affiliation(s)
- Kevin M. Walton
- Division of Therapeutics and Medical Consequences, National Institute on Drug Abuse, NIH
| | - Evan S. Herrmann
- Division of Therapeutics and Medical Consequences, National Institute on Drug Abuse, NIH
| |
Collapse
|
6
|
Litvinova O, Klager E, Yeung AWK, Tzvetkov NT, Kimberger O, Kletecka-Pulker M, Willschke H, Atanasov AG. Bibliometric analysis and evidence of clinical efficacy and safety of digital pills. Front Pharmacol 2023; 14:1023250. [PMID: 36755951 PMCID: PMC9899979 DOI: 10.3389/fphar.2023.1023250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 01/12/2023] [Indexed: 01/24/2023] Open
Abstract
Objectives: Digital pills are new technologies that aim to improve healthcare by increasing medication adherence. The aim of the work was a bibliometric analysis of clinical studies of digital pills and an assessment of the level of evidence of their effectiveness, safety, and prospects for the future. Materials and Methods: The studies were conducted using online databases such as ClinicalTrials.gov, Dimensions, and Web of Science for the period January 2012 to July 2022. The VOSviewer tool for building and visualizing bibliometric networks was used. Results: Bibliometric analysis of the scientific literature revealed that over the past 10 years, the number of publications about digital pills has noticeably increased, which indicates the increasing importance of this field of knowledge. The leading positions in this area are occupied by scientists from the United States, the United Kingdom, and India. Sources of financial support for authors of publications in the field of digital pills are funds from leading developer companies, budget allocations, and funds from non-commercial organizations. Public-private partnerships are an important path to develop and implement digital pills. The four main clusters of digital pill studies were highlighted and visualized: efficacy and safety analysis for serious mental disorders; treatment and costs of tuberculosis therapy; features of the treatment of diabetes, cardiovascular diseases, and AIDS; and usage monitoring. Available publications demonstrate the efficacy potential and safety of digital pills. Nevertheless, the effects of digital pills have not yet been fully studied. Conclusion: Priority areas for future research are further randomized controlled clinical trials and meta-analyses, which are necessary for a high level (I level) of evidence for therapeutic applications of digital pills, as well as pharmacoeconomic studies.
Collapse
Affiliation(s)
- Olena Litvinova
- National University of Pharmacy of the Ministry of Health of Ukraine, Kharkiv, Ukraine,*Correspondence: Olena Litvinova, ; Atanas G. Atanasov,
| | - Elisabeth Klager
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria
| | - Andy Wai Kan Yeung
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria,Division of Oral and Maxillofacial Radiology, Applied Oral Sciences and Community Dental Care, Faculty of Dentistry, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Nikolay T. Tzvetkov
- Department of Biochemical Pharmacology and Drug Design, Bulgarian Academy of Sciences, Institute of Molecular Biology “Roumen Tsanev, Sofia, Bulgaria
| | - Oliver Kimberger
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria,Department of Anaesthesia, Intensive Care Medicine and Pain Medicine, Medical University of Vienna, Vienna, Austria
| | - Maria Kletecka-Pulker
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria,Institute for Ethics and Law in Medicine, University of Vienna, Vienna, Austria
| | - Harald Willschke
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria,Department of Anaesthesia, Intensive Care Medicine and Pain Medicine, Medical University of Vienna, Vienna, Austria
| | - Atanas G. Atanasov
- Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria,Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, Jastrzebiec, Poland,*Correspondence: Olena Litvinova, ; Atanas G. Atanasov,
| |
Collapse
|
7
|
Browne SH, Vaida F, Umlauf A, Tucker AJ, Blaschke TF, Benson CA. Supporting the Art: Medication Adherence Patterns in Persons Prescribed Ingestible Sensor-enabled Oral Pre-Exposure Prophylaxis to Prevent Human Immunodeficiency Virus Infection. Clin Infect Dis 2023; 76:134-143. [PMID: 36484300 PMCID: PMC10202440 DOI: 10.1093/cid/ciac280] [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: 11/24/2021] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Timely, accurate adherence data may support oral pre-exposure prophylaxis (PrEP) success and inform prophylaxis choice. We evaluated a Food and Drug Administration (FDA)-approved digital health feedback system (DHFS) with ingestible-sensor-enabled (IS) tenofovir-disoproxil-fumarate plus emtricitabine (Truvada®) in persons starting oral PrEP. METHODS Human immunodeficiency virus (HIV)-negative adults were prescribed IS-Truvada® with DHFS for 12 weeks to observe medication taking behavior. Baseline demographics, urine toxicology, and self-report questionnaires were obtained. Positive detection accuracy and adverse events were computed as percentages, with Kaplan Meier Estimate for persistence-of-use. In participants persisting ≥28 days, adherence patterns (taking and timing) were analyzed, and mixed-effects logistic regression modeled characteristics associated with treatment adherence. RESULTS Seventy-one participants were enrolled, mean age 37.6 years (range 18-69), 90.1% male, 77.5% White, 33.8% Hispanic, 95.8% housed, and 74.6% employed. Sixty-three participants (88.7%) persisted ≥28 days, generating 4987 observation days, average 79.2 (29-105). Total confirmed doses were 86.2% (95% confidence interval [CI] 82.5, 89.4), decreasing over time, odds ratio (OR) 0.899 (95% CI .876, .923) per week, P < .001; 79.4% (95% CI 66.7%, 87.3%) of participants had ≥80% adherence. Pattern analysis showed days without confirmed doses clustered (P = .003); regular dose timing was higher among participants with ≥80% confirmed doses (0.828, 95% CI .796 to .859) than among those with <80% (0.542, 95% CI95 .405 to .679) P < .001. In multi-predictor models, better adherence was associated with older age, OR 1.060 (95% CI 1.033, 1.091) per year, P < .001; negative vs positive methamphetamine screen, OR 5.051 (95% CI 2.252, 11.494), P < .001. CONCLUSIONS DHFS with IS-Truvada® distinguished adherent persons from those potentially at risk of prophylactic failure. Ongoing methamphetamine substance use may impact oral PrEP success.
Collapse
Affiliation(s)
- Sara H Browne
- Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, California, USA
- Specialists in Global Health, Encinitas, California, USA
| | - Florin Vaida
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, California, USA
| | - Anya Umlauf
- Department of Psychiatry, University of California San Diego, La Jolla, California, USA
| | - Amanda J Tucker
- Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, California, USA
| | | | - Constance A Benson
- Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, California, USA
| |
Collapse
|
8
|
Richey AG, Kovacs I, Browne S. Use of an Ingestible, Sensor-Based Digital Adherence System to Strengthen the Therapeutic Relationship in Serious Mental Illness. JMIR Ment Health 2022; 9:e39047. [PMID: 36459392 PMCID: PMC9758639 DOI: 10.2196/39047] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 08/08/2022] [Accepted: 09/01/2022] [Indexed: 11/13/2022] Open
Abstract
Serious mental illness is a chronic condition that requires long-term pharmacological treatment. Adherence to oral antipsychotic medication has specific nuances that affects patients and physicians alike. For patients with serious mental illness, nonadherence increases their risk of hospitalization and relapse. Nonadherence is a formidable barrier for physicians in accurately assessing medication efficacy and helping patients achieve their fullest potential. A digital adherence system approved by the Food and Drug Administration can provide near-real time aripiprazole ingestion information. The system records ingestions through an embedded ingestible sensor in oral aripiprazole, which sends a transient local signal to a patch worn on the patient's torso that is then stored on a paired smartphone app. With patient permission, these data can be viewed remotely by their physician, along with a patient's mood, activity, and time spent resting. Such data are able to do the following: reveal broad patterns of medication adherence behavior to the patient as well as their physician; help physicians and patients understand and create more realistic expectations for adherence; promote discussion of treatment options; and minimize therapeutic appointment time devoted to determining actual adherence, thereby maximizing the time available to address each patient's distinctive reasons for their adherence pattern. Crucially, extra time created during appointments can be used to strengthen the therapeutic relationship, which may translate into both improvements in adherence and patient attitude toward their medication. Future investigations are needed to examine how this technology impacts the development of training and best practice guidelines for its use. Otherwise, the potential benefits of this technology may be lost, or worse, inadequate and inappropriate use may harm the therapeutic relationship.
Collapse
Affiliation(s)
- Anabel G Richey
- Department of Psychiatry, Oxford University, Oxford, United Kingdom.,Department of Medicine, University of California, San Diego, La jolla, CA, United States
| | - Ildiko Kovacs
- Department of Psychiatry, University of California, San Diego, CA, United States
| | - Sara Browne
- Department of Medicine, University of California, San Diego, La jolla, CA, United States
| |
Collapse
|
9
|
Ward KM, Falade-Nwulia O, Moon J, Sutcliffe CG, Brinkley S, Haselhuhn T, Katz S, Herne K, Arteaga L, Mehta SH, Latkin C, Brooner RK, Sulkowski MS. Nonadherence to Ledipasvir/Sofosbuvir Did Not Predict Sustained Virologic Response in a Randomized Controlled Trial of Human Immunodeficiency Virus/Hepatitis C Virus Coinfected Persons Who Use Drugs. J Infect Dis 2022; 225:903-911. [PMID: 34543417 PMCID: PMC8889293 DOI: 10.1093/infdis/jiab477] [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] [Received: 06/04/2021] [Accepted: 09/17/2021] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Eliminating hepatitis C virus (HCV) will require effective treatment delivery to persons with substance use disorders (SUDs). We evaluated the relationship between ledipasvir/sofosbuvir treatment persistence (receiving 84 tablets), adherence, and sustained virologic response (SVR) in persons with human immunodeficiency virus (HIV)/HCV coinfection. METHODS Of the 144 participants with HIV/HCV and SUDs, 110 initiated a 12-week treatment course under 1 of 3 conditions (usual care, peer mentors, and cash incentives). We used self-report, pharmacy pill counts, and expected date of refill to examine adherence. Persistent participants were categorized as high adherence (taking ≥90% of doses) or low adherence (taking <90% of doses). RESULTS Most participants persisted on treatment after initiation (n = 105), with 95% (n = 100) achieving SVR. One third (34%) of participants had moderate/heavy alcohol use by the biomarker phosphatidylethanol ([Peth] ≥50 ng/mL), and 44% had urine toxicology positive for cocaine or heroin at enrollment. The proportion of persons with high adherence was 72% (n = 76), and the proportion of persons with low adherence was 28%. Although low adherence was associated with moderate/heavy alcohol use by PEth (relative risk = 2.77; 95% confidence interval, 1.50-5.12), SVR did not vary according to adherence (P = .702), and most participants (97%) with low adherence achieved SVR. CONCLUSIONS Treatment persistence led to high SVR rates among persons with HIV/HCV, despite imperfect adherence and SUDs.
Collapse
Affiliation(s)
- Kathleen M Ward
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | | | - Juhi Moon
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Catherine G Sutcliffe
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Sherilyn Brinkley
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Taryn Haselhuhn
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Stephanie Katz
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Kayla Herne
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Lilian Arteaga
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Shruti H Mehta
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Carl Latkin
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Robert K Brooner
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Mark S Sulkowski
- Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
10
|
OUP accepted manuscript. J Antimicrob Chemother 2022; 77:1396-1403. [DOI: 10.1093/jac/dkac051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 01/12/2022] [Indexed: 11/12/2022] Open
|
11
|
Chai PR, Vaz C, Goodman GR, Albrechta H, Huang H, Rosen RK, Boyer EW, Mayer KH, O'Cleirigh C. Ingestible electronic sensors to measure instantaneous medication adherence: A narrative review. Digit Health 2022; 8:20552076221083119. [PMID: 35251683 PMCID: PMC8891880 DOI: 10.1177/20552076221083119] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 01/30/2022] [Indexed: 12/03/2022] Open
Abstract
Objective Medication nonadherence contributes to significant morbidity and mortality worldwide. While many techniques to measure adherence exist, digital pill systems represent a novel, direct method of measuring adherence and a means of providing instantaneous adherence supports. In this narrative review, we discuss digital pill system research based on clinical trials and qualitative investigations conducted to date and potential future applications of digital pill system in medication adherence measurement. Methods We conducted a literature search in PubMed of English language peer-reviewed articles describing the use of digital pill system for medication adherence measurement between 2000 and 2021. We included all articles that described the deployment of ingestible sensors and those involving qualitative investigations of digital pill system with human subjects. Results A total of 95 articles were found on initial search; 75 were removed based on exclusion criteria. Included articles were categorized as investigations that deployed an ingestible sensor in human populations (n = 18), or those that conducted qualitative work (n = 3). For pilot studies, the mean accuracy of the sensor to successfully detect a medication ingestion event ranged from 68% to 100%. When digital pill systems were deployed in real-world clinical settings, accuracy ranged from 68% to 90% with lower accuracy due to nonadherence to digital pill system technology. Qualitative studies demonstrated that providers and patients perceive the digital pill system as a facilitator for improving adherence and as a potential platform for delivering adherence interventions. Additionally, ingestion data from digital pill system was viewed as useful in facilitating adherence discussions between clinicians and patients. Conclusions This narrative review demonstrates that the use of digital pill system is broadly feasible across multiple disease states including human immunodeficiency virus, hepatitis C infection, solid organ transplants, tuberculosis, schizophrenia, cardiovascular disease, and acute fractures, where adherence is closely linked to significant morbidity and mortality. It also highlights key areas of research that are still needed prior to broad-scale clinical deployment of such systems.
Collapse
Affiliation(s)
- Peter R Chai
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, USA.,The Fenway Institute, Fenway Health, Boston, MA, USA.,Department of Psychosocial Oncology and Palliative Care, Dana Farber Cancer Institute, Boston, MA, USA.,The Koch Institute for Integrated Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Clint Vaz
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, USA.,Department of Psychosocial Oncology and Palliative Care, Dana Farber Cancer Institute, Boston, MA, USA
| | - Georgia R Goodman
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, USA.,The Fenway Institute, Fenway Health, Boston, MA, USA.,Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | | | - Henwei Huang
- The Koch Institute for Integrated Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Rochelle K Rosen
- The Centers for Behavioral and Preventive Medicine, The Miriam Hospital, Providence, RI, USA.,Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, USA
| | - Edward W Boyer
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, USA.,The Fenway Institute, Fenway Health, Boston, MA, USA
| | - Kenneth H Mayer
- The Fenway Institute, Fenway Health, Boston, MA, USA.,Division of Infectious Diseases, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Conall O'Cleirigh
- The Fenway Institute, Fenway Health, Boston, MA, USA.,Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| |
Collapse
|
12
|
Adje YH, Brooks KM, Castillo-Mancilla JR, Wyles DL, Anderson PL, Kiser JJ. The use of technology-based adherence monitoring in the treatment of hepatitis C virus. Ther Adv Infect Dis 2022; 9:20499361221095664. [PMID: 35591885 PMCID: PMC9112320 DOI: 10.1177/20499361221095664] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 04/04/2022] [Indexed: 11/16/2022] Open
Abstract
Direct-acting antivirals (DAAs) achieve high hepatitis C virus (HCV) cure rates
and are forgiving to missed doses, but adherence–efficacy relationships have not
been well defined. Traditional adherence measures (e.g. pill counts, self-report
and pharmacy refills) over-estimate medication adherence. Newer technology-based
tools have been used to provide more objective adherence data. Herein,
electronic medication diaries (e-diaries), medication events monitoring system
(MEMS®) caps, electronic blister packs, electronic pill boxes,
video-based directly observed therapy (vDOT), artificial intelligence platforms
(AIPs), and ingestible sensor systems are described, and compared based on
existing studies using DAA. Percent adherence, predictors of adherence, and HCV
cure rates utilizing these technologies are included. DAA adherence with
e-diaries was 95–96%, MEMS® caps and ingestible biosensors were
between 95% and 97%, blister pack weekly dosing ranged 73–98%, and daily dosing
73–94%, whereas electronic pill boxes ranged between 39% and 89%, vDOT was 98%
and AIP 91–96%. Despite a wide range of adherence, high sustained virologic
response (SVR) rates (86–100%) were observed across all studies utilizing these
different technology-based tools. Current data support the forgiveness of DAA
therapies to missed doses using tools that provide more quantitative adherence
measures compared with self-report and provide insight on adherence–efficacy
relationships for contemporary DAA.
Collapse
Affiliation(s)
- Yeba H Adje
- Department of Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Kristina M Brooks
- Department of Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Jose R Castillo-Mancilla
- Division of Infectious Diseases, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - David L Wyles
- Division of Infectious Diseases, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Peter L Anderson
- Department of Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Jennifer J Kiser
- Department of Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, 12850 E. Montview Blvd., V20-C238, Aurora, CO 80045, USA
| |
Collapse
|
13
|
Smart pills for gastrointestinal diagnostics and therapy. Adv Drug Deliv Rev 2021; 177:113931. [PMID: 34416311 DOI: 10.1016/j.addr.2021.113931] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/03/2021] [Accepted: 08/13/2021] [Indexed: 12/13/2022]
Abstract
Ingestible smart pills have the potential to be a powerful clinical tool in the diagnosis and treatment of gastrointestinal disease. Though examples of this technology, such as capsule endoscopy, have been successfully translated from the lab into clinically used products, there are still numerous challenges that need to be overcome. This review gives an overview of the research being done in the area of ingestible smart pills and reports on the technical challenges in this field.
Collapse
|
14
|
Alfranca R, Salvans M, López C, Giralt C, Ramírez M, Calvo F. Hepatitis C in homeless people: reaching a hard-to-reach population. REVISTA ESPANOLA DE ENFERMEDADES DIGESTIVAS 2021; 113:529-532. [PMID: 33494612 DOI: 10.17235/reed.2021.7737/2020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE the aim of this study was to analyze the process of detection and treatment of hepatitis C in individuals experiencing homelessness (IEH). METHODS an analytical cross-sectional study was performed in a Primary Care center. The center screened and registered patients with a positive hepatitis C antibody test and referred them to the Digestive Service. RESULTS finally, 8.3 % presented with a positive HCV antibody test, of which six were patients who had already received treatment. Of those who had not received treatment, one patient was successfully treated; 30.8 % of the total could not be located or did not wish to participate. CONCLUSION community coordination and the use of rapid tests would improve detection.
Collapse
Affiliation(s)
- Rebeca Alfranca
- Centro de Atención Primaria Santa Clara. Institut Català de la Salut
| | - Mercè Salvans
- Centro de Atención Primaria Santa Clara. Institut Català de la Salut
| | - Carmen López
- Unidad de Hepatitis, Hospital Universitari de Girona Doctor Josep Trueta
| | - Cristina Giralt
- Centro de Atención Primaria Blanes. Institut Català de la Salut
| | - Marissa Ramírez
- Centro de Atención y Seguimiento a las Drogodependencias de Girona. Institut d'Assistència Sanitària
| | - Fran Calvo
- Pedagogia, Institut de Recerca sobre Qualitat de Vida. Universitat de Girona, España
| |
Collapse
|
15
|
Haridy J, Iyngkaran G, Nicoll A, Hebbard G, Tse E, Fazio T. eHealth Technologies for Screening, Diagnosis, and Management of Viral Hepatitis: A Systematic Review. Clin Gastroenterol Hepatol 2021; 19:1139-1150.e30. [PMID: 32896632 DOI: 10.1016/j.cgh.2020.09.011] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 08/31/2020] [Accepted: 09/02/2020] [Indexed: 01/30/2023]
Abstract
BACKGROUND & AIMS Chronic viral hepatitis is a leading cause of worldwide liver-related morbidity and mortality, despite the availability of effective treatments that reduce or prevent complications in most patients. Electronic-health (eHealth) technologies have potential to intervene along the whole cascade of care. We aimed to summarize available literature on eHealth interventions with respect to conventional screening, diagnostic and treatment outcomes in chronic hepatitis B (HBV) and hepatitis C (HCV). METHODS We systematically reviewed MEDLINE, EMBASE, Cochrane Library and international conference abstracts, including studies published from 2009 - 2020. Overall 80 studies were included, covering electronic medical record (EMR) interventions (n=39), telemedicine (n=20), mHealth (n=5), devices (n=4), clinical decision support (n=3), web-based (n=5), social media (n=1) and electronic communication (n=3). RESULTS Compared to standard care, EMR alerts increase screening rates in eligible populations including birth cohort screening in HCV, universal HCV screening in Emergency Departments, ethnic groups with high HBV prevalence, and HBV screening prior to immunosuppression. Direct messaging alerts to providers and automated testing may have a greater effect. No significant difference was found in sustained virological response outcomes between telemedicine and face-to-face management for community, rural and prison cohorts in HCV in the direct acting antiviral era of treatment, with higher patient satisfaction in telemedicine groups. CONCLUSIONS EMR alerts significantly increase screening rates in eligible cohorts in both chronic HBV and HCV. Telemedicine is equally efficacious to face-to-face care in HCV treatment. Other eHealth technologies show promise; however rigorous studies are lacking.
Collapse
Affiliation(s)
- James Haridy
- University of Melbourne, Department of Medicine and Radiology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Gastroenterology and Hepatology, Royal Melbourne Hospital, Melbourne, Australia; Department of Gastroenterology and Hepatology, Eastern Health, Melbourne, Australia.
| | - Guru Iyngkaran
- University of Melbourne, Department of Medicine and Radiology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Gastroenterology and Hepatology, Royal Melbourne Hospital, Melbourne, Australia; Department of Gastroenterology, Royal Darwin Hospital, Darwin, Australia
| | - Amanda Nicoll
- Department of Gastroenterology and Hepatology, Eastern Health, Melbourne, Australia; Monash University, Eastern Health Clinical School, Melbourne, Australia
| | - Geoffrey Hebbard
- University of Melbourne, Department of Medicine and Radiology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Gastroenterology and Hepatology, Royal Melbourne Hospital, Melbourne, Australia
| | - Edmund Tse
- Department of Gastroenterology, Royal Darwin Hospital, Darwin, Australia; Department of Gastroenterology and Hepatology, Royal Adelaide Hospital, Adelaide, Australia; University of Adelaide, School of Medicine, Faculty of Health and Medical Sciences, Adelaide, Australia
| | - Timothy Fazio
- University of Melbourne, Department of Medicine and Radiology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Metabolic Diseases Unit, Royal Melbourne Hospital, Melbourne, Australia; Business Intelligence Unit, Royal Melbourne Hospital, Melbourne, Australia
| |
Collapse
|
16
|
Heo M, Pericot-Valverde I, Rennert L, Akiyama MJ, Norton BL, Gormley M, Agyemang L, Arnsten JH, Litwin AH. Hepatitis C virus DAA treatment adherence patterns and SVR among people who inject drugs treated in opioid agonist therapy programs. Clin Infect Dis 2021; 73:2093-2100. [PMID: 33876230 DOI: 10.1093/cid/ciab334] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Adequate medication adherence is critical for achieving sustained viral response (SVR) of hepatitis C virus (HCV) among people who inject drugs (PWID). However, it is less known which patterns of direct-acting antiviral (DAA) treatment adherence are associated with SVR in this population or what factors are associated with each pattern. METHODS The randomized three-arm PREVAIL study utilized electronic blister packs to obtain daily time frame adherence data in opiate agonist therapy program settings. Exact logistic regressions were applied to test the associations between SVR and six types of treatment adherence patterns. RESULTS Of the 113 participants treated with combination DAAs, 109 (96.5%) achieved SVR. SVR was significantly associated with all pattern parameters except for number of switches between adherent and missed days: total adherent daily doses (exact AOR=1.12; 95%CI=1.04-1.22), percent total doses (1.09; 1.03-1.16), days on treatment (1.16; 1.05-1.32), maximum consecutive adherent days (1.34; 1.06-2.04), maximum consecutive non-adherent days (.85; .74-.95=.003). SVR was significantly associated with total adherent doses in the first two months of treatment, it was not in the last month. Compared to White participants (30.7±11.8(se)), Black (18.4±7.8) and Hispanic participants (19.2±6.1) had significantly shorter maximum consecutive adherent days. While alcohol intoxication was significantly associated with frequent switches, drug use was not associated with any adherence pattern. CONCLUSION Consistent maintenance of adequate total dose adherence over the entire course of HCV treatment is important in achieving SVR among PWID. Additional integrative addiction and medical care may be warranted for treating PWID experiencing alcohol intoxication.
Collapse
Affiliation(s)
- Moonseong Heo
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA
| | | | - Lior Rennert
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA
| | - Matthew J Akiyama
- Department of Medicine, Division of General Internal Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Brianna L Norton
- Department of Medicine, Division of General Internal Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Mirinda Gormley
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA
| | - Linda Agyemang
- Department of Medicine, Division of General Internal Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Julia H Arnsten
- Department of Medicine, Division of General Internal Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alain H Litwin
- Clemson University School of Health Research, Clemson University, Clemson, SC, USA.,Department of Medicine, University of South Carolina School of Medicine, Greenville, SC, USA Department of Internal Medicine, Prisma Health, Greenville, SC, USA
| |
Collapse
|
17
|
Brooks KM, Castillo-Mancilla JR, Morrow M, MaWhinney S, Rowan SE, Wyles D, Blum J, Huntley R, Salah LM, Tehrani A, Bushman LR, Anderson PL, Kiser JJ. Adherence to Direct-Acting Antiviral Therapy in People Actively Using Drugs and Alcohol: The INCLUD Study. Open Forum Infect Dis 2021; 8:ofaa564. [PMID: 33447634 PMCID: PMC7793461 DOI: 10.1093/ofid/ofaa564] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 11/16/2020] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Hepatitis C virus treatment in persons who use drugs (PWUD) is often withheld due to adherence and reinfection concerns. In this study, we report treatment outcomes, technology-based adherence data, and adherence predictors in PWUD and/or alcohol. METHODS INCLUD was a prospective, open-label study of ledipasvir/sofosbuvir for 12 weeks in PWUD aged 18-70 years. Participants were randomized to wireless (wirelessly observed therapy) or video-based directly observed therapy (vDOT). Drug use was assessed every 2 weeks. Sustained virologic response (SVR) was examined by intention-to-treat and as-treated. Factors associated with missing ≥1 dose(s) between visits were examined using generalized linear models. RESULTS Sixty participants received ≥1 ledipasvir/sofosbuvir dose (47 human immunodeficiency virus [HIV]/hepatitis C virus [HCV], 13 HCV only; 78% male; 22% black; 25% cirrhotic). Substance use occurred at 94% of person-visits: 60% marijuana, 56% alcohol, 37% methamphetamine, 22% opioids, 17% cocaine, and 20% injection drug use. The SVR by intention-to-treat was 86.7% (52 of 60) and as-treated was 94.5% (52 of 55). Confirmed failures included 1 relapse, 1 reinfection, and 1 unknown (suspected reinfection). Median total adherence was 96% (interquartile range [IQR], 85%-100%; range, 30%-101%), and between-visit adherence was 100% (IQR, 86%-100%; range, 0%-107%). The odds of missing ≥1 dose between visits increased with HIV coinfection (2.94; 95% confidence interval [CI], 1.37-6.32; P = .006), black race (4.09; 95% CI, 1.42-11.74; P = .009), methamphetamine use (2.51; 95% CI, 1.44-4.37; P = .0.001), and cocaine use (2.12; 95% CI, 1.08-4.18; P = .03) and decreased with marijuana use (0.34; 95% CI, 0.17-0.70; P = .003) and vDOT (0.43; 95% CI, 0.21-0.87; P = .02). CONCLUSIONS Persons who use drugs achieved high SVR rates with high, but variable, ledipasvir/sofosbuvir adherence using technology-based methods. These findings support efforts to expand HCV treatment in PWUD.
Collapse
Affiliation(s)
- Kristina M Brooks
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Jose R Castillo-Mancilla
- Division of Infectious Diseases, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Mary Morrow
- Department of Biostatistics and Bioinformatics, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Samantha MaWhinney
- Department of Biostatistics and Bioinformatics, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Sarah E Rowan
- Division of Infectious Diseases, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Denver Health and Hospital Authority, Denver, Colorado, USA
| | - David Wyles
- Division of Infectious Diseases, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Denver Health and Hospital Authority, Denver, Colorado, USA
| | - Joshua Blum
- Denver Health and Hospital Authority, Denver, Colorado, USA
| | - Ryan Huntley
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Lana M Salah
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Arya Tehrani
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Lane R Bushman
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Peter L Anderson
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Jennifer J Kiser
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| |
Collapse
|