Last data update: May 13, 2024. (Total: 46773 publications since 2009)
Records 1-9 (of 9 Records) |
Query Trace: Al-Tayyib A[original query] |
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Defining opioid-related problems using a health care safety net institution's inpatient electronic health records: Limitations of diagnosis-based definitions
Arifkhanova A , Prieto JT , Davidson AJ , Al-Tayyib A , Hawkins E , Kraus E , McEwen D , Podewils LJ , Foldy S , Gillespie E , Taub J , Shlay JC . J Addict Med 2022 17 (1) 79-84 BACKGROUND: Measuring clinically relevant opioid-related problems in health care systems is challenging due to the lack of standard definitions and coding practices. Well-defined, opioid-related health problems (ORHPs) would improve prevalence estimates and evaluation of clinical interventions, crisis response, and prevention activities. We sought to estimate prevalence of opioid use disorder (OUD), opioid misuse, and opioid poisoning among inpatients at a large, safety net, health care institution. METHODS: Our study included events documented in the electronic health records (EHRs) among hospitalized patients at Denver Health Medical Center during January 1, 2017 to December 31, 2018. Multiple EHR markers (ie, opioid-related diagnostic codes, clinical assessment, laboratory results, and free-text documentation) were used to develop diagnosis-based and extended definitions for OUD, opioid misuse, and opioid poisoning. We used these definitions to estimate number of hospitalized patients with these conditions. RESULTS: During a 2-year study period, 715 unique patients were identified solely using opioid-related diagnostic codes; OUD codes accounted for the largest proportion (499/715, 69.8%). Extended definitions identified an additional 973 unique patients (~136% increase), which includes 155/973 (15.9%) who were identified by a clinical assessment marker, 1/973 (0.1%) by a laboratory test marker, and 817/973 (84.0%) by a clinical documentation marker. CONCLUSIONS: Solely using diagnostic codes to estimate prevalence of clinically relevant ORHPs missed most patients with ORHPs. More inclusive estimates were generated using additional EHR markers. Improved methods to estimate ORHPs among a health care system's patients would more fully estimate organizational and economic burden to more efficiently allocate resources and ensure capacity to provide clinical services. |
Estimating costs of hospitalizations associated with opioid use disorder or opioid misuse at a large, urban safety-net hospital-Denver, Colorado, 2017
Arifkhanova A , McCormick Kraus E , Al-Tayyib A , Taub J , Encinias A , McEwen D , Davidson A , Shlay JC . Drug Alcohol Depend 2020 218 108306 INTRODUCTION: The national and state economic burden of the opioid crisis is substantial. This study estimated the number of hospitalizations associated with opioid use disorder (OUD) or opioid misuse (OM) and the cost of those hospitalizations at Denver Health (DH) Medical Center, a large, urban safety-net hospital. METHODS: For 2017, direct inpatient medical costs for hospitalizations associated with OUD or OM at DH Medical Center were estimated and categorized by group and insurance type. Data were from the DH electronic health records database that included charge data. Hospitalizations associated with OUD or OM were identified using diagnostic codes and an expanded set of inclusion criteria including diagnostic codes, opioid withdrawal assessments, opioid-related admission notes, and medication prescriptions to treat OUD. Costs were estimated using cost-to-charge ratios specific to DH. RESULTS: During 2017, 220 hospitalizations, $9,834,979 in total charges, $3,690,724 in estimated total costs, and $2,115,990 in total reimbursements were identified using diagnostic codes. Using the most expansive set of inclusion criteria, 739 hospitalizations, $35,033,157 in total charges, $13,346,099 in estimated total costs, and $7,020,877 in total reimbursements were identified. Of the 739 hospitalizations, Medicaid covered 546 hospitalizations (74 %), the largest proportion of total reimbursement (65 %), with estimated total costs of $10,135,048 (77 %). CONCLUSIONS: Our study identified considerable costs for hospitalizations associated with OUD or OM for DH. Estimating costs for hospitalizations associated with OUD or OM through use of expanded inclusion methodology can guide future program planning to allocate resources efficiently for hospitals such as DH Medical Center. |
The detection of opioid misuse and heroin use from paramedic response documentation: Machine learning for improved surveillance
Prieto JT , Scott K , McEwen D , Podewils LJ , Al-Tayyib A , Robinson J , Edwards D , Foldy S , Shlay JC , Davidson AJ . J Med Internet Res 2020 22 (1) e15645 BACKGROUND: Timely, precise, and localized surveillance of nonfatal events is needed to improve response and prevention of opioid-related problems in an evolving opioid crisis in the United States. Records of naloxone administration found in prehospital emergency medical services (EMS) data have helped estimate opioid overdose incidence, including nonhospital, field-treated cases. However, as naloxone is often used by EMS personnel in unconsciousness of unknown cause, attributing naloxone administration to opioid misuse and heroin use (OM) may misclassify events. Better methods are needed to identify OM. OBJECTIVE: This study aimed to develop and test a natural language processing method that would improve identification of potential OM from paramedic documentation. METHODS: First, we searched Denver Health paramedic trip reports from August 2017 to April 2018 for keywords naloxone, heroin, and both combined, and we reviewed narratives of identified reports to determine whether they constituted true cases of OM. Then, we used this human classification as reference standard and trained 4 machine learning models (random forest, k-nearest neighbors, support vector machines, and L1-regularized logistic regression). We selected the algorithm that produced the highest area under the receiver operating curve (AUC) for model assessment. Finally, we compared positive predictive value (PPV) of the highest performing machine learning algorithm with PPV of searches of keywords naloxone, heroin, and combination of both in the binary classification of OM in unseen September 2018 data. RESULTS: In total, 54,359 trip reports were filed from August 2017 to April 2018. Approximately 1.09% (594/54,359) indicated naloxone administration. Among trip reports with reviewer agreement regarding OM in the narrative, 57.6% (292/516) were considered to include information revealing OM. Approximately 1.63% (884/54,359) of all trip reports mentioned heroin in the narrative. Among trip reports with reviewer agreement, 95.5% (784/821) were considered to include information revealing OM. Combined results accounted for 2.39% (1298/54,359) of trip reports. Among trip reports with reviewer agreement, 77.79% (907/1166) were considered to include information consistent with OM. The reference standard used to train and test machine learning models included details of 1166 trip reports. L1-regularized logistic regression was the highest performing algorithm (AUC=0.94; 95% CI 0.91-0.97) in identifying OM. Tested on 5983 unseen reports from September 2018, the keyword naloxone inaccurately identified and underestimated probable OM trip report cases (63 cases; PPV=0.68). The keyword heroin yielded more cases with improved performance (129 cases; PPV=0.99). Combined keyword and L1-regularized logistic regression classifier further improved performance (146 cases; PPV=0.99). CONCLUSIONS: A machine learning application enhanced the effectiveness of finding OM among documented paramedic field responses. This approach to refining OM surveillance may lead to improved first-responder and public health responses toward prevention of overdoses and other opioid-related problems in US communities. |
Monitoring opioid addiction and treatment: Do you know if your population is engaged
Prieto JT , McEwen D , Davidson AJ , Al-Tayyib A , Gawenus L , Papagari Sangareddy SR , Blum J , Foldy S , Shlay JC . Drug Alcohol Depend 2019 202 56-60 BACKGROUND: Assessment of people affected by opioid-related problems and those receiving care is challenging due to lack of common definitions and scattered information. We sought to fill this gap by demonstrating a method to describe a continuum of opioid addiction care in a large, public safety-net institution. METHODS: Using 2017 clinical and administrative data from Denver Health (DH), we created operational definitions for opioid use disorder (OUD), opioid misuse (OM), and opioid poisoning (OP). Six stages along a continuum of patient engagement in opioid addiction care were developed, and operational definitions assigned patients to stages for a specific time point of analysis. National data was used to estimate the Denver population affected by OUD, OM and OP. RESULTS: In 2017, an estimated 6688 people aged >/=12 years were affected by OUD, OM, or OP in Denver; 48.4% (3238/6688) were medically diagnosed in DH. Of those, 32.5% (1051/3238) were in the medication assisted treatment stage, and, of those, 59.8% (629/1051) in the adhered to treatment stage. Among that latter group, 78.4% (493/629) adhered at least 90 days and 52.3% (329/629) for more than one year. Among patients who received medication assisted treatment, less than one third (31.3%, 329/1051) were adherent for more than one year. CONCLUSIONS: A health-system level view of the continuum of opioid addiction care identified improvement opportunities to better monitor accuracy of diagnosis, treatment capacity, and effectiveness of patient engagement. Applied longitudinally at local, state and national levels, the model could better synergize responses to the opioid crisis. |
Age-related differences in past or present HCV infection among people who inject drugs - National HIV Behavioral Surveillance, eight U.S cities, 2015
Abara WE , Trujillo L , Broz D , Finlayson T , Teshale E , Paz-Bailey G , Glick S , Al-Tayyib AA , Robinson WT , Masiello-Schuette S , Sey EK , Anderson BJ , Poe J , Braunstein S . J Infect Dis 2019 220 (3) 377-385 INTRODUCTION: Historically, older people who inject drugs (PWID) have had the highest hepatitis C burden, however, young PWID account for recent increases in HCV infection. We assessed factors associated with past or present HCV infection (HCV antibody-positive) among young (</=35 years) and older PWID (>35 years). METHODS: Using Poisson regression, we calculated adjusted prevalence ratios (aPR) to examine socio-demographic and past 12-month injection risk behaviors associated with HCV infection. RESULTS: Of 4,094 PWID, 55.2% were HCV antibody-positive (anti-HCV). Among young PWID, anti-HCV prevalence was 42.1% and associated with </=high school diploma/GED (aPR=1.17, 95%CI=1.03-1.32), receptive syringe sharing (aPR=1.37, 95%CI=1.21-1.56), sharing injection equipment (aPR=1.16, 95%CI=1.01-1.35), arrest history (aPR=1.14, 95%CI=1.02-1.29), and injecting speedball (aPR=1.37, 95%CI=1.16-1.61). Among older PWID, anti-HCV prevalence was 62.2% and associated with </=high school diploma/GED (aPR= 1.08, 95%CI=1.02-1.15), sharing injection equipment (aPR=1.08, 95% CI=1.02-1.15), high injection frequency (aPR=1.16, 95%CI=1.01-1.34), and injecting speedball (aPR=1.09, 95%CI=1.01-1.16). CONCLUSION: Anti-HCV positivity prevalence is high and associated with risky injection practices. Almost half of young PWID were anti-HCV positive. Improving access to direct-acting antiviral treatment, syringe service programs, and medication-assisted therapy are critical to reducing HCV transmission risk and infection burden, particularly among young PWID who are more likely to be newly infected. |
Assessing the theory of gender and power: HIV risk among heterosexual minority dyads
Rinehart DJ , Al-Tayyib AA , Sionean C , Whitesell NR , Dreisbach S , Bull S . AIDS Behav 2017 22 (6) 1944-1954 This study drew on the Theory of Gender and Power (TGP) as a framework to assess power inequalities within heterosexual dyads and their effects on women. Structural equation modeling was used to better understand the relationship between structural and interpersonal power and HIV sexual risk within African American and Latina women's heterosexual dyads. The main outcome variable was women's sexual HIV risk in the dyad and was created using women's reports of condomless sex with their main male partners and partners' reports of their HIV risk behaviors. Theoretical associations developed a priori yielded a well-fitting model that explained almost a quarter of the variance in women's sexual HIV risk in main partner dyads. Women's and partner structural power were indirectly associated with women's sexual HIV risk through substance use and interpersonal power. Interpersonal power was directly associated with risk. In addition, this study found that not identifying as heterosexual was directly and indirectly associated with women's heterosexual sex risk. This study provides further support for the utility of the TGP and the relevance of gender-related power dynamics for HIV prevention among heterosexually-active women. |
Early HIV infections among men who have sex with men in five cities in the United States
Paz-Bailey G , Smith A , Masciotra S , Zhang W , Bingham T , Flynn C , German D , Al-Tayyib A , Magnus M , LaLota M , Rose CE , Owen SM . AIDS Behav 2015 19 (12) 2304-10 We tested blood samples from men who have sex with men (MSM) to detect early HIV infection. Early HIV included both acute (infected past 30 days) and recent (estimated recency past 240 days). Acute infections were defined as screen immunoassay (IA) negative/NAAT-positive or IA-positive/Multispot-negative/NAAT-positive. Recent infections were defined as avidity index cutoff <30 % on an avidity-based IA and, (1) not reporting antiretroviral therapy use or, (2) HIV RNA >150 copies/mL. Of 937 samples, 26 % (244) were HIV-infected and of these 5 % (12) were early. Of early infections, 2 were acute and 10 recent; most (8/12) were among black MSM. Early infection was associated with last partner of black race [adjusted relative risk (ARR) = 4.6, confidence intervals (CI) 1.2-17.3], receptive anal sex at last sex (ARR = 4.3, CI 1.2-15.0), and daily Internet use to meet partners/friends (ARR = 3.3, CI 1.1-9.7). Expanding prevention and treatment for black MSM will be necessary for reducing incidence in the United States. |
Successful integration of hepatitis C virus point-of-care tests into the Denver Metro Health Clinic
Jewett A , Al-Tayyib AA , Ginnett L , Smith BD . AIDS Res Treat 2013 2013 528904 BACKGROUND: The Centers for Disease Control and Prevention (CDC) recommends testing and linkage to care for persons most likely infected with hepatitis C virus (HCV), including persons with human immunodeficiency virus. We explored facilitators and barriers to integrating HCV point-of-care (POC) testing into standard operations at an urban STD clinic. METHODS: The OraQuick HCV rapid antibody test was integrated at the Denver Metro Health Clinic (DMHC). All clients with at least one risk factor were offered the POC test. Research staff conducted interviews with clients (three HCV positive and nine HCV negative). Focus groups were conducted with triage staff, providers, and linkage-to-care counselors. RESULTS: Clients were pleased with the ease of use and rapid return of results from the HCV POC test. Integrating the test into this setting required more time but was not overly burdensome. While counseling messages were clear to staff, clients retained little knowledge of hepatitis C infection or factors related to risk. Barriers to integrating the HCV POC test into clinic operations were loss to follow-up and access to care. CONCLUSION: DMHC successfully integrated HCV POC testing and piloted a HCV linkage-to-care program. Providing testing opportunities at STD clinics could increase identification of persons with HCV infection. |
Performance of premarket rapid hepatitis C virus antibody assays in 4 National Human Immunodeficiency Virus Behavioral Surveillance System sites
Smith BD , Teshale E , Jewett A , Weinbaum CM , Neaigus A , Hagan H , Jenness SM , Melville SK , Burt R , Thiede H , Al-Tayyib A , Pannala PR , Miles IW , Oster AM , Smith A , Finlayson T , Bowles KE , Dinenno EA . Clin Infect Dis 2011 53 (8) 780-6 SUMMARY: Performance characteristics of rapid assays for hepatitis C virus antibody were evaluated in 4 National HIV Behavioral Surveillance System injection drug use sites. The highest assay-specific sensitivities achieved for the Chembio, MedMira and OraSure tests were 94.0%, 78.9%, and 97.4%, respectively; the highest specificities were 97.7%, 83.3%, and 100%, respectively. BACKGROUND: The Centers for Disease Control and Prevention (CDC) estimates that 4.1 million Americans have been infected with hepatitis C virus (HCV) and 75%-80% of them are living with chronic HCV infection, many unaware of their infection. Persons who inject drugs (PWID) account for 57.5% of all persons with HCV antibody (anti-HCV) in the United States. Currently no point-of-care tests for HCV infection are approved for use in the United States. METHODS: Surveys and testing for human immunodeficiency virus (HIV) and anti-HCV were conducted among persons who reported injection drug use in the past 12 months as part of the National HIV Behavioral Surveillance System in 2009. The sensitivity and specificity of point-of-care tests (finger-stick and 2 oral fluid rapid assays) from 3 manufacturers (Chembio, MedMira, and OraSure) were evaluated in field settings in 4 US cities. Results. Sensitivity (78.9%-97.4%) and specificity (80.0%-100.0%) were variable across assays and sites. The highest assay-specific sensitivities achieved for the Chembio, MedMira, and OraSure tests were 94.0%, 78.9% and 97.4%, respectively; the highest specificities were 97.7%, 83.3%, and 100%, respectively. In multivariate analysis, false-negative anti-HCV results were associated with HIV positivity for the Chembio oral assay (adjusted odds ratio, 8.4-9.1; P < .01) in 1 site (New York City). CONCLUSIONS: Sensitive rapid anti-HCV assays are appropriate and feasible for high-prevalence, high-risk populations such as PWID, who can be reached through social service settings such as syringe exchange programs and methadone maintenance treatment programs. |
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