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1.
Dig Dis Sci ; 2024 Apr 14.
Artigo em Inglês | MEDLINE | ID: mdl-38616215

RESUMO

BACKGROUND: The Veterans Health Administration provides care to more than 100,000 Veterans with cirrhosis. AIMS: This implementation evaluation aimed to understand organizational resources and barriers associated with cirrhosis care. METHODS: Clinicians across 145 Department of Veterans Affairs (VA) medical centers (VAMCs) were surveyed in 2022 about implementing guideline-concordant cirrhosis care. VA Corporate Data Warehouse data were used to assess VAMC performance on two national cirrhosis quality measures: HCC surveillance and esophageal variceal surveillance or treatment (EVST). Organizational factors associated with higher performance were identified using linear regression models. RESULTS: Responding VAMCs (n = 124, 86%) ranged in resource availability, perceived barriers, and care processes. In multivariable models, factors independently associated with HCC surveillance included on-site interventional radiology and identifying patients overdue for surveillance using a national cirrhosis population management tool ("dashboard"). EVST was significantly associated with dashboard use and on-site gastroenterology services. For larger VAMCs, the average HCC surveillance rate was similar between VAMCs using vs. not using the dashboard (47% vs. 41%), while for smaller and less resourced VAMCs, dashboard use resulted in a 13% rate difference (46% vs. 33%). Likewise, higher EVST rates were more strongly associated with dashboard use in smaller (55% vs. 50%) compared to larger (57% vs. 55%) VAMCs. CONCLUSIONS: Resources, barriers, and care processes varied across diverse VAMCs. Smaller VAMCs without specialty care achieved HCC and EVST surveillance rates nearly as high as more complex and resourced VAMCs if they used a population management tool to identify the patients due for cirrhosis care.

2.
Commun Med (Lond) ; 4(1): 61, 2024 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-38570620

RESUMO

BACKGROUND: Injection drug use (IDU) can increase mortality and morbidity. Therefore, identifying IDU early and initiating harm reduction interventions can benefit individuals at risk. However, extracting IDU behaviors from patients' electronic health records (EHR) is difficult because there is no other structured data available, such as International Classification of Disease (ICD) codes, and IDU is most often documented in unstructured free-text clinical notes. Although natural language processing can efficiently extract this information from unstructured data, there are no validated tools. METHODS: To address this gap in clinical information, we design a question-answering (QA) framework to extract information on IDU from clinical notes for use in clinical operations. Our framework involves two main steps: (1) generating a gold-standard QA dataset and (2) developing and testing the QA model. We use 2323 clinical notes of 1145 patients curated from the US Department of Veterans Affairs (VA) Corporate Data Warehouse to construct the gold-standard dataset for developing and evaluating the QA model. We also demonstrate the QA model's ability to extract IDU-related information from temporally out-of-distribution data. RESULTS: Here, we show that for a strict match between gold-standard and predicted answers, the QA model achieves a 51.65% F1 score. For a relaxed match between the gold-standard and predicted answers, the QA model obtains a 78.03% F1 score, along with 85.38% Precision and 79.02% Recall scores. Moreover, the QA model demonstrates consistent performance when subjected to temporally out-of-distribution data. CONCLUSIONS: Our study introduces a QA framework designed to extract IDU information from clinical notes, aiming to enhance the accurate and efficient detection of people who inject drugs, extract relevant information, and ultimately facilitate informed patient care.


There are many health risks associated with injection drug use (IDU). Identifying people who inject drugs early can reduce the likelihood of these issues arising. However, extracting information about any possible IDU from a person's electronic health records can be difficult because the information is often in text-based general clinical notes rather than provided in a particular section of the record or as numerical data. Manually extracting information from these notes is time-consuming and inefficient. We used a computational method to train computer software to be able to extract IDU details. Potentially, this approach could be used by healthcare providers to more efficiently and accurately identify people who inject drugs, and therefore provide better advice and medical care.

3.
Clin Infect Dis ; 2024 Jan 27.
Artigo em Inglês | MEDLINE | ID: mdl-38279939

RESUMO

BACKGROUND: Estimated hepatitis C prevalence within the Veterans Health Administration is higher than the general population and is a risk factor for advanced liver disease and subsequent complications. We describe the hepatitis C care continuum within the Veterans Health Administration January 1, 2014-December 31, 2022. METHODS: We included individuals in Veterans Health Administration care 2021-2022 who were eligible for direct-acting antiviral treatment January 1, 2014-December 31, 2022. We evaluated the proportion of Veterans who progressed through each step of the hepatitis C care continuum, and identified factors associated with initiating direct-acting antivirals, achieving sustained virologic response, and repeat hepatitis C viremia. RESULTS: We identified 133,732 Veterans with hepatitis C viremia. Hepatitis C treatment was initiated in 107,134 (80.1%), with sustained virologic response achieved in 98,136 (91.6%). In those who achieved sustained virologic response, 1,097 (1.1%) had repeat viremia and 579 (52.8%) were retreated for hepatitis C. Veterans of younger ages were less likely to initiate treatment and achieve sustained virologic response, and more likely to have repeat viremia. Stimulant use and unstable housing were negatively associated with each step of the hepatitis C care continuum. CONCLUSIONS: The Veterans Health Administration has treated 80% of Veterans with hepatitis C in care 2021-2022 and achieved sustained virologic response in more than 90% of those treated. Repeat viremia is rare and is associated with younger age, unstable housing, opioid use, and stimulant use. Ongoing efforts are needed to reach younger Veterans, and Veterans with unstable housing or substance use disorders.

4.
PLoS One ; 18(5): e0285044, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37130107

RESUMO

BACKGROUND: The Veterans Health Administration (VA) is the largest integrated healthcare organization in the US and cares for the largest cohort of individuals with hepatitis C (HCV). A national HCV population management dashboard enabled rapid identification and treatment uptake with direct acting antiviral agents across VA hospitals. We describe the HCV dashboard (HCVDB) and evaluate its use and user experience. METHODS: A user-centered design approach created the HCVDB to include reports based on the HCV care continuum: 1) 1945-1965 birth cohort high-risk screening, 2) linkage to care and treatment of chronic HCV, 3) treatment monitoring, 4) post-treatment to confirm cure (i.e., sustained virologic response), and 5) special populations of unstably housed Veterans. We evaluated frequency of usage and user experience with the System Usability Score (SUS) and Unified Theory of Acceptance and Use of Technology 2 (UTAUT2) instruments. RESULTS: Between November 2016 and July 2021, 1302 unique users accessed the HCVDB a total of 163,836 times. The linkage report was used most frequently (71%), followed by screening (13%), sustained virologic response (11%), on-treatment (4%), and special populations (<1%). Based on user feedback (n = 105), the mean SUS score was 73±16, indicating a good user experience. Overall acceptability was high with the following UTAUT2 rated from highest to least: Price Value, Performance Expectancy, Social Influence, and Facilitating Conditions. CONCLUSIONS: The HCVDB had rapid and widespread uptake, met provider needs, and scored highly on user experience measures. Collaboration between clinicians, clinical informatics, and population health experts was essential for dashboard design and sustained use. Population health management tools have the potential for large-scale impacts on care timeliness and efficiency.


Assuntos
Hepatite C Crônica , Hepatite C , Veteranos , Estados Unidos , Humanos , Antivirais/uso terapêutico , Hepatite C Crônica/tratamento farmacológico , United States Department of Veterans Affairs , Hepatite C/tratamento farmacológico , Hepatite C/epidemiologia , Hepatite C/diagnóstico , Hepacivirus
5.
J Patient Saf ; 19(1): 1-7, 2023 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-36395779

RESUMO

OBJECTIVES: Guidelines recommend screening for latent hepatitis B virus (HBV), hepatitis C virus (HCV), and tuberculosis (TB) before initiating biologics or targeted synthetic disease-modifying antirheumatic drugs (b/ts DMARDs) to avoid reactivation of life-threatening infections. The extent to which such screening occurs in the national Veterans Health Administration (VA) healthcare system is unknown. METHODS: Using data from the Veterans Affairs' (VA) Corporate Data Warehouse, we performed a cross-sectional analysis of veterans receiving b/ts DMARDs between October 1, 2017, and September 30, 2019. We calculated the proportion of patients with screening completed for latent HBV, HCV, and TB between October 1, 1999 and September 30, 2019. Patient characteristics associated with complete screening were evaluated using mixed-effects multivariate logistic regression models. We also examined facility-level factors associated with high versus lower performance. RESULTS: A total of 51,764 unique patients from 129 VA facilities received b/ts DMARDs from 2017 to 2019. Of these, 63% had complete screening. Among the 11,006 patients identified as new users, 64% had complete screening. Higher screening rates were observed among Hispanic/Latinx and Black/African American patients, users of B-cell therapies, and patients who had seen oncology subspecialists. Substantial variation was observed across facilities, with complete screening ranging from 13% to 98% of patients. Higher screening rates were associated with highly complex, urban, and higher-volume facilities. CONCLUSIONS: Approximately two-thirds of veterans taking b/ts DMARDs have received guideline-recommended screening for HBV, HCV, and TB, but substantial facility variation was observed. Performance measures, robust multidisciplinary workflows, and electronic health record-based tools to feed information back to providers may improve screening rates for low-performing facilities.


Assuntos
Antirreumáticos , Hepatite C , Infecção Latente , Humanos , Estados Unidos , Estudos Transversais , Saúde dos Veteranos , Imunossupressores/efeitos adversos , Hepatite C/diagnóstico , Hepatite C/epidemiologia , Hepatite C/complicações , Infecção Latente/complicações , Infecção Latente/tratamento farmacológico , Antirreumáticos/efeitos adversos , Atenção à Saúde , United States Department of Veterans Affairs
7.
Am J Gastroenterol ; 117(4): 678-684, 2022 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-35029156

RESUMO

INTRODUCTION: We evaluated the coronavirus disease 2019 (COVID-19) pandemic's impact on hepatocellular carcinoma (HCC) screening and diagnosis among patients with cirrhosis in the Veterans Health Administration. METHODS: Rates and predictors of screening and diagnosis were reviewed September 1, 2019-February 29, 2020 ("pre-COVID-19," N = 94,612) and April 1, 2020-September 30, 2020 ("post-COVID-19," N = 88,073). RESULTS: Screening and diagnosis rates declined by 44% and 13%, respectively, after the COVID-19 pandemic. Screening declined irrespective of liver disease severity, but diagnosis declined only in Model for End Stage Liver Disease-Sodium score <20 or Fibrosis-4 score <3.25. Fibrosis-4 score ≥3.25 and HCC risk ≥1.5%/year strongly predicted HCC diagnosis but only moderately predicted receipt of screening. DISCUSSION: Screening and diagnosis rates declined after the COVID-19 pandemic. Prioritizing screening for patients at greatest risk for HCC may reduce delays in diagnosis.


Assuntos
COVID-19 , Carcinoma Hepatocelular , Doença Hepática Terminal , Neoplasias Hepáticas , COVID-19/epidemiologia , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/epidemiologia , Humanos , Cirrose Hepática/epidemiologia , Neoplasias Hepáticas/diagnóstico , Neoplasias Hepáticas/epidemiologia , Pandemias , Índice de Gravidade de Doença
8.
Clin Gastroenterol Hepatol ; 20(1): 183-193, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-32927050

RESUMO

BACKGROUND & AIMS: Hepatocellular carcinoma (HCC) surveillance rates are suboptimal in clinical practice. We aimed to elicit providers' opinions on the following aspects of HCC surveillance: preferred strategies, barriers and facilitators, and the impact of a patient's HCC risk on the choice of surveillance modality. METHODS: We conducted a web-based survey among gastroenterology and hepatology providers (40% faculty physicians, 21% advanced practice providers, 39% fellow-trainees) from 26 US medical centers in 17 states. RESULTS: Of 654 eligible providers, 305 (47%) completed the survey. Nearly all (98.4%) of the providers endorsed semi-annual HCC surveillance in patients with cirrhosis, with 84.2% recommending ultrasound ± alpha fetoprotein (AFP) and 15.4% recommending computed tomography (CT) or magnetic resonance imaging (MRI). Barriers to surveillance included limited HCC treatment options, screening test effectiveness to reduce mortality, access to transportation, and high out-of-pocket costs. Facilitators of surveillance included professional society guidelines. Most providers (72.1%) would perform surveillance even if HCC risk was low (≤0.5% per year), while 98.7% would perform surveillance if HCC risk was ≥1% per year. As a patient's HCC risk increased from 1% to 3% to 5% per year, providers reported they would be less likely to order ultrasound ± AFP (83.6% to 68.9% to 57.4%; P < .001) and more likely to order CT or MRI ± AFP (3.9% to 26.2% to 36.1%; P < .001). CONCLUSIONS: Providers recommend HCC surveillance even when HCC risk is much lower than the threshold suggested by professional societies. Many appear receptive to risk-based HCC surveillance strategies that depend on patients' estimated HCC risk, instead of our current "one-size-fits all" strategy.


Assuntos
Carcinoma Hepatocelular , Detecção Precoce de Câncer , Cirrose Hepática , Neoplasias Hepáticas , Atitude do Pessoal de Saúde , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/epidemiologia , Testes Diagnósticos de Rotina , Humanos , Cirrose Hepática/complicações , Neoplasias Hepáticas/diagnóstico , Neoplasias Hepáticas/epidemiologia , Ultrassonografia , Estados Unidos , alfa-Fetoproteínas
9.
Cancers (Basel) ; 13(9)2021 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-34067177

RESUMO

After implementing a successful hepatitis C elimination program, the Veterans Health Administration's (VHA) Hepatic Innovation Team (HIT) Collaborative pivoted to focus on improving cirrhosis care. This national program developed teams of providers across the country and engaged them in using systems redesign methods and population health approaches to improve care. The HIT Collaborative developed an Advanced Liver Disease (ALD) Dashboard to identify Veterans with cirrhosis who were due for surveillance for hepatocellular carcinoma (HCC) and other liver care, promoted the use of an HCC Clinical Reminder in the electronic health record, and provided training and networking opportunities. This evaluation aimed to describe the VHA's approach to improving cirrhosis care and identify the facility factors and HIT activities associated with HCC surveillance rates, using a quasi-experimental design. Across all VHA facilities, as the HIT focused on cirrhosis between 2018-2019, HCC surveillance rates increased from 46% (IQR 37-53%) to 51% (IQR 42-60%, p < 0.001). The median HCC surveillance rate was 57% in facilities with high ALD Dashboard utilization compared with 45% in facilities with lower utilization (p < 0.001) and 58% in facilities using the HCC Clinical Reminder compared with 47% in facilities not using this tool (p < 0.001) in FY19. Increased use of the ALD Dashboard and adoption of the HCC Clinical Reminder were independently, significantly associated with HCC surveillance rates in multivariate models, controlling for other facility characteristics. In conclusion, the VHA's HIT Collaborative is a national healthcare initiative associated with significant improvement in HCC surveillance rates.

10.
Curr Treat Options Gastroenterol ; 19(2): 369-379, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34054289

RESUMO

Purpose of review: This review provides an overview of the current state of research around improving healthcare delivery for patients with cirrhosis in the outpatient, inpatient, and transitional care settings. Recent findings: Recent studies have broadly employed changes to the model of care delivery, team composition, and technology to improve cirrhosis care. In the outpatient setting, approaches have included engaging caregivers, patient navigators, and non-physicians and using virtual care, smartphone applications, and wearables. Inpatient care approaches have focused on the role of interdisciplinary teams, education interventions, and changes to the medical record system, while post-discharge interventions have included day hospitals and care coordinator interventions. This review also describes the Veterans Health Administration's novel, population-level approach to delivery of cirrhosis care, and addressed how the pandemic has impacted the delivery of cirrhosis care. Summary: Comprehensive, evidence-based approaches to delivering high-quality cirrhosis care continue to evolve to meet the needs of a growing population in an ever-changing healthcare environment.

11.
Am J Gastroenterol ; 116(2): 411-415, 2021 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-33252455

RESUMO

INTRODUCTION: We aimed to assess rates and predictors of hepatocellular carcinoma (HCC) screening among patients with cirrhosis. METHODS: We reviewed electronic health records of 11,361 patients with cirrhosis from 11 U.S. Veterans Health Administration facilities for receipt of HCC screening in the 6 months preceding October 1, 2019. RESULTS: Nearly half of the cohort (46%) received HCC screening over a 6-month period. Screening rates and modalities (ultrasound, computed tomography, magnetic resonance imaging, serum alpha fetoprotein) varied by facility. Screening was associated with race/ethnicity, body mass index ≥ 25, cirrhosis etiology, thrombocytopenia, Fibrosis-4 ≥ 3.25, and lower Model for End-Stage Liver Disease-Sodium. DISCUSSION: HCC screening rates varied by facility. Higher risk patients were more likely to receive screening.


Assuntos
Carcinoma Hepatocelular/diagnóstico por imagem , Detecção Precoce de Câncer/estatística & dados numéricos , Fidelidade a Diretrizes/estatística & dados numéricos , Cirrose Hepática/terapia , Neoplasias Hepáticas/diagnóstico por imagem , Adulto , Idoso , Alanina Transaminase/metabolismo , Aspartato Aminotransferases/metabolismo , Biomarcadores Tumorais/metabolismo , Carcinoma Hepatocelular/metabolismo , Doença Hepática Terminal , Etnicidade/estatística & dados numéricos , Feminino , Hispânico ou Latino , Humanos , Cirrose Hepática/epidemiologia , Cirrose Hepática/metabolismo , Neoplasias Hepáticas/metabolismo , Imageamento por Ressonância Magnética/estatística & dados numéricos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Sobrepeso/epidemiologia , Guias de Prática Clínica como Assunto , Índice de Gravidade de Doença , Trombocitopenia/epidemiologia , Tomografia Computadorizada por Raios X/estatística & dados numéricos , Ultrassonografia/estatística & dados numéricos , Estados Unidos , United States Department of Veterans Affairs , alfa-Fetoproteínas/metabolismo
12.
Open Forum Infect Dis ; 7(3): ofaa080, 2020 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-32211447

RESUMO

Hepatitis B reactivation (HBR) is a complication of immunosuppression associated with significant morbidity and mortality. To further complicate interpretation of hepatitis B serologies, false positivity can occur in patients with recent intravenous immunoglobulin exposure. This scenario is not well recognized and may lead to inappropriate prescribing of HBR prophylaxis.

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