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1.
JAMA Netw Open ; 7(7): e2420695, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38976266

ABSTRACT

Importance: Patients often visit the emergency department (ED) near the end of life. Their common disposition is inpatient hospital admission, which can result in a delayed transition to hospice care and, ultimately, an inpatient hospital death that may be misaligned with their goals of care. Objective: To assess the association of hospice use with a novel multidisciplinary hospice program to rapidly identify and enroll eligible patients presenting to the ED near end of life. Design, Setting, and Participants: This pre-post quality improvement study of a novel, multifaceted care transitions program involving a formalized pathway with email alerts, clinician training, hospice vendor expansion, metric creation, and data tracking was conducted at a large, urban tertiary care academic medical center affiliated with a comprehensive cancer center among adult patients presenting to the ED near the end of life. The control period before program launch was from September 1, 2018, to January 31, 2020, and the intervention period after program launch was from August 1, 2021, to December 31, 2022. Main Outcome and Measures: The primary outcome was a transition to hospice without hospital admission and/or hospice admission within 96 hours of the ED visit. Secondary outcomes included length of stay and in-hospital mortality. Results: This study included 270 patients (median age, 74.0 years [IQR, 62.0-85.0 years]; 133 of 270 women [49.3%]) in the control period, and 388 patients (median age, 73.0 years [IQR, 60.0-84.0 years]; 208 of 388 women [53.6%]) in the intervention period, identified as eligible for hospice transition within 96 hours of ED arrival. In the control period, 61 patients (22.6%) achieved the primary outcome compared with 210 patients (54.1%) in the intervention period (P < .001). The intervention was associated with the primary outcome after adjustment for age, race and ethnicity, primary payer, Charlson Comorbidity Index, and presence of a Medical Order for Life-Sustaining Treatment (MOLST) (adjusted odds ratio, 5.02; 95% CI, 3.17-7.94). In addition, the presence of a MOLST was independently associated with hospice transition across all groups (adjusted odds ratio, 1.88; 95% CI, 1.18-2.99). There was no significant difference between the control and intervention periods in inpatient length of stay (median, 2.0 days [IQR, 1.1-3.0 days] vs 1.9 days [IQR, 1.1-3.0 days]; P = .84), but in-hospital mortality was lower in the intervention period (48.5% [188 of 388] vs 64.4% [174 of 270]; P < .001). Conclusions and Relevance: In this quality improvement study, a multidisciplinary program to facilitate ED patient transitions was associated with hospice use. Further investigation is needed to examine the generalizability and sustainability of the program.


Subject(s)
Emergency Service, Hospital , Hospice Care , Humans , Female , Male , Emergency Service, Hospital/statistics & numerical data , Aged , Hospice Care/statistics & numerical data , Middle Aged , Quality Improvement , Aged, 80 and over , Length of Stay/statistics & numerical data , Patient Transfer/statistics & numerical data , Hospitalization/statistics & numerical data , Terminal Care/statistics & numerical data , Terminal Care/methods
2.
JMIR Cancer ; 7(2): e25800, 2021 Jun 22.
Article in English | MEDLINE | ID: mdl-34156341

ABSTRACT

BACKGROUND: Bacillus Calmette-Guérin (BCG) is currently the most clinically effective intravesical treatment for non-muscle-invasive bladder cancer (NMIBC), particularly for patients with high-risk NMIBC such as those with carcinoma in situ. BCG treatments could be optimized to improve patient safety and conserve supply by predicting BCG efficacy based on tumor characteristics or clinicopathological criteria. OBJECTIVE: The aim of this study is to assess the ability of specific clinicopathological criteria to predict tumor recurrence in patients with NMIBC who received BCG therapy along various treatment timelines. METHODS: A total of 1331 patients (stage Ta, T1, or carcinoma in situ) who underwent transurethral resection of a bladder tumor between 2006 and 2017 were included. Univariate analysis, including laboratory tests (eg, complete blood panels, creatinine levels, and hemoglobin A1c levels) within 180 days of BCG therapy initiation, medications, and clinical and demographic variables to assess their ability to predict NMIBC recurrence, was completed. This was followed by multivariate regression that included the elements of the Club Urológico Español de Tratamiento Oncológico (CUETO) scoring model and variables that were significant predictors of recurrence in univariate analysis. RESULTS: BCG was administered to 183 patients classified as intermediate or high risk, and 76 (41.5%) experienced disease recurrence. An abnormal neutrophil-to-lymphocyte ratio measured within 180 days of induction BCG therapy was a significant predictor (P=.047) of future cancer recurrence and was a stronger predictor than the CUETO score or the individual variables included in the CUETO scoring model through multivariate analysis. CONCLUSIONS: An abnormal neutrophil-to-lymphocyte ratio within 180 days of BCG therapy initiation is predictive of recurrence and could be suggestive of additional or alternative interventions.

3.
Urol Oncol ; 39(12): 833.e19-833.e26, 2021 12.
Article in English | MEDLINE | ID: mdl-34053856

ABSTRACT

PURPOSE: Smoking has a strong causal association with bladder cancer but the relationship with recurrence is not well established. We sought to assess the association of smoking status on recurrence of non-muscle invasive bladder cancer (NMIBC) in a contemporary cohort of patients with predominantly high-risk, recurrent NMIBC managed with photodynamic enhanced cystoscopy. MATERIALS AND METHODS: We performed a retrospective study of patients with NMIBC included in a multi-institutional registry. Our primary exposure of interest was smoking status. Our primary outcome was first recurrence of NMIBC. Kaplan-Meier analysis was used to calculate recurrence free probabilities and Cox proportional hazards regression was used to evaluate the impact of smoking status on recurrence free survival. RESULTS: Our analytic cohort included 723 adults with bladder cancer, 11.5% with primary NMIBC and 88.5% with recurrent NMIBC. The majority of patients were white, male, and had high-risk NMIBC (72.6%). 52.6% of included patients were former smokers and 12.7% were current smokers. During the three-year study period, there was a NMIBC recurrence in 259 of the 723 patients (35.8%). The 1- and 3-year probability of recurrence was 19% and 44%, respectively. The grade and stage of recurrences were 28.9% LG Ta, 34.4% HG Ta, 15.8% pure CIS, 0.3% LG T1, 15.4% HG T1, and 5.4% unknown. After adjustment for a priori clinical and demographic factors, smoking status had no significant association with recurrence. CONCLUSION: Smoking status was not significantly association with recurrence in a study of patients with predominantly high-risk recurrent NMIBC managed with photodynamic enhanced cystoscopy.


Subject(s)
Cystoscopy/methods , Smoking/adverse effects , Urinary Bladder Neoplasms/etiology , Urinary Bladder Neoplasms/surgery , Aged , Humans , Male , Retrospective Studies , Urinary Bladder Neoplasms/pathology
4.
PLoS One ; 16(3): e0248134, 2021.
Article in English | MEDLINE | ID: mdl-33735259

ABSTRACT

BACKGROUND: The risk of thromboembolism and bleeding before initiation of oral anticoagulant (OAC) in atrial fibrillation patients is estimated by CHA2DS2-VASc and HAS-BLED scoring system, respectively. Patients' socioeconomic status (SES) could influence these risks, but its impact on the two risk scores' predictive performance with respect to clinical events remains unknown. Our objective was to determine if patient SES defined by area deprivation index (ADI), in conjunction with CHA2DS2-VASc and HAS-BLED scores, could guide oral anticoagulation therapy. METHODS AND FINDINGS: The study cohort included newly diagnosed patients with AF who were treated with warfarin. The cohort was stratified by the time in therapeutic range of INR (TTR), ADI, CHA2DS2-VASc, and HAS-BLED risk scores. TTR and ischemic and bleeding events during the first year of therapy were compared across subpopulations. Among 7274 patients, those living in the two most deprived quintiles (ADI ≥60%) had a significantly higher risk of ischemic events and those in the most deprived quintile (ADI≥80%) had a significantly increased risk of bleeding events. ADI significantly improved the predictive performance of CHA2DS2-VASc but not HAS-BLED risk scores. CONCLUSION: ADI can predict increased risk for ischemic and bleeding events in the first year of warfarin therapy in patients with incident AF.


Subject(s)
Anticoagulants/adverse effects , Atrial Fibrillation/drug therapy , Hemorrhage/chemically induced , Stroke/chemically induced , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Retrospective Studies , Risk Assessment , Risk Factors , Social Class , Socioeconomic Factors
5.
J Urol ; 202(4): 682-688, 2019 10.
Article in English | MEDLINE | ID: mdl-31188732

ABSTRACT

PURPOSE: We evaluated the AUA (American Urological Association)/SUO (Society of Urologic Oncology) nonmuscle invasive bladder cancer risk model to predict nonmuscle invasive bladder cancer recurrence and progression prior to death. MATERIALS AND METHODS: We performed a retrospective analysis using electronic medical records and cancer registry data of patients with nonmuscle invasive bladder cancer in a multicenter United States patient population. We evaluated recurrence-free and progression-free survival according to the AUA/SUO nonmuscle invasive bladder cancer risk model. We then assessed discriminative performance with the c-index and compared the cumulative incidence of recurrence, progression and death across 4 age groups. RESULTS: We identified 1,297 patients with nonmuscle invasive bladder cancer. Median followup in the cohort was 3.2 years. The c-index of the AUA/SUO recurrence model was 0.62 and for progression it was higher at 0.77. Patients younger than 60 years had a 40% greater probability of recurrent nonmuscle invasive bladder cancer vs death while patients 84 years old or older had a 12% greater probability of death prior to recurrence at 5 years. This study was limited by its retrospective design. CONCLUSIONS: The AUA/SUO nonmuscle invasive bladder cancer risk model provides predictive performance of recurrence and progression similar to that of previous similar risk models, such as the models of the European Organization for Research and Treatment of Cancer, the Club Urológico Español de Tratamiento Oncológico and the National Comprehensive Cancer Network®. This work illustrates the need to consider age in predictive tools for clinicians who treat patients with nonmuscle invasive bladder cancer.


Subject(s)
Neoplasm Recurrence, Local/diagnosis , Urinary Bladder Neoplasms/mortality , Age Factors , Aged , Aged, 80 and over , Disease Progression , Disease-Free Survival , Female , Follow-Up Studies , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/pathology , Prognosis , Progression-Free Survival , Registries/statistics & numerical data , Retrospective Studies , Risk Assessment/methods , Risk Factors , United States/epidemiology , Urinary Bladder/pathology , Urinary Bladder Neoplasms/pathology
7.
Pac Symp Biocomput ; 23: 412-423, 2018.
Article in English | MEDLINE | ID: mdl-29218901

ABSTRACT

We apply a treatment simulation and optimization approach to develop decision support guidance for warfarin precision treatment plans. Simulation include the use of ∼1,500,000 clinical avatars (simulated patients) generated by an integrated data-driven and domain-knowledge based Bayesian Network Modeling approach. Subsequently, we simulate 30-day individual patient response to warfarin treatment of five clinical and genetic treatment plans followed by both individual and subpopulation based optimization. Sub-population optimization (compared to individual optimization) provides a cost effective and realistic means of implementation of a precision-driven treatment plan in practical settings. In this project, we use the property of minimal entropy to minimize overall adverse risks for the largest possible patient sub-populations and we temper the results by considering both transparency and ease of implementation. Finally, we discuss the improved outcome of the precision treatment plan based on the sub-population optimized decision support rules.


Subject(s)
Anticoagulants/therapeutic use , Warfarin/therapeutic use , Aged , Aged, 80 and over , Anticoagulants/administration & dosage , Anticoagulants/adverse effects , Clinical Trials as Topic/statistics & numerical data , Computational Biology/methods , Computer Simulation , Decision Support Techniques , Expert Systems , Female , Humans , Male , Middle Aged , Pharmacogenomic Testing/statistics & numerical data , Precision Medicine/statistics & numerical data , Risk Factors , Warfarin/administration & dosage , Warfarin/adverse effects
8.
Circ Cardiovasc Genet ; 10(6)2017 Dec.
Article in English | MEDLINE | ID: mdl-29237680

ABSTRACT

BACKGROUND: Clinical trials testing pharmacogenomic-guided warfarin dosing for patients with atrial fibrillation have demonstrated conflicting results. Non-vitamin K antagonist oral anticoagulants are expensive and contraindicated for several conditions. A strategy optimizing anticoagulant selection remains an unmet clinical need. METHODS AND RESULTS: Characteristics from 14 206 patients with atrial fibrillation were integrated into a validated warfarin clinical trial simulation framework using iterative Bayesian network modeling and a pharmacokinetic-pharmacodynamic model. Individual dose-response for patients was simulated for 5 warfarin protocols-a fixed-dose protocol, a clinically guided protocol, and 3 increasingly complex pharmacogenomic-guided protocols. For each protocol, a complexity score was calculated using the variables predicting warfarin dose and the number of predefined international normalized ratio (INR) thresholds for each adjusted dose. Study outcomes included optimal time in therapeutic range ≥65% and clinical events. A combination of age and genotype identified different optimal protocols for various subpopulations. A fixed-dose protocol provided well-controlled INR only in normal responders ≥65, whereas for normal responders <65 years old, a clinically guided protocol was necessary to achieve well-controlled INR. Sensitive responders ≥65 and <65 and highly sensitive responders ≥65 years old required pharmacogenomic-guided protocols to achieve well-controlled INR. However, highly sensitive responders <65 years old did not achieve well-controlled INR and had higher associated clinical events rates than other subpopulations. CONCLUSIONS: Under the assumptions of this simulation, patients with atrial fibrillation can be triaged to an optimal warfarin therapy protocol by age and genotype. Clinicians should consider alternative anticoagulation therapy for patients with suboptimal outcomes under any warfarin protocol.


Subject(s)
Atrial Fibrillation/drug therapy , Atrial Fibrillation/genetics , Precision Medicine/methods , Warfarin/therapeutic use , Aged , Aged, 80 and over , Anticoagulants/therapeutic use , Bayes Theorem , Clinical Trials as Topic/methods , Computer Simulation , Female , Genotype , Humans , International Normalized Ratio , Male , Middle Aged , Outcome Assessment, Health Care/methods , Pharmacogenetics/methods , Warfarin/pharmacokinetics
9.
J Urol ; 198(4): 824-831, 2017 10.
Article in English | MEDLINE | ID: mdl-28433642

ABSTRACT

PURPOSE: We assessed the performance of the EORTC (European Organisation for Research and Treatment of Cancer) and CUETO (Club Urológico Español de Tratamiento Oncológico) nonmuscle invasive bladder cancer predictive models compared to current United States NCCN Guidelines® in an American population. MATERIALS AND METHODS: We retrospectively analyzed the electronic medical records of patients with nonmuscle invasive bladder cancer in a multicenter population in the United States. We evaluated recurrence-free and progression-free survival according to EORTC and CUETO, and assessed discriminative performance with the c-index at 1 and 5 years. We then compared the discrimination of EORTC and CUETO to the discrimination of the 4 nonmuscle invasive bladder cancer treatment groups described in NCCN Guidelines. RESULTS: We identified 1,333 patients with nonmuscle invasive bladder cancer and a median followup of 37 months. At 5 years the recurrence c-index of EORTC and CUETO was 0.59 and 0.56 while for progression it was higher at 0.74 and 0.72, respectively. NCCN Guidelines demonstrated a similar c-index of 0.56 and 0.75, respectively. The discrimination of all 3 risk models decreased in patients who received bacillus Calmette-Guérin. EORTC was better able to identify patients at low risk for recurrence or progression but it overestimated the 5-year risk of progression in patients at high risk. This study was limited by its retrospective design. CONCLUSIONS: Our work illustrates the need for improved predictive tools for clinicians who treat patients with nonmuscle invasive bladder cancer. However, until new tools are developed NCCN Guidelines are a simple option for clinicians who treat patients with nonmuscle invasive bladder cancer. Those guidelines provide predictive power comparable to that of the EORTC and CUETO models.


Subject(s)
BCG Vaccine/therapeutic use , Carcinoma, Transitional Cell/pathology , Neoplasm Recurrence, Local/diagnosis , Risk Assessment/methods , Urinary Bladder Neoplasms/pathology , Administration, Intravesical , Aged , Carcinoma, Transitional Cell/mortality , Carcinoma, Transitional Cell/therapy , Cystectomy , Disease Progression , Disease-Free Survival , Electronic Health Records/statistics & numerical data , Female , Follow-Up Studies , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Neoplasm Invasiveness , Neoplasm Recurrence, Local/epidemiology , Neoplasm Recurrence, Local/prevention & control , Practice Guidelines as Topic , Predictive Value of Tests , Prognosis , Progression-Free Survival , Retrospective Studies , Risk Assessment/standards , United States , Urinary Bladder Neoplasms/mortality , Urinary Bladder Neoplasms/therapy
10.
Annu Int Conf IEEE Eng Med Biol Soc ; 2016: 2594-2597, 2016 Aug.
Article in English | MEDLINE | ID: mdl-28268853

ABSTRACT

We tested optimization-based approaches to generate decision support rules used to improve personalized warfarin treatment based on clinical and genetic characteristics. Our approach simulated warfarin treatment outcomes using five existing treatment plans for clinical avatars (virtual patients). We used individual clinical avatar Time-in-Therapeutic-Range to represent the two-sided adverse risk to bleeding (over dosed - above therapeutic range) and thrombosis (under dosed - below therapeutic range) and as the objective function in the optimization to minimize overall risk. A series of optimization approaches demonstrate that correctly selected decision rules matched to particularly characterized patients produce treatment plans that minimize risk. Finally, a decision tree algorithm was used to produce decision rules, each of which indicated a specific treatment plan that optimally reduce risks for a patient subgroup. The optimization approach minimizes entropy/impurity property thus producing rules that identify treatment plans that minimize overall adverse risks for the largest possible patient subgroups.


Subject(s)
Decision Support Systems, Clinical , Diagnosis, Computer-Assisted/methods , Hemorrhage/drug therapy , Warfarin/administration & dosage , Algorithms , Anticoagulants/therapeutic use , Computer Simulation , Cytochrome P-450 CYP2C9/genetics , Decision Making , Decision Trees , Electronic Health Records , Humans , Risk , Treatment Outcome
11.
Stud Health Technol Inform ; 216: 1124, 2015.
Article in English | MEDLINE | ID: mdl-26262423

ABSTRACT

A survey of members of the American Medical Informatics Association (AMIA) listserv Forum on implementation and optimization asked how members perceived the Forum, and suggestions for improvement. Respondents appear to be remarkably engaged with the Forum's debates, information sharing, educational and practical teachings, comments, and immediacy.


Subject(s)
Electronic Mail/statistics & numerical data , Information Dissemination , Medical Informatics/statistics & numerical data , Social Media/statistics & numerical data , Surveys and Questionnaires , Consumer Behavior , Internationality , United States
12.
AMIA Annu Symp Proc ; 2015: 1067-75, 2015.
Article in English | MEDLINE | ID: mdl-26958245

ABSTRACT

The health information technology (HIT) implementation listserv was conceived as a way to combine a substantial portion of American Medical Informatics Association (AMIA) members who belonged to four working groups (WGs): CIS, Evaluation, ELSI, and POI. Other AMIA members joined in significant numbers. It immediately became a major forum for discussing medical informatics, informatics policies, and discussion of the purpose of AMIA itself. The listserv membership approximates 25% of AMIA's members and has generated over 6,000 posts. We report on a survey of the listserv's members: what members think about the listserv; what participants want for medical informatics; how they think those goals should be achieved, and what AMIA's role should be in this process. The listserv provides vital signs about AMIA and hopes for informatics. We combine qualitative analysis of members' comments and responses about the listserv using ATLAS.ti qualitative text analysis tool and a word cloud generator.


Subject(s)
Goals , Medical Informatics , Humans , Surveys and Questionnaires
13.
J Med Syst ; 39(1): 157, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25486893

ABSTRACT

Communication among medical informatics communities can suffer from fragmentation across multiple forums, disciplines, and subdisciplines; variation among journals, vocabularies and ontologies; cost and distance. Online communities help overcome these obstacles, but may become onerous when listservs are flooded with cross-postings. Rich and relevant content may be ignored. The American Medical Informatics Association successfully addressed these problems when it created a virtual meeting place by merging the membership of four working groups into a single listserv known as the "Implementation and Optimization Forum." A communication explosion ensued, with thousands of interchanges, hundreds of topics, commentaries from "notables," neophytes, and students--many from different disciplines, countries, traditions. We discuss the listserv's creation, illustrate its benefits, and examine its lessons for others. We use examples from the lively, creative, deep, and occasionally conflicting discussions of user experiences--interchanges about medication reconciliation, open source strategies, nursing, ethics, system integration, and patient photos in the EMR--all enhancing knowledge, collegiality, and collaboration.


Subject(s)
Health Personnel , Internet , Medical Informatics Applications , Systems Integration , Cooperative Behavior , Electronic Health Records , Humans , Medication Reconciliation , Social Media , Workflow
14.
AMIA Annu Symp Proc ; 2011: 954-9, 2011.
Article in English | MEDLINE | ID: mdl-22195154

ABSTRACT

Spoken question answering for clinical decision support is a potentially revolutionary technology for improving the efficiency and quality of health care delivery. This application involves many technologies currently being researched, including automatic speech recognition (ASR), information retrieval (IR), and summarization, all in the biomedical domain. In certain domains, the problem of spoken document retrieval has been declared solved because of the robustness of IR to ASR errors. This study investigates the extent to which spoken medical question answering benefits from that same robustness. We used the best results from previous speech recognition experiments as inputs to a clinical question answering system, and had physicians perform blind evaluations of results generated both by ASR transcripts of questions and gold standard transcripts of the same questions. Our results suggest that the medical domain differs enough from the open domain to require additional work in automatic speech recognition adapted for the biomedical domain.


Subject(s)
Decision Support Systems, Clinical , Natural Language Processing , Speech Recognition Software , Feasibility Studies , Humans , Information Storage and Retrieval
15.
AMIA Annu Symp Proc ; : 1105, 2008 Nov 06.
Article in English | MEDLINE | ID: mdl-18998989

ABSTRACT

In this paper we describe a project to map natural language expressions of nursing-related concepts to standard ontologies in support of an evidence-based nursing initiative. Natural language concept expressions are identified from syntheses of nursing knowledge and mapped to ICNP and SNOMED-CT.


Subject(s)
Evidence-Based Medicine/methods , Health Knowledge, Attitudes, Practice , Natural Language Processing , Nursing Informatics/methods , Nursing Records , Systematized Nomenclature of Medicine , Terminology as Topic , Vocabulary, Controlled , Wisconsin
16.
AMIA Annu Symp Proc ; : 1088, 2007 Oct 11.
Article in English | MEDLINE | ID: mdl-18694186

ABSTRACT

Euthanasia is an act of mercifully killing or letting die a sick or injured individual, and is an alternative to palliative care. As a healthcare related web site, a euthanasia site should satisfy standard ethical criteria such as the HONcode. In this paper, we report our preliminary review of euthanasia web sites for compliance with HONcode criteria.


Subject(s)
Euthanasia , Internet/standards , Ethical Review , Humans
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