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2.
J Am Coll Radiol ; 20(5S): S3-S19, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37236750

RESUMO

The use of central venous access devices is ubiquitous in both inpatient and outpatient settings, whether for critical care, oncology, hemodialysis, parenteral nutrition, or diagnostic purposes. Radiology has a well-established role in the placement of these devices due to demonstrated benefits of radiologic placement in multiple clinical settings. A wide variety of devices are available for central venous access and optimal device selection is a common clinical challenge. Central venous access devices may be nontunneled, tunneled, or implantable. They may be centrally or peripherally inserted by way of veins in the neck, extremities, or elsewhere. Each device and access site presents specific risks that should be considered in each clinical scenario to minimize the risk of harm. The risk of infection and mechanical injury should be minimized in all patients. In hemodialysis patients, preservation of future access is an additional important consideration. The ACR Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances in which peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.


Assuntos
Radiologia , Sociedades Médicas , Humanos , Estados Unidos , Medicina Baseada em Evidências , Extremidades , Diagnóstico por Imagem/métodos
3.
J Am Coll Radiol ; 19(11S): S433-S444, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-36436968

RESUMO

Mesenteric ischemia is a serious medical condition characterized by insufficient vascular supply to the small bowel. In the acute setting, endovascular interventions, including embolectomy, transcatheter thrombolysis, and angioplasty with or without stent placement, are recommended as initial therapeutic options. For nonocclusive mesenteric ischemia, transarterial infusion of vasodilators, such as papaverine or prostaglandin E1, is the recommended initial treatment. In the chronic setting, endovascular means of revascularization, including angioplasty and stent placement, are generally recommend, with surgical options, such as bypass or endarterectomy, considered alternative options. Although the diagnosis of median arcuate ligament syndrome remains controversial, diagnostic angiography can be helpful in rendering a diagnosis, with the preferred treatment option being a surgical release. Systemic anticoagulation is recommended as initial therapy for venous mesenteric ischemia with acceptable rates of recanalization. If anticoagulation fails, transcatheter thrombolytic infusion can be considered with possible adjunctive placement of a transjugular intrahepatic portosystemic shunt to augment antegrade flow. The ACR Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.


Assuntos
Isquemia Mesentérica , Radiologia , Humanos , Isquemia Mesentérica/diagnóstico por imagem , Isquemia Mesentérica/terapia , Sociedades Médicas , Medicina Baseada em Evidências , Anticoagulantes/uso terapêutico
4.
J Am Coll Radiol ; 19(11): 1213-1223, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-36208842

RESUMO

OBJECTIVE: To compare survival outcomes (all-cause, cancer-specific, and disease-free) for small hepatocellular carcinomas (HCCs), less than or equal to 5 cm, after ablation (AB) and surgical resection (SR) after adjusting for key confounders. Secondarily, to understand differential survival outcomes of liver transplant (TR) compared with SR and AB. METHODS: Using Surveillance, Epidemiology, and End Results Program-Medicare, HCCs less than 5 cm that were treated with AB, SR, or TR in 2009 to 2016 (n = 1,215) were identified using Healthcare Common Procedure Coding System codes through Medicare claims. The TR group was subdivided into two groups: TR with prior treatment and TR without prior treatment. All-cause survival, cancer-specific survival, and disease-free survival were analyzed using Kaplan-Meier curves and compared between groups using log-rank tests and Cox regression analyses. Propensity score-matched comparison of AB and SR groups was performed, with groups matched on demographics, social determinants of health, medical comorbidities, and liver disease severity prognostic indicators. RESULTS: Median study follow-up time was 2.71 years (interquartile range 1.25-3.83). Unadjusted 1-, 3-, and 5-year cancer-specific survivals were 85.9%, 67.6%, and 56.3% for the AB group; 91.7%, 82.6%, and 81.7% for the SR group; 93.5%, 88.7%, and 79.4% for TR without prior treatment group; and 96.4%, 93.2%, and 93.2% for TR with prior treatment group (P < .0001). With SR as the reference group, the propensity-matched hazard ratios for AB were 2.04 (95% confidence interval: 1.51-2.77) for all-cause mortality, 2.44 (95% confidence interval: 1.56-3.80) for cancer-specific mortality, and 2.12 (95% confidence interval: 1.61-2.78) for disease recurrence. DISCUSSION: SR is superior to AB for small HCCs in a large, nationally representative, modern cohort, and in secondary analysis TR was superior to both.


Assuntos
Carcinoma Hepatocelular , Neoplasias Hepáticas , Idoso , Humanos , Estados Unidos/epidemiologia , Hepatectomia/métodos , Recidiva Local de Neoplasia/cirurgia , Resultado do Tratamento , Medicare , Neoplasias Hepáticas/cirurgia , Neoplasias Hepáticas/patologia , Carcinoma Hepatocelular/cirurgia , Estudos Retrospectivos
5.
Semin Intervent Radiol ; 39(3): 210-217, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-36062235

RESUMO

Massive hemoptysis is a highly morbid medical condition with up to 75% mortality with conservative treatment. Bronchial artery embolization has emerged as the common treatment for both acute massive hemoptysis and chronic hemoptysis. This article will review the clinical presentation, bronchial artery anatomy, embolization procedure, complications, and expected outcomes.

6.
J Am Coll Radiol ; 17(10): 1197-1198, 2020 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-33012374
8.
J Vasc Interv Radiol ; 29(12): 1705-1712, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30392803

RESUMO

PURPOSE: To compare relative cost-effectiveness of serial large-volume paracentesis (LVP) and transjugular intrahepatic portosystemic shunt (TIPS) creation for treatment of refractory ascites. MATERIALS AND METHODS: A decisional Markov model was developed to estimate payer cost and quality-adjusted life-ears (QALYs) associated with LVP and TIPS treatment strategies for cirrhotic patients with refractory ascites. Survival estimates were derived from an individual patient-level meta-analysis of prospective randomized clinical trials. Health utilities for potential health states were derived from a prospective study of patients with cirrhosis. Cost data were derived from national representative claims databases (MarketScan and Medicare) and included reimbursement amounts for relevant procedures, hospitalizations, and outpatient pharmaceutical costs. One-way and probabilistic sensitivity analyses were performed. RESULTS: LVP resulted in 1.72 QALYs gained at a cost of $41,391, whereas TIPS resulted in 2.76 QALYs gained at a cost of $100,538. Incremental cost-effectiveness ratio of TIPS versus LVP was $57,003/QALY. At a willingness-to-pay ratio of $100,000/QALY, TIPS has a 62% probability of being acceptable compared with LVP. CONCLUSIONS: This study suggests that TIPS should be considered cost-effective in a country that places a relatively high value on health improvements but less so in countries with lower levels of health care resources.


Assuntos
Ascite/cirurgia , Custos de Cuidados de Saúde , Cirrose Hepática/complicações , Modelos Econômicos , Paracentese/economia , Derivação Portossistêmica Transjugular Intra-Hepática/economia , Assistência Ambulatorial/economia , Ascite/diagnóstico , Ascite/etiologia , Ascite/mortalidade , Tomada de Decisão Clínica , Análise Custo-Benefício , Técnicas de Apoio para a Decisão , Custos de Medicamentos , Custos Hospitalares , Humanos , Cirrose Hepática/diagnóstico , Cirrose Hepática/economia , Cirrose Hepática/mortalidade , Cadeias de Markov , Paracentese/efeitos adversos , Paracentese/mortalidade , Derivação Portossistêmica Transjugular Intra-Hepática/efeitos adversos , Derivação Portossistêmica Transjugular Intra-Hepática/mortalidade , Anos de Vida Ajustados por Qualidade de Vida , Ensaios Clínicos Controlados Aleatórios como Assunto , Resultado do Tratamento , Estados Unidos
9.
Ann Intern Med ; 169(2): 69-77, 2018 07 17.
Artigo em Inglês | MEDLINE | ID: mdl-29946703

RESUMO

Background: Stage T1a renal cell carcinoma (RCC) (tumors <4 cm) is usually curable. Nephron-sparing partial nephrectomy (PN) has replaced radical nephrectomy (RN) as the standard of care for these tumors. Radical nephrectomy remains the first alternative treatment option, whereas percutaneous ablation (PA), a newer, nonsurgical treatment, is recommended less strongly because of the relative paucity of comparative PA data. Objective: To compare PA, PN, and RN outcomes. Design: Observational cohort analysis using inverse probability of treatment-weighted propensity scores. Setting: Population-based SEER (Surveillance, Epidemiology, and End Results) cancer registry data linked to Medicare claims. Patients: Persons aged 66 years or older who received treatment for T1a RCC between 2006 and 2011. Interventions: PA versus PN and RN. Measurements: RCC-specific and overall survival, 30- and 365-day postintervention complications. Results: 4310 patients were followed for a median of 52 months for overall survival and 42 months for RCC-specific survival. After PA versus PN, the 5-year RCC-specific survival rate was 95% (95% CI, 93% to 98%) versus 98% (CI, 96% to 99%); after PA versus RN, 96% (CI, 94% to 98%) versus 95% (CI, 93% to 96%). After PA versus PN, the 5-year overall survival rate was 77% (CI, 74% to 81%) versus 86% (CI, 84% to 88%); after PA versus RN, 74% (CI, 71% to 78%) versus 75% (CI, 73% to 77%). Cumulative rates of renal insufficiency 31 to 365 days after PA, PN, and RN were 11% (CI, 8% to 14%), 9% (CI, 8% to 10%), and 18% (CI, 17% to 20%), respectively. Rates of nonurologic complications within 30 days after PA, PN, and RN were 6% (CI, 4% to 9%), 29% (CI, 27% to 30%), and 30% (CI, 28% to 32%), respectively. Ten percent of patients in the PN group had intraoperative conversion to RN. Seven percent of patients in the PA group received additional PA within 1 year of treatment. Limitations: Analysis of observational data may have been affected by residual confounding by provider or from selection bias toward younger, healthier patients in the PN group. Findings from this older study population are probably less applicable to younger patients. Use of SEER-Medicare linked files prevented analysis of patients who received treatment after 2011, possibly reducing generalizability to the newest PA, PN, and RN techniques. Conclusion: For well-selected older adults with T1a RCC, PA may result in oncologic outcomes similar to those of RN, but with less long-term renal insufficiency and markedly fewer periprocedural complications. Compared with PN, PA may be associated with slightly shorter RCC-specific survival but fewer periprocedural complications. Primary Funding Source: Association of University Radiologists GE Radiology Research Academic Fellowship and Society of Interventional Radiology Foundation.


Assuntos
Técnicas de Ablação , Carcinoma de Células Renais/cirurgia , Neoplasias Renais/cirurgia , Nefrectomia , Técnicas de Ablação/métodos , Idoso , Idoso de 80 Anos ou mais , Carcinoma de Células Renais/mortalidade , Feminino , Humanos , Neoplasias Renais/mortalidade , Masculino , Programa de SEER/estatística & dados numéricos , Análise de Sobrevida , Resultado do Tratamento
10.
Radiology ; 288(3): 774-781, 2018 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-29737954

RESUMO

Purpose To determine the frequency of hepatobiliary infections after transarterial radioembolization (TARE) with yttrium 90 (90Y) in patients with liver malignancy and a history of biliary intervention. Materials and Methods For this retrospective study, records of all consecutive patients with liver malignancy and history of biliary intervention treated with TARE at 14 centers between 2005 and 2015 were reviewed. Data regarding liver function, 90Y dosimetry, antibiotic prophylaxis, and bowel preparation prophylaxis were collected. Primary outcome was development of hepatobiliary infection. Results One hundred twenty-six patients (84 men, 42 women; mean age, 68.8 years) with primary (n = 39) or metastatic (n = 87) liver malignancy and history of biliary intervention underwent 180 procedures with glass (92 procedures) or resin (88 procedures) microspheres. Hepatobiliary infections (liver abscesses in nine patients, cholangitis in five patients) developed in 10 of the 126 patients (7.9%) after 11 of the 180 procedures (6.1%; nine of those procedures were performed with glass microspheres). All patients required hospitalization (median stay, 12 days; range, 2-113 days). Ten patients required percutaneous abscess drainage, three patients underwent endoscopic stent placement and stone removal, and one patient needed insertion of percutaneous biliary drains. Infections resolved in five patients, four patients died (two from infection and two from cancer progression while infection was being treated), and one patient continued to receive suppressive antibiotics. Use of glass microspheres (P = .02), previous liver resection or ablation (P = .02), and younger age (P = .003) were independently predictive of higher infection risk. Conclusion Infectious complications such as liver abscess and cholangitis are uncommon but serious complications of transarterial radioembolization with 90Y in patients with liver malignancy and a history of biliary intervention.


Assuntos
Braquiterapia/efeitos adversos , Carcinoma Hepatocelular/radioterapia , Colangite/etiologia , Abscesso Hepático/etiologia , Neoplasias Hepáticas/radioterapia , Radioisótopos de Ítrio/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Braquiterapia/métodos , Carcinoma Hepatocelular/complicações , Feminino , Vidro , Humanos , Infecções , Fígado/microbiologia , Neoplasias Hepáticas/complicações , Masculino , Microesferas , Pessoa de Meia-Idade , Retratamento , Estudos Retrospectivos , Resultado do Tratamento
11.
AJR Am J Roentgenol ; 210(6): 1359-1365, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-29629806

RESUMO

OBJECTIVE: The purpose of this study was to compare the clinical effectiveness of embolization with that of sorafenib in the management of hepatocellular carcinoma as practiced in real-world settings. MATERIALS AND METHODS: This population-based observational study was conducted with the Surveillance, Epidemiology, and End Results-Medicare linked database. Patients 65 years old and older with a diagnosis of primary liver cancer between 2007 and 2011 who underwent embolization or sorafenib treatment were identified. Patients were excluded if they had insufficient claims records, a diagnosis of intrahepatic cholangiocarcinoma, or other primary cancer or had undergone liver transplant or combination therapy. The primary outcome of interest was overall survival. Inverse probability of treatment weighting models were used to control for selection bias. RESULTS: The inclusion and exclusion criteria were met by 1017 patients. Models showed good balance between treatment groups. Compared with those who underwent embolization, patients treated with sorafenib had significantly higher hazard of earlier death from time of treatment (hazard ratio, 1.87; 95% CI, 1.46-2.37; p < 0.0001) and from time of cancer diagnosis (hazard ratio, 1.87; 95% CI, 1.46-2.39; p < 0.0001). The survival advantage after embolization was seen in both intermediate- and advanced-stage disease. CONCLUSION: This comparative effectiveness study of Medicare patients with hepatocellular carcinoma showed significantly longer overall survival after treatment with embolization than with sorafenib. Because these findings conflict with expert opinion-based guidelines for treatment of advanced-stage disease, prospective randomized comparative trials in this subpopulation would be justified.


Assuntos
Antineoplásicos/uso terapêutico , Carcinoma Hepatocelular/terapia , Embolização Terapêutica/métodos , Neoplasias Hepáticas/terapia , Sorafenibe/uso terapêutico , Idoso , Idoso de 80 Anos ou mais , Carcinoma Hepatocelular/mortalidade , Pesquisa Comparativa da Efetividade , Feminino , Humanos , Neoplasias Hepáticas/mortalidade , Masculino , Medicare , Programa de SEER , Taxa de Sobrevida , Resultado do Tratamento , Estados Unidos
12.
Cardiovasc Intervent Radiol ; 41(9): 1363-1372, 2018 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-29651580

RESUMO

PURPOSE: To define a threshold radiation dose to non-tumoral liver from 90Y radioembolization that results in hepatic toxicity using pair-production PET. MATERIALS AND METHODS: This prospective single-arm study enrolled 35 patients undergoing radioembolization. A total of 34 patients (27 with HCC and 7 with liver metastases) were included in the final analysis. Of 27 patients with underlying cirrhosis, 22 and 5 patients were Child-Pugh A and B, respectively. Glass and resin microspheres were used in 32 (94%) and 2 (6%) patients, respectively. Lobar and segmental treatment was done in 26 (76%) and 8 (24%) patients, respectively. Volumetric analysis was performed on post-radioembolization time-of-flight PET imaging to determine non-tumoral parenchymal dose. Hepatic toxicity was evaluated up to 120 days post-treatment, with CTCAE grade ≤ 1 compared to grade ≥ 2. RESULTS: The median dose delivered to the non-tumoral liver in the treated lobe was 49 Gy (range 0-133). A total of 15 patients had grade ≤ 1 hepatic toxicity, and 19 patients had grade ≥ 2 toxicity. Patients with a grade ≥ 2 change in composite toxicity (70.7 vs. 43.8 Gy), bilirubin (74.1 vs. 43.3 Gy), albumin (84.2 vs. 43.8 Gy), and AST (94.5 vs. 47.1 Gy) have significantly higher non-tumoral parenchymal doses than those with grade ≤ 1. Liver parenchymal dose and Child-Pugh status predicted grade ≥ 2 toxicity, observed above a dose threshold of 54 Gy. CONCLUSION: Increasing delivered 90Y dose to non-tumoral liver measured by internal pair-production PET correlates with post-treatment hepatic toxicity. The likelihood of toxicity exceeds 50% at a dose threshold of 54 Gy. ClinicalTrials.gov identifier: NCT02848638.


Assuntos
Braquiterapia/efeitos adversos , Neoplasias Hepáticas/radioterapia , Fígado/efeitos da radiação , Tomografia por Emissão de Pósitrons/métodos , Lesões por Radiação/diagnóstico por imagem , Radioisótopos de Ítrio/uso terapêutico , Idoso , Braquiterapia/métodos , Relação Dose-Resposta à Radiação , Feminino , Humanos , Fígado/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos
13.
Int J Radiat Oncol Biol Phys ; 101(2): 358-365, 2018 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-29559288

RESUMO

PURPOSE: To prospectively assess the threshold dose for objective response of hepatocellular carcinoma (HCC), using 90Y internal pair-production positron emission tomography (PET) to quantify the radiation dose delivered to hepatic tumors after radioembolization. METHODS AND MATERIALS: A prospective study was performed under institutional review board approval from 2012 to 2014. Thirty-five patients with primary and secondary liver tumors undergoing 90Y treatment were recruited. Eight patients did not meet inclusion criteria, and 27 patients with HCC were included for analysis. Time-of-flight PET imaging was performed immediately after radioembolization and voxel values converted into 90Y activity. The radioembolization dose was calculated from PET images, and image segmentation was performed with volumetric analysis of dose deposition within tumors. Radiographic response was assessed on follow-up imaging. RESULTS: Treated HCC showed 84% objective response, 11% stable disease, and 5% progressive disease according to modified RECIST 1.1 response criteria. Responders had a higher median 90Y tumor dose than nonresponders (225 Gy vs 83 Gy, P < .01). Logistic regression models show tumor dose (P = .002) strongly predicted objective response. All nonresponders had tumor dose <200 Gy. No statistical difference for patient age, tumor volume, multifocal or extrahepatic disease, portal vein invasion, or injected 90Y activity was found between responders and nonresponders. CONCLUSIONS: Hepatocellular carcinoma that resulted in objective response after radioembolization had a greater median tumor dose of 225 Gy, compared with 83 Gy in nonresponders. Delivered tumor dose can be assessed by PET and significantly impacts treatment response in HCC.


Assuntos
Carcinoma Hepatocelular/terapia , Quimioembolização Terapêutica/métodos , Neoplasias Hepáticas/terapia , Tomografia por Emissão de Pósitrons , Compostos Radiofarmacêuticos/uso terapêutico , Radioisótopos de Ítrio/uso terapêutico , Idoso , Carcinoma Hepatocelular/diagnóstico por imagem , Feminino , Humanos , Neoplasias Hepáticas/diagnóstico por imagem , Modelos Logísticos , Masculino , Microesferas , Pessoa de Meia-Idade , Estudos Prospectivos , Dosagem Radioterapêutica , Critérios de Avaliação de Resposta em Tumores Sólidos
14.
Pract Radiat Oncol ; 8(3): 157-166, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29426691

RESUMO

BACKGROUND: Our purpose was to define the most clinically relevant "nonclassic" radiation-induced liver disease (RILD) endpoints in cirrhotic patients receiving stereotactic body radiation therapy or proton beam therapy for primary liver cancer. METHODS AND MATERIALS: We retrospectively collected pretreatment, detailed toxicity (≤6 months posttreatment), and outcomes data from 48 patients. Deaths were examined for association with RILD. Univariate and multivariate Cox models defined significant predictors of overall survival (OS)/RILD-specific survival (RILD-SS). RESULTS: With median follow-up of 13 months, 23 patients (48%) had an increase in Child-Pugh (CP) score (≥2, 25%) and 3 (6%) had ≥G3 transaminase elevation. Of 18 deaths, 6 were potentially ascribed to RILD. Univariate analysis showed that CP score increases of ≥1 and ≥2 and CP class change predicted OS, as did ≥G3 aspartate transaminase (AST) elevation and ≥1 Common Terminology Criteria for Adverse Events (CTCAE) AST toxicity grade change. On multivariate analysis, CP score increase of ≥2 and ≥1 CTCAE AST toxicity grade change were the strongest independent nonclassic RILD predictors of OS. For RILD-SS, CP score increases of ≥2, ≥grade 3 CTCAE alanine transaminase, and ≥grade 2 bilirubin elevations were predictive. CONCLUSIONS: Increased CP score ≥2 strongly predicts for both OS and RILD-SS and should be reported in future studies along with transaminase elevations, which are also predictive of outcomes.


Assuntos
Neoplasias Hepáticas/complicações , Fígado/patologia , Lesões por Radiação/complicações , Consenso , Feminino , Humanos , Neoplasias Hepáticas/mortalidade , Neoplasias Hepáticas/radioterapia , Masculino , Dosagem Radioterapêutica , Estudos Retrospectivos , Fatores de Risco , Análise de Sobrevida
17.
AMIA Annu Symp Proc ; 2017: 1858-1867, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29854257

RESUMO

Cancer stage information is important for clinical research. However, they are not always explicitly noted in electronic medical records. In this paper, we present our work on automatic classification of hepatocellular carcinoma (HCC) stages from free-text clinical and radiology notes. To accomplish this, we defined 11 stage parameters used in the three HCC staging systems, American Joint Committee on Cancer (AJCC), Barcelona Clinic Liver Cancer (BCLC), and Cancer of the Liver Italian Program (CLIP). After aggregating stage parameters to the patient-level, the final stage classifications were achieved using an expert-created decision logic. Each stage parameter relevant for staging was extracted using several classification methods, e.g. sentence classification and automatic information structuring, to identify and normalize text as cancer stage parameter values. Stage parameter extraction for the test set performed at 0.81 F1. Cancer stage prediction for AJCC, BCLC, and CLIP stage classifications were 0.55, 0.50, and 0.43 F1.


Assuntos
Algoritmos , Carcinoma Hepatocelular/patologia , Neoplasias Hepáticas/patologia , Estadiamento de Neoplasias/métodos , Carcinoma Hepatocelular/classificação , Conjuntos de Dados como Assunto , Humanos , Neoplasias Hepáticas/classificação , Prontuários Médicos , Prognóstico , Radiologia , Washington
18.
J Biomed Inform ; 64: 179-191, 2016 12.
Artigo em Inglês | MEDLINE | ID: mdl-27729234

RESUMO

BACKGROUND: Anaphoric references occur ubiquitously in clinical narrative text. However, the problem, still very much an open challenge, is typically less aggressively focused on in clinical text domain applications. Furthermore, existing research on reference resolution is often conducted disjointly from real-world motivating tasks. OBJECTIVE: In this paper, we present our machine-learning system that automatically performs reference resolution and a rule-based system to extract tumor characteristics, with component-based and end-to-end evaluations. Specifically, our goal was to build an algorithm that takes in tumor templates and outputs tumor characteristic, e.g. tumor number and largest tumor sizes, necessary for identifying patient liver cancer stage phenotypes. RESULTS: Our reference resolution system reached a modest performance of 0.66 F1 for the averaged MUC, B-cubed, and CEAF scores for coreference resolution and 0.43 F1 for particularization relations. However, even this modest performance was helpful to increase the automatic tumor characteristics annotation substantially over no reference resolution. CONCLUSION: Experiments revealed the benefit of reference resolution even for relatively simple tumor characteristics variables such as largest tumor size. However we found that different overall variables had different tolerances to reference resolution upstream errors, highlighting the need to characterize systems by end-to-end evaluations.


Assuntos
Mineração de Dados , Neoplasias Hepáticas/diagnóstico , Processamento de Linguagem Natural , Algoritmos , Registros Eletrônicos de Saúde , Humanos , Neoplasias Hepáticas/classificação , Neoplasias Hepáticas/diagnóstico por imagem , Semântica
19.
J Vasc Interv Radiol ; 27(12): 1779-1785, 2016 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-27670943

RESUMO

PURPOSE: To assess adoption and survey-based satisfaction rates following deployment of standardized interventional radiology (IR) procedure reports across multiple institutions. MATERIALS AND METHODS: Standardized reporting templates for 5 common interventional procedures (central venous access, inferior vena cava [IVC] filter insertion, IVC filter removal, uterine artery embolization, and vertebral augmentation) were distributed to 20 IR practices in a prospective quality-improvement study. Participating sites edited the reports according to institutional preferences and deployed them for a 1-year pilot study concluding in July 2015. Study compliance was measured by sampling 20 reports of each procedure type at each institution, and surveys of interventionalists and referring physicians were performed. Modifications to the standardized reporting templates at each site were analyzed. RESULTS: Ten institutions deployed the standardized reports, with 8 achieving deployment of 3-12 months. The mean report usage rate was 57%. Each site modified the original reports, with 26% mean reduction in length, 18% mean reduction in wordiness, and 60% mean reduction in the number of forced fill-in fields requiring user input. Linear-regression analysis revealed that reduced number of forced fill-in fields correlated significantly with increased usage rate (R2 = 0.444; P = .05). Surveys revealed high satisfaction rates among referring physicians but lower satisfaction rates among interventional radiologists. CONCLUSIONS: Standardized report adoption rates increased when reports were simplified by reducing the number of forced fill-in fields. Referring physicians preferred the standardized reports, whereas interventional radiologists preferred standard narrative reports.


Assuntos
Documentação/normas , Controle de Formulários e Registros/normas , Prontuários Médicos/normas , Padrões de Prática Médica/normas , Radiografia Intervencionista/normas , Cateterismo Venoso Central/normas , Remoção de Dispositivo/normas , Documentação/métodos , Feminino , Fidelidade a Diretrizes/normas , Pesquisas sobre Atenção à Saúde , Humanos , Masculino , Projetos Piloto , Guias de Prática Clínica como Assunto/normas , Estudos Prospectivos , Implantação de Prótese/instrumentação , Implantação de Prótese/normas , Melhoria de Qualidade/normas , Indicadores de Qualidade em Assistência à Saúde/normas , Radiografia Intervencionista/métodos , Estados Unidos , Embolização da Artéria Uterina/normas , Filtros de Veia Cava , Vertebroplastia/normas
20.
AMIA Jt Summits Transl Sci Proc ; 2016: 455-64, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27570686

RESUMO

Hepatocellular carcinoma (HCC) is a deadly disease affecting the liver for which there are many available therapies. Targeting treatments towards specific patient groups necessitates defining patients by stage of disease. Criteria for such stagings include information on tumor number, size, and anatomic location, typically only found in narrative clinical text in the electronic medical record (EMR). Natural language processing (NLP) offers an automatic and scale-able means to extract this information, which can further evidence-based research. In this paper, we created a corpus of 101 radiology reports annotated for tumor information. Afterwards we applied machine learning algorithms to extract tumor information. Our inter-annotator partial match agreement scored at 0.93 and 0.90 F1 for entities and relations, respectively. Based on the annotated corpus, our sequential labeling entity extraction achieved 0.87 F1 partial match, and our maximum entropy classification relation extraction achieved scores 0.89 and 0. 74 F1 with gold and system entities, respectively.

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