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2.
J Vasc Interv Radiol ; 2024 Jun 26.
Article in English | MEDLINE | ID: mdl-38942284

ABSTRACT

PURPOSE: The purpose of this study was to retrospectively analyze the degree of renal function deterioration after renal cryoablation in patients with a solitary functioning kidney based on ablation volume. MATERIALS AND METHODS: Over a 15-year period, 81 percutaneous cryoablations were performed in solitary functioning kidneys. After exclusion of patients with baseline end-stage renal disease(ESRD) and insufficient follow up, analysis was performed on 65 procedures in 52 patients (40 male, mean age 63.5 years). The post-cryoablation renal function was based on the lowest serum creatinine within 6 months post-procedure. Renal function change was defined as percentage glomerular filtration rate(GFR) change. Volumetric analysis was performed on the target lesion, renal parenchyma, and ablation zone. RESULTS: The median tumor diameter was 2.0cm (range 0.8-4.7cm). The median baseline GFR decreased from 56.4 mL/min/1.73m2 (range 17.5-89.7) to 46.9 (range 16.5-89.7) at median 95 days (p<0.001), equating to an -7.9% median renal function change (range -45.0 to +30.7). All patients had stage 2 or worse chronic kidney disease and baseline function did not correlate with renal function change. The median volume of ablated parenchyma was 19.7mL (range 2.4-87.3mL), equating to 8.1% (range 0.7-37.2%) of total parenchyma. The volume of parenchymal volume ablated correlated significantly with renal function loss, while age, hypertension, and diabetes mellitus did not. No patients developed ESRD within 1 year after cryoablation. CONCLUSION: Cryoablation in solitary functioning kidneys resulted in a modest reduction in renal function, even in patients with chronic kidney disease and ablations up to 20% of renal parenchymal volume.

3.
Clin Imaging ; 110: 110142, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38696997

ABSTRACT

PURPOSE: The purpose of this study was to evaluate long-term morphologic changes occurring in the liver after TIPS creation with correlation with hepatic function to gain insight on the physiologic impact of TIPS on the liver. METHODS: This retrospective study included patients who underwent TIPS creation between 2005 and 2022 and had contrasted CT or MRI studies prior to and between 1 and 2 years post procedure. Strict exclusion criteria were applied to avoid confounding. Parenchymal volume and vessel measurements were assessed on the pre- and post-TIPS CT or MRI and MELD scores calculated. RESULTS: Of 580 patients undergoing TIPS creation, 65 patients (mean age, 55 years; 36 males) had pre-TIPS and post-TIPS imaging meeting inclusion criteria at median 16.5 months. After TIPS, the mean MELD score increased (12.9 to 15.4; p = 0.008) and total liver volume decreased (1730 to 1432 mL; p < 0.001). However, the magnitude of volume change did not correlate with MELD change. Neither portosystemic gradient nor TIPS laterality correlated with total or lobar hepatic volume changes or MELD changes. The main portal vein diameter increased (15.0 to 18.7 mm; p < 0.001). Thrombosis of the hepatic vein used for TIPS creation resulted in a mean increase in MELD of +4.1 compared to -2.1 in patients who had a patent and normal hepatic vein (p = 0.007). CONCLUSIONS: Given lack of correlation between portosystemic gradient, hepatic atrophy, hepatic function, and TIPS laterality, the alterations in portal flow dynamics after TIPS may not be impactful to hepatic function. However, hepatic vein patency after TIPS correlated with improved hepatic function.


Subject(s)
Liver , Magnetic Resonance Imaging , Portasystemic Shunt, Transjugular Intrahepatic , Tomography, X-Ray Computed , Humans , Male , Female , Middle Aged , Retrospective Studies , Liver/diagnostic imaging , Liver/surgery , Magnetic Resonance Imaging/methods , Adult , Aged , Treatment Outcome
6.
J Surg Oncol ; 128(8): 1329-1339, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37671594

ABSTRACT

OBJECTIVES: We performed a retrospective analysis within a national cancer registry on outcomes following resection or ablation for intrahepatic cholangiocarcinoma (iCCA). METHODS: The National Cancer Database was queried for patients with clinical stage I-III iCCA diagnosed during 2010-2018, who underwent resection or ablation. Overall survival (OS) was compared with Kaplan-Meier and multivariable Cox proportional hazards methods. RESULTS: Of 2140 patients, 1877 (87.7%) underwent resection and 263 (12.3%) underwent ablation, with median tumor sizes of 5.5 and 3 cm, respectively. Overall, resection was associated with greater median OS (41.2 months (95% confidence interval [95% CI]: 37.6-46.2) vs. 28 months (95% CI: 15.9-28.6) on univariable analysis (p < 0.0001). There was no significant difference on multivariable analysis (p = 0.42); however, there was a significant interaction between tumor size and management. On subgroup analysis of patients with tumors <3 cm, there was no difference in OS between resection versus ablation. However, ablation was associated with increased mortality for tumors ≥3 cm. CONCLUSION: Although resection is associated with improved OS for tumors ≥3 cm, we observed no difference in survival between management strategies for tumors < 3 cm. Ablation may be an alternative therapeutic strategy for small iCCA, particularly in patients at risk for high surgical morbidity.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Humans , Retrospective Studies , Bile Duct Neoplasms/pathology , Cholangiocarcinoma/pathology , Hepatectomy/methods , Bile Ducts, Intrahepatic/pathology
8.
Ann Surg Oncol ; 30(11): 6639-6646, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37436606

ABSTRACT

BACKGROUND: Hepatectomy is the cornerstone of curative-intent treatment for intrahepatic cholangiocarcinoma (ICC). However, in patients unable to be resected, data comparing efficacy of alternatives including thermal ablation and radiation therapy (RT) remain limited. Herein, we compared survival between resection and other liver-directed therapies for small ICC within a national cancer registry. PATIENTS AND METHODS: Patients with clinical stage I-III ICC < 3 cm diagnosed 2010-2018 who underwent resection, ablation, or RT were identified in the National Cancer Database. Overall survival (OS) was compared using Kaplan-Meier and multivariable Cox proportional hazards methods. RESULTS: Of 545 patients, 297 (54.5%) underwent resection, 114 (20.9%) ablation, and 134 (24.6%) RT. Median OS was similar between resection and ablation [50.5 months, 95% confidence interval (CI) 37.5-73.9; 39.5 months, 95% CI 28.7-58.4, p = 0.14], both exceeding that of RT (20.9 months, 95% CI 14.1-28.3). RT patients had high rates of stage III disease (10.4% RT vs. 1.8% ablation vs. 11.8% resection, p < 0.001), but the lowest rates of chemotherapy utilization (9.0% RT vs. 15.8% ablation vs. 38.7% resection, p < 0.001). In multivariable analysis, resection and ablation were associated with reduced mortality compared with RT [hazard ratio (HR) 0.44, 95% CI 0.33-0.58 and HR 0.53, 95% CI 0.38-0.75, p < 0.001, respectively]. CONCLUSION: Resection and ablation were associated with improved survival in patients with ICC < 3 cm compared with RT. Acknowledging confounders, anatomic constraints of ablation, limitations of available data, and need for prospective study, these results favor ablation in small ICC where resection is not feasible.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Humans , Prospective Studies , Cholangiocarcinoma/radiotherapy , Cholangiocarcinoma/surgery , Hepatectomy , Bile Ducts, Intrahepatic/pathology , Bile Duct Neoplasms/pathology , Survival Rate
9.
Clin Imaging ; 94: 103-107, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36525881

ABSTRACT

BACKGROUND: Intraprocedural Cone Beam CT (CBCT) is assessed to examine if use improves diagnosis and embolization rates of acute lower GI bleed (LGIB) and if automatic vessel detection (AVD) software can identify feeding vessels (FV) for embolization. METHODS: Patients with inconclusive DSA findings had CBCT and retrospective analysis with AVD software (Innova 3100, GE Company, USA). Technical success was defined as the ability to detect a lower GIB site while clinical success was defined as successful embolization without evidence of rebleeding or death within 30 days. AVD technical success was defined by the ability to identify the FV on both CTA and CBCT upon independent review by 3 blinded IRs, who also assigned a degree of certainty on a 5-point Likert scale. RESULTS: 74 patients in total were treated for lower GI bleed of which 34 had indeterminate DSA. Of those, 10 patients received DSA only, of which 1 was super selective. 24 patients with GIB on pre-procedural CTA and inconclusive DSA underwent CBCT. Use of CBCT identified 9 bleeds not seen on DSA and an additional source artery in 1 case representing a 42% change in intraprocedural management as all findings were embolized. When a bleed could not be identified on CBCT, but the FV could be identified on CTA, the same suspected FV could be selected on AVD 62% of the time with an average certainty of 4.0. CONCLUSION: CBCT is useful in the intraprocedural detection of GIB when DSA is indeterminate. Furthermore, AVD software can feasibly be utilized to accurately identify FVs for empiric treatment when intraprocedural imaging is inconclusive. LEVEL OF EVIDENCE: Level III, therapeutic study.


Subject(s)
Embolization, Therapeutic , Spiral Cone-Beam Computed Tomography , Humans , Retrospective Studies , Angiography, Digital Subtraction/methods , Embolization, Therapeutic/methods , Cone-Beam Computed Tomography/methods , Gastrointestinal Hemorrhage/diagnostic imaging , Gastrointestinal Hemorrhage/therapy
10.
J Vasc Interv Radiol ; 33(12): 1513-1518.e1, 2022 12.
Article in English | MEDLINE | ID: mdl-36084844

ABSTRACT

A technique to create a coaxial, self-expanding stent graft inside a constraining, bare-metal, balloon-expandable stent for transjugular intrahepatic portosystemic shunt (TIPS) reduction is described. The key steps are performed on a back table rather than inside the patient, and the resulting construct is deployed using standard unsheathing maneuvers. The construct was used in 4 patients to make 6 TIPS diameter reductions (mean postreduction diameter, 6 mm; range, 0-8 mm), all resulting in increases in the portosystemic pressure gradient (mean increase, 6 mm Hg; range, 1-19 mm Hg). On average, hepatic encephalopathy improved 1 point on the West Haven scale (range, 0-2).


Subject(s)
Hepatic Encephalopathy , Plastic Surgery Procedures , Portasystemic Shunt, Transjugular Intrahepatic , Humans , Portasystemic Shunt, Transjugular Intrahepatic/adverse effects , Polytetrafluoroethylene , Stents , Treatment Outcome
11.
J Am Coll Radiol ; 19(2 Pt B): 377-383, 2022 02.
Article in English | MEDLINE | ID: mdl-35152963

ABSTRACT

OBJECTIVE: To evaluate patient use and experience with patient-centered radiology reports provided via a radiology-specific patient portal in an outpatient setting. METHODS: Patient-centered interactive radiology reports were made available to all patients who had imaging examinations performed at any of seven outpatient imaging centers via a radiology-specific patient portal, using commercially available software. We recorded portal usage statistics including report access rate, report view time, and use of interactive diagrams and plain language explanations. We assessed patients' subjective report comprehension and experience via survey questions. Results were stratified by age. RESULTS: The majority of patients accessed their online radiology report (59%). For patients who used the interactive plain language definitions and diagrams, the average report viewing time was 5.8 ± 6.6 min compared with 1.8 ± 1.9 min for patients viewing only the raw text report (P < .005). The majority (84.7%) of patients reported that the definitions and diagrams helped them understand their report, and 86.7% of patients endorsed an overall positive experience viewing their report online. CONCLUSIONS: Our results suggest that patient-centered radiology reporting is feasible in the outpatient private practice setting and that dedicated patient-centered content has the potential to increase engagement across all age groups. Our experience suggests that patient-centered radiology reports may improve subjective patient comprehension and positively impact the patient experience.


Subject(s)
Patient Portals , Radiology Information Systems , Radiology , Humans , Language , Radiography
12.
Clin Imaging ; 82: 117-120, 2022 Feb.
Article in English | MEDLINE | ID: mdl-34808582

ABSTRACT

BACKGROUND: Adenomyosis is a common gynecologic pathology that relies on diagnostic imaging to guide treatment. Accuracy of both pelvic ultrasound and magnetic resonance imaging (MRI) when specifically evaluating for the presence of adenomyosis is high. However, the accuracy of reported rates in clinical practice is less well understood. PURPOSE: To demonstrate the accuracy in reporting of adenomyosis on pelvic ultrasound and MRI compared to histopathology in common clinical practice. BASIC PROCEDURES: An institutional database was searched for women with a pelvic ultrasound and a pelvic MRI with a subsequent hysterectomy. Findings were extracted from radiology and pathology reports, and the documented presence or absence of adenomyosis was recorded for each modality. Blinded radiologists viewed each imaging pair to directly evaluate for adenomyosis. MAIN FINDINGS: Compared to prior published data, imaging had lower accuracy in clinical practice when adenomyosis was not specifically evaluated for. For the finding of adenomyosis, pelvic ultrasound had a sensitivity of 10.9%, a specificity of 98.3%, positive predictive value (PPV) of 77.8%, negative predictive value (NPV) of 66.7%, an accuracy of 67.2%, and a diagnostic odds ratio (DOR) of 7. Pelvic MRI had a sensitivity of 29.7%, specificity of 85.3%, PPV of 52.8%, NPV of 68.8%, an accuracy of 65.6%, and DOR of 2.5. Overall accuracy of MRI improved when adenomyosis was directly evaluated for (82.4% vs 65.6%). PRINCIPLE CONCLUSIONS: Without direct communication to evaluate for adenomyosis, pelvic ultrasound and MRI may underestimate or misreport adenomyosis. Providers should be aware of these discrepancies when relying on radiology reports to guide treatment and potential interventions when diagnosing and managing adenomyosis.


Subject(s)
Adenomyosis , Endometriosis , Pathology, Surgical , Adenomyosis/diagnostic imaging , Adenomyosis/surgery , Endometriosis/diagnostic imaging , Endometriosis/surgery , Female , Humans , Magnetic Resonance Imaging , Sensitivity and Specificity , Ultrasonography
13.
J Vasc Interv Radiol ; 33(3): 286-294, 2022 03.
Article in English | MEDLINE | ID: mdl-34798292

ABSTRACT

PURPOSE: To assess ischemic adverse events following particle embolization when used as a second-line embolic to coil embolization for the treatment of acute lower gastrointestinal bleeding (LGIB). MATERIALS AND METHODS: The single-institution retrospective study examined 154 procedures where embolization was attempted for LGIB. In 122 patients (64 men; mean age, 69.9 years), embolization was successfully performed using microcoils in 73 procedures, particles in 34 procedures, and both microcoils and particles in 27 procedures. Particles were used as second-line only when coil embolization was infeasible or inadequate. Technical success was defined as angiographic cessation of active extravasation after embolization. Clinical success was defined as the absence of recurrent bleeding within 30 days of embolization. RESULTS: Technical success for embolization of LGIB was achieved in 87% of the cases (134/154); clinical success rate was 76.1% (102/134) among the technically successful cases. Clinical success was 82.2% (60/73) for coils alone and 68.9% (42/61) for particles with or without coils. Severe adverse events involving embolization-induced bowel ischemia occurred in 3 of 56 (5.3%) patients who underwent particle embolization with or without coils versus zero of 66 patients when coils alone were used (P = .09). In patients who had colonoscopy or bowel resection within 2 weeks of embolization, ischemic findings attributable to the procedure were found in 3 of the 15 who underwent embolization with coils alone versus 8 of 18 who underwent embolization with particles with or without coils (P = .27). CONCLUSIONS: Particle embolization for the treatment of LGIB as second-line to coil embolization was associated with a 68.9% clinical success rate and a 5.3% rate of ischemia-related adverse events.


Subject(s)
Embolization, Therapeutic , Gastrointestinal Hemorrhage , Aged , Angiography , Embolization, Therapeutic/adverse effects , Embolization, Therapeutic/methods , Gastrointestinal Hemorrhage/diagnostic imaging , Gastrointestinal Hemorrhage/etiology , Gastrointestinal Hemorrhage/therapy , Humans , Male , Retrospective Studies , Treatment Outcome
14.
J Vasc Interv Radiol ; 32(9): 1310-1318.e2, 2021 09.
Article in English | MEDLINE | ID: mdl-34058351

ABSTRACT

PURPOSE: To report initial clinical experience with intravascular ultrasound (US)-guided transvenous biopsy (TVB) for perivascular target lesions in the abdomen and pelvis using side-viewing phased-array intracardiac echocardiography catheters. MATERIALS AND METHODS: In this single-institution, retrospective study, 48 patients underwent 50 intravascular US-guided TVB procedures for targets close to the inferior vena cava or iliac veins deemed difficult to access by conventional percutaneous needle biopsy (PNB). In all procedures, side-viewing phased-array intracardiac echocardiography intravascular US catheters and transjugular liver biopsy sets were inserted through separate jugular or femoral vein access sheaths, and 18-gauge core needle biopsy specimens were obtained under real-time intravascular US guidance. Diagnostic yield, diagnostic accuracy, and complications were analyzed. RESULTS: Intravascular US-guided TVB was diagnostic of malignancy in 40 of 50 procedures for a diagnostic yield of 80%. There were 5 procedures in which biopsy was correctly negative for malignancy, with a per-procedure diagnostic accuracy of 90% (45/50). Among the 5 false negatives, 2 patients underwent repeat intravascular US-guided TVB, which was diagnostic of malignancy for a per-patient diagnostic accuracy of 94% (45/48). There were 1 (2%) mild, 2 (4%) moderate, and 1 (2%) severe adverse events, with 1 moderate severity adverse event (venous thrombosis) directly attributable to the intravascular US-guided TVB technique. CONCLUSIONS: Intravascular US-guided TVB performed on difficult-to-approach perivascular targets in the abdomen and pelvis resulted in a high diagnostic accuracy, similar to accepted thresholds for PNB. Complication rates may be slightly higher but should be weighed relative to the risks of difficult PNB, surgical biopsy, or clinical management without biopsy.


Subject(s)
Image-Guided Biopsy , Pelvis , Abdomen , Biopsy, Large-Core Needle/adverse effects , Humans , Retrospective Studies , Ultrasonography, Interventional
15.
Clin Imaging ; 77: 187-192, 2021 Sep.
Article in English | MEDLINE | ID: mdl-33940357

ABSTRACT

PURPOSE: Proton pump inhibitor (PPI) use is a potential risk factor for hepatic encephalopathy (HE), but few studies have examined the effect on post-TIPS HE. The purpose of this study was to determine whether PPIs are associated with increased rates of post-TIPS HE in an independent patient cohort. MATERIALS AND METHODS: This single-institution retrospective study analyzed 86 patients (54 male, mean age 58.2) following TIPS from 1/1/2017 to 12/31/2019. Dates of PPI usage and episodes of new or worsening HE were recorded. Poisson regression with generalized estimating equations was used to test for association between PPI use and post-TIPS HE and to test for dose dependence. Post-TIPS HE was also analyzed using the Andersen-Gill survival model for recurrent events. RESULTS: There were 1.88 episodes of new or worsening post-TIPS HE per person-year among 35 patients on uninterrupted PPIs therapy, 1.95 on PPIs and 0.94 off PPIs among 35 patients on intermittent therapy, and 0.47 among 16 patients never on PPIs. PPI use was significantly associated with post-TIPS HE in both univariable (incidence rate ratio (IRR) = 2.62; CI = 1.41-4.84; p = 0.002) and multivariable (IRR = 2.31; CI = 1.37-3.89; p = 0.002) regression. Analysis of only those patients on PPIs showed increased rates of HE with higher doses (IRR = 1.17 per 10 mg omeprazole equivalent; CI = 1.04-1.33; p = 0.011). Recurrent events survival analysis supported the association between PPI use and HE in univariable (hazard ratio (HR) = 2.17; CI = 1.19-3.95; p = 0.011) and multivariable (HR = 1.87; CI = 1.12-3.13; p = 0.017) analysis. CONCLUSION: In an independent patient cohort PPI use was associated with increased rates of new or worsening post-TIPS HE.


Subject(s)
Hepatic Encephalopathy , Portasystemic Shunt, Transjugular Intrahepatic , Hepatic Encephalopathy/chemically induced , Hepatic Encephalopathy/epidemiology , Humans , Liver Cirrhosis , Male , Middle Aged , Proton Pump Inhibitors/adverse effects , Retrospective Studies , Risk Factors
17.
J Vasc Interv Radiol ; 30(11): 1736-1742, 2019 Nov.
Article in English | MEDLINE | ID: mdl-31587944

ABSTRACT

PURPOSE: To determine the angiographic prevalence of spinal arteries originating directly from the bronchial arteries in the setting of embolization for hemoptysis. MATERIALS AND METHODS: Over a 14-year interval, 205 patients underwent angiography for hemoptysis. Twenty-five patients were excluded because their bronchial arteries were not visualized. The remaining 180 patients underwent a total of 254 angiographic procedures (range, 1-8 per patient). Images were reviewed jointly by 2 interventional radiologists with formal fellowship training in both peripheral and neurological interventional radiology. All catheterized arteries were evaluated for arterial contribution to the spinal cord. For patients with multiple studies, each unique artery was reported only once. Embolization was performed during at least 1 procedure in 158 patients (88%). Electronic record review was used to assess neurological sequelae after the procedure. RESULTS: One or 2 bronchial arteries originating from the aorta were identified in 57 patients (32%) on the right and in 75 patients (42%) on the left. Conjoined bronchial arteries were found in 76 patients (42%). Spinal arterial supply was absent in all. A total of 102 patients (57%) had at least 1 right and 11 patients (6%) at least 1 left intercostobronchial artery. Spinal arterial supply from the intercostal portion of an intercostobronchial artery was found in 6 patients (5 right, 1 left). Medical record review revealed no postprocedure symptoms referable to spinal cord injury in any patient. CONCLUSIONS: Spinal arterial supply does not originate directly from the bronchial artery but can originate from the intercostal portion of an intercostobronchial artery.


Subject(s)
Angiography , Bronchial Arteries/diagnostic imaging , Hemoptysis/diagnostic imaging , Spine/blood supply , Adolescent , Adult , Aged , Aged, 80 and over , Bronchial Arteries/physiopathology , Child , Embolization, Therapeutic , Female , Hemoptysis/physiopathology , Hemoptysis/therapy , Humans , Male , Middle Aged , Predictive Value of Tests , Radiography, Interventional , Regional Blood Flow , Retrospective Studies , Young Adult
18.
J Digit Imaging ; 32(5): 685-692, 2019 10.
Article in English | MEDLINE | ID: mdl-30338478

ABSTRACT

Radiology reports contain a large amount of potentially valuable unstructured data. Recently, neural networks have been employed to perform classification of radiology reports over a few classes at the document level. The success of neural networks in sequence-labeling problems such as named entity recognition and part of speech tagging suggests that they could be used to classify radiology report text with greater granularity. We employed a neural network architecture to comprehensively classify mammography report text at the word level using a sequence labeling approach. Two radiologists devised a comprehensive classification system for screening mammography reports. Each word in each report was manually categorized by a radiologist into one of 33 categories according to the classification system. Tagged words referencing the same finding were grouped into unique sets. We pre-labeled reports with a rule-based algorithm and then manually edited these annotations for 6705 screening mammography reports (25.1%, 66.8%, and 8.1% BI-RADS 0, 1, and 2, respectively). A combined convolutional and recurrent neural network model was used to label words in each sentence of the individual reports. A siamese recurrent neural network was then used to group findings into sets. Performance of the neural network-based method was compared to a rule-based algorithm and a conditional random field (CRF) model. Global accuracy (percentage of documents where all word tags were predicted correctly) and keyword accuracy (percentage of all words that were labeled correctly, excluding words tagged as unimportant) were calculated on an unseen 519 report test set. Two-tailed t tests were used to assess differences between algorithm performance, and p < 0.05 was used to determine statistical significance. The neural network-based approach showed significantly higher global accuracy compared to both the rule-based algorithm (88.3 vs 57.0%, p < 0.001) and the CRF model (88.3% vs. 75.8%, p < 0.001). The neural network also showed significantly higher keyword level accuracy compared to the rule-based algorithm (95.5% vs. 80.9% p < 0.001) and CRF model (95.5% vs. 76.9%, p < 0.001). We demonstrate the potential of neural networks to accurately perform word-level multilabel classification of free text radiology reports across 33 classes, thus showing the utility of a sequence labeling approach to NLP of radiology reports. We found that a neural network classifier outperforms a rule-based algorithm and a CRF classifier for comprehensive multilabel classification of free text screening mammography reports at the word level. By approaching radiology report classification as a sequence-labeling problem, we demonstrate the ability of neural networks to extract data from free text radiology reports at a level of granularity not previously reported.


Subject(s)
Breast Neoplasms/diagnostic imaging , Electronic Health Records/classification , Image Interpretation, Computer-Assisted/methods , Mammography/methods , Neural Networks, Computer , Databases, Factual , Female , Humans , Reproducibility of Results , Research Report
19.
Interv Neuroradiol ; 25(1): 51-53, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30189757

ABSTRACT

A 48-year-old woman presented with an acute ischemic stroke (National Institutes of Health Stroke Scale (NIHSS) 21) six hours after symptom onset. Workup revealed a left cervical internal carotid artery (ICA) occlusive dissection, which was emergently reconstructed with a flow-diverting stent. A routine Duplex scan one hour later suggested reocclusion of the ICA, confirmed by angiography. The true lumen of the ICA could not be accessed and therefore the "false lumen" of the ICA dissection was entered proximally. The true lumen and ultimately the flow-diverting stent were accessed via the false lumen. In analogy to the subintimal arterial flossing with antegrade-retrograde intervention technique described for peripheral vascular disease, several stents were placed in telescoping fashion from the true common carotid lumen through the "false dissecting" lumen of the proximal ICA into the distal true lumen. The stent construct remained patent, and the patient recovered clinically to an NIHSS of 1.


Subject(s)
Brain Ischemia/diagnostic imaging , Brain Ischemia/therapy , Carotid Artery, Internal, Dissection/diagnostic imaging , Carotid Artery, Internal, Dissection/therapy , Embolization, Therapeutic/instrumentation , Stents , Stroke/diagnostic imaging , Stroke/therapy , Anticoagulants/administration & dosage , Cerebral Angiography , Female , Humans , Magnetic Resonance Imaging , Middle Aged , Recurrence , Ultrasonography, Doppler, Duplex , Ultrasonography, Doppler, Transcranial
20.
Interv Neuroradiol ; 24(6): 702-705, 2018 Dec.
Article in English | MEDLINE | ID: mdl-29921152

ABSTRACT

BACKGROUND AND IMPORTANCE: Pial arteriovenous fistulas (AVFs) of the brain are treacherous lesions that can be challenging to treat because of high risk of hemorrhage. We report on a rare case of a pial AVF with a giant venous varix as a draining vein treated successfully with flow-directed balloon-assisted Onyx embolization. CLINICAL PRESENTATION: A 56-year-old female with headaches underwent brain magnetic resonance imaging, which demonstrated a 4 cm aneurysmal malformation in the right temporal lobe. A diagnostic cerebral angiogram demonstrated a right temporal pial AVF fed by an enlarged right posterior cerebral artery with drainage into a giant venous varix. Onyx embolization was curative using a flow-directed Scepter balloon catheter. CONCLUSION: Flow-directed balloon-assisted Onyx embolization can be highly successful for the curative embolization of pial AVFs. Balloon application changes the nature of the lesion from high-flow-high risk to no-flow-low-risk. Using a flow-directed technique with balloon microcatheters may help minimize the risk of intracranial vascular injury.


Subject(s)
Arteriovenous Fistula/therapy , Balloon Occlusion/methods , Cerebral Arteries , Dimethyl Sulfoxide , Embolization, Therapeutic/methods , Polyvinyls , Varicose Veins/therapy , Catheters , Coronary Aneurysm/diagnostic imaging , Coronary Aneurysm/therapy , Female , Humans , Magnetic Resonance Imaging , Middle Aged , Temporal Lobe/diagnostic imaging , Treatment Outcome
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