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- Coenen, Adriaan, et al.
(författare)
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Diagnostic Accuracy of a Machine-Learning Approach to Coronary Computed Tomographic Angiography-Based Fractional Flow Reserve Result From the MACHINE Consortium
- 2018
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Ingår i: Circulation Cardiovascular Imaging. - : LIPPINCOTT WILLIAMS & WILKINS. - 1941-9651 .- 1942-0080. ; 11:6
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Tidskriftsartikel (refereegranskat)abstract
- Background: Coronary computed tomographic angiography (CTA) is a reliable modality to detect coronary artery disease. However, CTA generally overestimates stenosis severity compared with invasive angiography, and angiographic stenosis does not necessarily imply hemodynamic relevance when fractional flow reserve (FFR) is used as reference. CTA-based FFR (CT-FFR), using computational fluid dynamics (CFD), improves the correlation with invasive FFR results but is computationally demanding. More recently, a new machine-learning (ML) CT-FFR algorithm has been developed based on a deep learning model, which can be performed on a regular workstation. In this large multicenter cohort, the diagnostic performance ML-based CT-FFR was compared with CTA and CFD-based CT-FFR for detection of functionally obstructive coronary artery disease. Methods and Results: At 5 centers in Europe, Asia, and the United States, 351 patients, including 525 vessels with invasive FFR comparison, were included. ML-based and CFD-based CT-FFR were performed on the CTA data, and diagnostic performance was evaluated using invasive FFR as reference. Correlation between ML-based and CFD-based CT-FFR was excellent (R=0.997). ML-based (area under curve, 0.84) and CFD-based CT-FFR (0.84) outperformed visual CTA (0.69; Pamp;lt;0.0001). On a per-vessel basis, diagnostic accuracy improved from 58% (95% confidence interval, 54%-63%) by CTA to 78% (75%-82%) by ML-based CT-FFR. The per-patient accuracy improved from 71% (66%-76%) by CTA to 85% (81%-89%) by adding ML-based CT-FFR as 62 of 85 (73%) false-positive CTA results could be correctly reclassified by adding ML-based CT-FFR. Conclusions: On-site CT-FFR based on ML improves the performance of CTA by correctly reclassifying hemodynamically nonsignificant stenosis and performs equally well as CFD-based CT-FFR.
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- De Maria, Giovanni Luigi, et al.
(författare)
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Novel Indices of Coronary Physiology : Do We Need Alternatives to Fractional Flow Reserve?
- 2020
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Ingår i: Circulation. Cardiovascular Interventions. - 1941-7640 .- 1941-7632. ; 13:4
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Forskningsöversikt (refereegranskat)abstract
- Fractional flow reserve is the current invasive gold standard for assessing the ischemic potential of an angiographically intermediate coronary stenosis. Procedural cost and time, the need for coronary vessel instrumentation, and the need to administer adenosine to achieve maximal hyperemia remain integral components of invasive fractional flow reserve. The number of new alternatives to fractional flow reserve has proliferated over the last ten years using techniques ranging from alternative pressure wire metrics to anatomic simulation via angiography or intravascular imaging. This review article provides a critical description of the currently available or under-development alternatives to fractional flow reserve with a special focus on the available evidence, pros, and cons for each with a view towards their clinical application in the near future for the functional assessment of coronary artery disease.
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- Joost, Daemen, et al.
(författare)
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Safety and efficacy of endovascular ultrasound renal denervation in resistant hypertension: 12-month results from the ACHIEVE study.
- 2019
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Ingår i: Journal of hypertension. - 1473-5598. ; 37:9, s. 1906-1912
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Tidskriftsartikel (refereegranskat)abstract
- First-generation radiofrequency renal denervation devices may have had limited efficacy due to incomplete circumferential ablation and dependence on individual operator technique. This study evaluated a next-generation catheter-based technology using ultrasound designed to maximize nerve coverage using circumferential ultrasound energy.This was a prospective, multicenter, nonrandomized, postmarket study evaluating the safety and efficacy of an endovascular ultrasound renal denervation system (Paradise) in patients who met the European Society of Hypertension/European Society of Cardiology definition of resistant hypertension. Major exclusion criteria included renal artery stenosis and renal insufficiency. Patients were followed for 12 months. Safety and efficacy endpoints included procedural safety and renal artery patency, as well as changes in systolic office and 24-h ambulatory bllod pressure (BP) measurement.A total of 96 patients from eight European sites were included. Mean age was 63.9 years and 41% of patients were female. At baseline, mean 24-h ambulatory BP was 156.2/88.4±15.4/12.7mmHg, and mean office BP was 176.2/95.0±20.6/16.0mmHg. Patients were on average on 5.1±2.5 antihypertensive agents. At 12 months, the average 24-h ambulatory BP change was -7.5/-3.8±18.3/10.6mmHg (P=0.0007; P=0.0024) with an average office BP change of -15.0/-7.0±27.0/12.3mmHg (P<0.0001 for both). At 12 months, there was a single patient death unrelated to the device or procedure.This single-arm study represents the largest cohort of patients treated with endovascular ultrasound renal denervation to date. Within this trial, the therapy appeared safe and resulted in sustained reductions in both office BP and 24-h ambulatory BP through 12 months.
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