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Dalmaso C, Fossan FE, Bråten AT, Müller LO. Uncertainty Quantification and Sensitivity Analysis for Non-invasive Model-Based Instantaneous Wave-Free Ratio Prediction. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2025; 41:e3898. [PMID: 39777995 PMCID: PMC11706247 DOI: 10.1002/cnm.3898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 11/20/2024] [Accepted: 11/29/2024] [Indexed: 01/11/2025]
Abstract
The main objectives of this work are to validate a 1D-0D unsteady solver with a distributed stenosis model for the patient-specific estimation of resting haemodynamic indices and to assess the sensitivity of instantaneous wave-free ratio (iFR) predictions to uncertainties in input parameters. We considered 52 patients with stable coronary artery disease, for which 81 invasive iFR measurements were available. We validated the performance of our solver compared to 3D steady-state and transient results and invasive measurements. Next, we used a polynomial chaos approach to characterise the uncertainty in iFR predictions based on the inputs associated with boundary conditions (coronary flow, compliance and aortic/left ventricular pressures) and vascular geometry (radius). Agreement between iFR and the ratio between cardiac cycle averaged distal and aortic pressure waveforms (restingP d / P a $$ {P}_d/{P}_a $$ ) obtained through 1D-0D and 3D models was satisfactory, with a bias of 0.0-0.005 (±0.016-0.026). The sensitivity analysis showed that iFR estimation is mostly affected by uncertainties in vascular geometry and coronary flow (steady-state parameters). In particular, our 1D-0D method overestimates invasive iFR measurements, with a bias of -0.036 (±0.101), indicating that better flow estimates could significantly improve our modelling pipeline. Conversely, we showed that standard pressure waveforms could be used for simulations, since the impact of uncertainties related to inlet-pressure waveforms on iFR prediction is negligible. Furthermore, while compliance is the most relevant transient parameter, its effect on iFR estimates is negligible compared to that of vascular geometry and flow. Finally, we observed a strong correlation between iFR and restingP d / P a $$ {P}_d/{P}_a $$ , suggesting that steady-state simulations could replace unsteady simulations for iFR prediction.
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Affiliation(s)
| | - Fredrik Eikeland Fossan
- Department of Structural EngineeringNorwegian University of Science and TechnologyTrondheimNorway
| | - Anders Tjellaug Bråten
- Clinic of CardiologySt. Olavs HospitalTrondheimNorway
- Department of Circulation and Medical ImagingNorwegian University of Science and TechnologyTrondheimNorway
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Varga J, Kiss-Papai L, Varga P, Gloviczki P, Gasz B. Basic Surgical Skill Training before a Vascular Course Improves the Quality of Vascular Anastomoses: A Randomized Controlled Trial. Ann Vasc Surg 2025; 110:217-225. [PMID: 39341556 DOI: 10.1016/j.avsg.2024.07.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 07/24/2024] [Accepted: 07/25/2024] [Indexed: 10/01/2024]
Abstract
BACKGROUND During the past decade, simulation has become standard in most surgical training programs, but objective evaluation of the performance has been a challenge. The optimal components of open surgery's simulation have also been questioned. The goal of this study was to evaluate the benefit of adding a hands-on exercise before a formal vascular training course. The participants' performance was objectively evaluated using computational fluid dynamics assessment of vascular anastomoses. METHODS In this study, 51 residents participated in an online surgical hands-on training course, performing 6 end-to-side anastomoses. The residents were randomly divided into 2 groups. Group 1 also underwent basic surgical skill training (BSST) before starting the vascular course. The groups were compared based on computational fluid dynamics assessment of vascular anastomoses, combined with online personalized feedback. RESULTS Among measured parameters of functional assessment, the mean of 6 anastomoses showed significantly better results in group 1 when compared with control group 2 (Oscillatory Shear Index: 0.022 vs. 0.025 P = 0,002; maximum pressure: 7,939 vs. 7,971 P = 000,037; velocity: 0.12 vs. 0.12 P = 00.000; helicity: 297 vs. 393 P = 00.065; vorticity: 5,258 vs. 6,628 P = 00,019; wall shear stress: 1.83 vs. 1.97 P = 0,000,047). These results showed no significant correlation between participants' experience level, specialization, and workplace. CONCLUSIONS BSST before a formal vascular simulation course positively affects the anastomosis quality, independent of experience level, specialization, and workplace. BSST is suggested before a vascular course to improve performance and progress. Further studies are needed to analyze the impact of this combined simulation training on performing anastomoses.
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Affiliation(s)
- Julia Varga
- Institute of Transdisciplinary Discoveries, University of Pecs, Pecs, Hungary; ME3D-Graft ltd., Pecs, Hungary.
| | - Levente Kiss-Papai
- Institute of Transdisciplinary Discoveries, University of Pecs, Pecs, Hungary; ME3D-Graft ltd., Pecs, Hungary
| | | | - Peter Gloviczki
- Division of Vascular and Endovascular Surgery, Mayo Clinic, Rochester, MN, USA
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Mineo R, Salanitri FP, Bellitto G, Kavasidis I, Filippo OD, Millesimo M, Ferrari GMD, Aldinucci M, Giordano D, Palazzo S, D'Ascenzo F, Spampinato C. A Convolutional-Transformer Model for FFR and iFR Assessment From Coronary Angiography. IEEE TRANSACTIONS ON MEDICAL IMAGING 2024; 43:2866-2877. [PMID: 38954582 DOI: 10.1109/tmi.2024.3383283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2024]
Abstract
The quantification of stenosis severity from X-ray catheter angiography is a challenging task. Indeed, this requires to fully understand the lesion's geometry by analyzing dynamics of the contrast material, only relying on visual observation by clinicians. To support decision making for cardiac intervention, we propose a hybrid CNN-Transformer model for the assessment of angiography-based non-invasive fractional flow-reserve (FFR) and instantaneous wave-free ratio (iFR) of intermediate coronary stenosis. Our approach predicts whether a coronary artery stenosis is hemodynamically significant and provides direct FFR and iFR estimates. This is achieved through a combination of regression and classification branches that forces the model to focus on the cut-off region of FFR (around 0.8 FFR value), which is highly critical for decision-making. We also propose a spatio-temporal factorization mechanisms that redesigns the transformer's self-attention mechanism to capture both local spatial and temporal interactions between vessel geometry, blood flow dynamics, and lesion morphology. The proposed method achieves state-of-the-art performance on a dataset of 778 exams from 389 patients. Unlike existing methods, our approach employs a single angiography view and does not require knowledge of the key frame; supervision at training time is provided by a classification loss (based on a threshold of the FFR/iFR values) and a regression loss for direct estimation. Finally, the analysis of model interpretability and calibration shows that, in spite of the complexity of angiographic imaging data, our method can robustly identify the location of the stenosis and correlate prediction uncertainty to the provided output scores.
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Vasiljevs D, Kakurina N, Pontaga N, Kokina B, Osipovs V, Sorokins N, Pikta S, Trusinskis K, Lejnieks A. Culprit versus Complete Revascularization during the Initial Intervention in Patients with Acute Coronary Syndrome Using a Virtual Treatment Planning Tool: Results of a Single-Center Pilot Study. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:270. [PMID: 36837471 PMCID: PMC9967361 DOI: 10.3390/medicina59020270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 01/12/2023] [Accepted: 01/27/2023] [Indexed: 02/01/2023]
Abstract
Background and Objectives: The revascularization strategy for percutaneous coronary intervention (PCI) in patients with multivessel (MV) acute coronary syndrome (ACS) remains controversial. Certain gaps in the evidence are related to the optimal timing of non-culprit lesion revascularization and the utility of instantaneous wave-free ratio (iFR) in the management of MV ACS intervention. The major benefits of iFR utilization in MV ACS patients in one-stage complete revascularization are: (1) the possibility to virtually plan the PCI, both the location and the extension of the necessary stenting to achieve the prespecified final hemodynamic result; (2) the opportunity to validate the final hemodynamic result of the PCI, both in culprit artery and all non-culprit arteries and (3) the value of obliviating the uncomfortable, costly, time consuming and sometimes deleterious effects from Adenosine, as there is no requirement for administration. Thus, iFR use fosters the achievement of physiologically appropriate complete revascularization in MV ACS patients during acute hospitalization. Materials and Methods: This pilot study was aimed to test the feasibility of a randomized trial research protocol as well as to assess patient safety signals of co-registration iFR-guided one-stage complete revascularization compared with that of standard staged angiography-guided PCI in de novo patients with MV ACS. This was a single-center, prospective, randomized, open-label clinical trial consecutively screening patients with ACS for MV disease. The intervention strategy of interest was iFR-guided physiologically complete one-stage revascularization, in which the virtual PCI planning of non-culprit lesions and the intervention itself were performed in one stage directly following treatment of the culprit lesion and other critical stenosis of more than ninety percent. Seventeen patients were recruited and completed the 3-month follow-up. Results: Index PCI duration was significantly longer while the volume of contrast media delivered in index PCI was significantly greater in the iFR-guided group than in the angiography-guided group (119.4 ± 40.7 vs. 47 ± 15.5 min, p = 0.004; and 360 ± 97.9 vs. 192.5 ± 52.8 mL, p = 0.003). There were no significant differences in PCI-related major adverse cardiovascular events (MACE) between the groups during acute hospitalization and at 3-months follow-up. One-stage iFR-guided PCI requires fewer PCI attempts until complete revascularization than does angiography-guided staged PCI. Conclusions: Complete revascularization with the routine use of the virtual planning tool in one-stage iFR-guided PCI is a feasible practical strategy in an everyday Cath lab environment following the protocol designed for the study. No statistically significant safety signals were documented in the number of PCI related MACE during the 3-month follow-up.
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Affiliation(s)
- Deniss Vasiljevs
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
- Department of Internal Diseases, Riga Stradins University, 16 Dzirciema Str., LV-1007 Riga, Latvia
| | - Natalja Kakurina
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
| | - Natalja Pontaga
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
| | - Baiba Kokina
- Department of Internal Diseases, Riga Stradins University, 16 Dzirciema Str., LV-1007 Riga, Latvia
| | - Vladimirs Osipovs
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
| | - Nikolajs Sorokins
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
| | - Sergejs Pikta
- Daugavpils Regional Hospital, 20 Vasarnicu Str., LV-5417 Daugavpils, Latvia
| | - Karlis Trusinskis
- Department of Internal Diseases, Riga Stradins University, 16 Dzirciema Str., LV-1007 Riga, Latvia
- Latvian Center of Cardiology, Pauls Stradins Clinical University Hospital, 13 Pilsonu Str., LV-1002 Riga, Latvia
| | - Aivars Lejnieks
- Department of Internal Diseases, Riga Stradins University, 16 Dzirciema Str., LV-1007 Riga, Latvia
- Riga East Clinical University Hospital, 2 Hipokrata Str., LV-1038 Riga, Latvia
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Ziubryte G, Jarusevicius G. Fractional flow reserve, quantitative flow ratio, and instantaneous wave-free ratio: a comparison of the procedure-related dose of ionising radiation. ADVANCES IN INTERVENTIONAL CARDIOLOGY 2021; 17:33-38. [PMID: 33868415 PMCID: PMC8039935 DOI: 10.5114/aic.2021.104765] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 10/30/2020] [Indexed: 11/17/2022] Open
Abstract
INTRODUCTION The development of interventional cardiology increases the number of invasive procedures which are inevitably associated with increased exposure to ionizing radiation and associated risks. A percutaneous coronary intervention (PCI) substantiated by evaluation of the coronary artery lesion's functional significance is recommended by both European and American cardiologists. Nevertheless, the prevalence of physiology-guided PCIs does not exceed 10% all over the globe. AIM To identify the physiology evaluation method which is associated with the lowest exposure to ionising radiation. MATERIAL AND METHODS Anonymised data of 421 patients with stable angina pectoris for whom elective coronary artery angiography followed by physiological assessment of intermediate coronary artery stenosis was performed were prospectively included in this study. Only diagnostic-procedure-related data of dose of ionizing radiation were analysed. Physiological assessment of coronary artery lesions was performed by fractional flow reserve (FFR), quantitative flow ratio (QFR), or instantaneous wave-free ratio (iFR). RESULTS Compared to FFR as a reference, fluoroscopy time (FT) was almost half in QFR and almost double in iFR, p < 0.001. QFR was associated with more than 3 times shorter FT compared to iFR. The dose area product was 663.87 ±260.51 cGy/cm2 (p = 0.03) lower in QFR compared to iFR. CONCLUSIONS QFR is associated with significantly reduced exposure to ionising radiation compared to both FFR and iFR. Therefore, wider QFR application in clinical practice could eliminate any additional exposure to ionising radiation and increase the prevalence of physiology-guided coronary artery revascularization.
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Affiliation(s)
- Greta Ziubryte
- Department of Cardiology, Hospital of Lithuanian University of Health Sciences Kaunas Clinics, Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Gediminas Jarusevicius
- Department of Cardiology, Hospital of Lithuanian University of Health Sciences Kaunas Clinics, Institute of Cardiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
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Khadke S, Vidovic J, Patel V. Bridging the Gap in a Rare Cause of Angina. Eur Cardiol 2021; 16:e05. [PMID: 33737959 PMCID: PMC7967818 DOI: 10.15420/ecr.2020.33] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 10/26/2020] [Indexed: 11/09/2022] Open
Abstract
Myocardial bridging occurs when coronary arteries run intramurally. Episodes of tachycardia can cause a dynamic obstruction that extends into diastole, compromising coronary filling time, and subsequently leading to ischaemia. Myocardial ischaemia, acute coronary syndrome, coronary spasm, myocardial stunning, arrhythmia, takotsubo cardiomyopathy, and sudden cardiac death have all been reported with bridging. Atherosclerotic plaques develop proximally in the bridge due to low shear stress and high oscillatory wall-flow. Factors affecting atherosclerotic build-up include disrupted flow patterns (particularly flow recirculation, which exacerbates LDL internalisation), cell adhesion and monocyte adhesion to the endothelium. Endothelial health depends on arterial flow patterns, given that the vessel reacts differently to various flow types, as confirmed in 3D simulations. Medication is the first-line therapy, while surgical de-roofing and coronary bypass are reserved for severe stenosis. Distinguishing physiological arterial compression from pathological stenosis is essential. Deeper bridges correlating with recurrent angina with an instantaneous wave-free ratio ≤0.89 or fractional flow reserve ≤0.80 are treated.
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Affiliation(s)
- Sumanth Khadke
- Our Lady of Fatima University, Fatima College of MedicineManila, Philippines
| | | | - Vinod Patel
- Division of Cardiology, Mount Sinai HospitalsNew York, NY, US
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Eslami P, Thondapu V, Karady J, Hartman EMJ, Jin Z, Albaghdadi M, Lu M, Wentzel JJ, Hoffmann U. Physiology and coronary artery disease: emerging insights from computed tomography imaging based computational modeling. Int J Cardiovasc Imaging 2020; 36:2319-2333. [PMID: 32779078 PMCID: PMC8323761 DOI: 10.1007/s10554-020-01954-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 07/23/2020] [Indexed: 12/15/2022]
Abstract
Improvements in spatial and temporal resolution now permit robust high quality characterization of presence, morphology and composition of coronary atherosclerosis in computed tomography (CT). These characteristics include high risk features such as large plaque volume, low CT attenuation, napkin-ring sign, spotty calcification and positive remodeling. Because of the high image quality, principles of patient-specific computational fluid dynamics modeling of blood flow through the coronary arteries can now be applied to CT and allow the calculation of local lesion-specific hemodynamics such as endothelial shear stress, fractional flow reserve and axial plaque stress. This review examines recent advances in coronary CT image-based computational modeling and discusses the opportunity to identify lesions at risk for rupture much earlier than today through the combination of anatomic and hemodynamic information.
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Affiliation(s)
- Parastou Eslami
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Vikas Thondapu
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Julia Karady
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Eline M J Hartman
- Department of Cardiology, Biomedical Engineering, Erasmus MC, Rotterdam, The Netherlands
| | - Zexi Jin
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Mazen Albaghdadi
- Department of Cardiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Michael Lu
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Jolanda J Wentzel
- Department of Cardiology, Biomedical Engineering, Erasmus MC, Rotterdam, The Netherlands
| | - Udo Hoffmann
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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Waliszewski M, Rosenberg M, Rittger H, Breul V, Krackhardt F. Endpoint selection for noninferiority percutaneous coronary intervention trials: a methodological description. Ther Adv Cardiovasc Dis 2020; 14:1753944720911329. [PMID: 32168991 PMCID: PMC7074513 DOI: 10.1177/1753944720911329] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Background: The objective of this review is to provide a practical update on endpoint selection for noninferiority (NI) studies in percutaneous coronary intervention studies. Methods: A PubMed search was conducted for predefined terms to explore the use of NI designs and intrapatient comparisons to determine their current importance. Sample size calculations for the most frequently used endpoints with NI hypotheses were done to increase statistical awareness. Results: Reported NI trials, with the most frequently chosen clinical endpoint of major adverse cardiac events (MACE), had NI margins ranging from 1.66% to 5.00%, resulting in patient populations of 400–1500 per treatment group. Clinical study endpoints comprising of MACE complemented with rates of bleeding complications and stent thrombosis (ST) are suggested to conduct a statistically and clinically meaningful NI trial. Study designs with surrogate endpoints amenable to intrapatient randomizations, are a very attractive option to reduce the number of necessary patients by about half. Comparative clinical endpoint studies with MACE and ST/bleeding rates to study a shortened dual antiplatelet therapy (DAPT) in coronary stent trials are feasible, whereas ST as the sole primary endpoint is not useful. Conclusions: Expanded composite clinical endpoints (MACE complemented by ST and bleeding rates and intrapatient randomization for selected surrogate endpoints) may be suitable tools to meet future needs in device approval, recertification and reimbursement.
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Affiliation(s)
- Matthias Waliszewski
- B. Braun Melsungen AG, Medical Scientific Affairs, Sieversufer 8, Berlin, 12359, Germany.,Department of Internal Medicine and Cardiology, Charité - Universitätsmedizin Berlin, Campus Virchow, Berlin, Germany
| | - Mark Rosenberg
- Klinikum Aschaffenburg-Alzenau, Medizinische Klinik 1, Aschaffenburg, Germany
| | | | - Viktor Breul
- Medical Scientific Affairs, Aesculap AG, Tuttlingen, Germany
| | - Florian Krackhardt
- Department of Internal Medicine and Cardiology, Charité - Universitätsmedizin Berlin, Campus Virchow, Berlin, Germany
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Lossnitzer D, Chandra L, Rutsch M, Becher T, Overhoff D, Janssen S, Weiss C, Borggrefe M, Akin I, Pfleger S, Baumann S. Additional Value of Machine-Learning Computed Tomographic Angiography-Based Fractional Flow Reserve Compared to Standard Computed Tomographic Angiography. J Clin Med 2020; 9:jcm9030676. [PMID: 32138259 PMCID: PMC7141259 DOI: 10.3390/jcm9030676] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2020] [Revised: 02/13/2020] [Accepted: 02/24/2020] [Indexed: 11/17/2022] Open
Abstract
Background: Machine-learning-based computed-tomography-derived fractional flow reserve (CT-FFRML) obtains a hemodynamic index in coronary arteries. We examined whether it could reduce the number of invasive coronary angiographies (ICA) showing no obstructive lesions. We further compared CT-FFRML-derived measurements to clinical and CT-derived scores. Methods: We retrospectively selected 88 patients (63 ± 11years, 74% male) with chronic coronary syndrome (CCS) who underwent clinically indicated coronary computed tomography angiography (cCTA) and ICA. cCTA image data were processed with an on-site prototype CT-FFRML software. Results: CT-FFRML revealed an index of >0.80 in coronary vessels of 48 (55%) patients. This finding was corroborated in 45 (94%) patients by ICA, yet three (6%) received revascularization. In patients with an index ≤ 0.80, three (8%) of 40 were identified as false positive. A total of 48 (55%) patients could have been retained from ICA. CT-FFRML (AUC = 0.96, p ≤ 0.0001) demonstrated a higher diagnostic accuracy compared to the pretest probability or CT-derived scores and showed an excellent sensitivity (93%), specificity (94%), positive predictive value (PPV; 93%) and negative predictive value (NPV; 94%). Conclusion: CT-FFRML could be beneficial for clinical practice, as it may identify patients with CAD without hemodynamical significant stenosis, and may thus reduce the rate of ICA without necessity for coronary intervention.
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Affiliation(s)
- Dirk Lossnitzer
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
- Correspondence: ; Tel.: +49-621-383-6695; Fax: +49-621-383-2025
| | - Leonard Chandra
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Marlon Rutsch
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Tobias Becher
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Daniel Overhoff
- Institute of Clinical Radiology and Nuclear Medicine, University Medical Center Mannheim, Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (D.O.); (S.J.)
| | - Sonja Janssen
- Institute of Clinical Radiology and Nuclear Medicine, University Medical Center Mannheim, Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (D.O.); (S.J.)
| | - Christel Weiss
- Medical Faculty Mannheim, Department of Medical Statistics and Biomathematics, University Medical Center Mannheim, Heidelberg University, 68167 Mannheim, Germany;
| | - Martin Borggrefe
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Ibrahim Akin
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Stefan Pfleger
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
| | - Stefan Baumann
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany, DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Germany and ECAS (European Center for Angioscience), Faculty of Medicine Mannheim, Heidelberg University, 68167 Mannheim, Germany; (L.C.); (M.R.); (T.B.); (M.B.); (I.A.); (S.P.); (S.B.)
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