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Gohmann RF, Schug A, Pawelka K, Seitz P, Majunke N, El Hadi H, Heiser L, Renatus K, Desch S, Leontyev S, Noack T, Kiefer P, Krieghoff C, Lücke C, Ebel S, Borger MA, Thiele H, Panknin C, Abdel-Wahab M, Horn M, Gutberlet M. Interrater variability of ML-based CT-FFR during TAVR-planning: influence of image quality and coronary artery calcifications. Front Cardiovasc Med 2023; 10:1301619. [PMID: 38188259 PMCID: PMC10768187 DOI: 10.3389/fcvm.2023.1301619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 11/13/2023] [Indexed: 01/09/2024] Open
Abstract
Objective To compare machine learning (ML)-based CT-derived fractional flow reserve (CT-FFR) in patients before transcatheter aortic valve replacement (TAVR) by observers with differing training and to assess influencing factors. Background Coronary computed tomography angiography (cCTA) can effectively exclude CAD, e.g. prior to TAVR, but remains limited by its specificity. CT-FFR may mitigate this limitation also in patients prior to TAVR. While a high reliability of CT-FFR is presumed, little is known about the reproducibility of ML-based CT-FFR. Methods Consecutive patients with obstructive CAD on cCTA were evaluated with ML-based CT-FFR by two observers. Categorization into hemodynamically significant CAD was compared against invasive coronary angiography. The influence of image quality and coronary artery calcium score (CAC) was examined. Results CT-FFR was successfully performed on 214/272 examinations by both observers. The median difference of CT-FFR between both observers was -0.05(-0.12-0.02) (p < 0.001). Differences showed an inverse correlation to the absolute CT-FFR values. Categorization into CAD was different in 37/214 examinations, resulting in net recategorization of Δ13 (13/214) examinations and a difference in accuracy of Δ6.1%. On patient level, correlation of absolute and categorized values was substantial (0.567 and 0.570, p < 0.001). Categorization into CAD showed no correlation to image quality or CAC (p > 0.13). Conclusion Differences between CT-FFR values increased in values below the cut-off, having little clinical impact. Categorization into CAD differed in several patients, but ultimately only had a moderate influence on diagnostic accuracy. This was independent of image quality or CAC.
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Affiliation(s)
- Robin F. Gohmann
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Adrian Schug
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Konrad Pawelka
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Patrick Seitz
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Nicolas Majunke
- Department of Cardiology, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Hamza El Hadi
- Department of Cardiology, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Linda Heiser
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Katharina Renatus
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Steffen Desch
- Department of Cardiology, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Sergey Leontyev
- Department of Cardiac Surgery, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Thilo Noack
- Department of Cardiac Surgery, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Philipp Kiefer
- Department of Cardiac Surgery, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | | | | | - Sebastian Ebel
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Michael A. Borger
- Department of Cardiac Surgery, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
- Helios Health Institute, Leipzig, Germany
| | - Holger Thiele
- Department of Cardiology, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
- Helios Health Institute, Leipzig, Germany
| | | | - Mohamed Abdel-Wahab
- Department of Cardiology, Heart Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Matthias Horn
- Institute for Medical Informatics, Statistics and Epidemiology (IMISE), University of Leipzig, Leipzig, Germany
| | - Matthias Gutberlet
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
- Medical Faculty, University of Leipzig, Leipzig, Germany
- Helios Health Institute, Leipzig, Germany
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2
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Baumann S, Overhoff D, Tesche C, Korosoglou G, Kelle S, Nassar M, Buss SJ, Andre F, Renker M, Schoepf UJ, Akin I, Waldeck S, Schoenberg SO, Lossnitzer D. [Morphological and functional diagnostics of coronary artery disease by computed tomography]. Herz 2023; 48:39-47. [PMID: 35244729 PMCID: PMC9892087 DOI: 10.1007/s00059-022-05098-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 12/05/2021] [Accepted: 01/17/2022] [Indexed: 02/05/2023]
Abstract
Computed tomography coronary angiography (cCTA) is a safe option for the noninvasive exclusion of significant coronary stenoses in patients with a low or moderate pretest probability for coronary artery disease (CAD). Furthermore, it also allows functional and morphological assessment of coronary stenoses. The European Society of Cardiology (ESC) guidelines on the diagnosis and management of chronic coronary syndrome published in 2019 have strengthened the importance of cCTA in this context and for this reason it has experienced a considerable upgrade. The determination of the Agatston score is a clinically established method for quantifying coronary calcification and influences the initiation of drug treatment. With technologies, such as the introduction of electrocardiography (ECG)-controlled dose modulation and iterative image reconstruction, cCTA can be performed with high image quality and low radiation exposure. Anatomic imaging of coronary stenoses alone is currently being augmented by innovative techniques, such as myocardial CT perfusion imaging or CT-fractional flow reserve (FFR) but the clinical value of these methods merits further investigation. The cCTA could therefore develop into a gatekeeper with respect to the indications for invasive coronary diagnostics and interventions.
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Affiliation(s)
- S Baumann
- First Department of Medicine - Cardiology, University Medical Centre Mannheim, Mannheim, Germany and DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Deutschland
| | - D Overhoff
- Department for Radiology and Neuroradiology, German Federal Armed Forces Central Hospital Koblenz, Koblenz, Deutschland
- Department of Radiology and Nuclear Medicine, University Medical Centre Mannheim, Faculty of Medicine Mannheim, Heidelberg University, Heidelberg, Deutschland
| | - C Tesche
- Department of Internal Medicine, Cardiology, St. Johannes Hospital, Dortmund, Deutschland
| | - G Korosoglou
- Department of Cardiology & Vascular Medicine, GRN Hospital Weinheim, Weinheim, Deutschland
| | - S Kelle
- Department of Internal Medicine/Cardiology, German Heart Institute Berlin, Berlin, Deutschland
| | - M Nassar
- Department of Internal Medicine/Cardiology, German Heart Institute Berlin, Berlin, Deutschland
| | - S J Buss
- The Radiology Center, Sinsheim, Eberbach, Erbach, Walldorf, Heidelberg, Heidelberg, Deutschland
| | - F Andre
- Department of Cardiology, Angiology and Pneumology, University of Heidelberg, Heidelberg, Deutschland
| | - M Renker
- Department of Cardiology, Kerckhoff Heart Center, Bad Nauheim, Deutschland
| | - U J Schoepf
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC, USA
| | - I Akin
- First Department of Medicine - Cardiology, University Medical Centre Mannheim, Mannheim, Germany and DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Mannheim, Deutschland
| | - S Waldeck
- Department for Radiology and Neuroradiology, German Federal Armed Forces Central Hospital Koblenz, Koblenz, Deutschland
| | - S O Schoenberg
- Department of Radiology and Nuclear Medicine, University Medical Centre Mannheim, Faculty of Medicine Mannheim, Heidelberg University, Heidelberg, Deutschland
| | - D Lossnitzer
- Department of Cardiology, Angiology and Pneumology, University of Heidelberg, Heidelberg, Deutschland.
- Klinik für Kardiologie, Angiologie und Pneumologie, Universitätsklinikum Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Deutschland.
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3
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Langenbach MC, Sandstede J, Sieren MM, Barkhausen J, Gutberlet M, Bamberg F, Lehmkuhl L, Maintz D, Naehle CP. German Radiological Society and the Professional Association of German Radiologists Position Paper on Coronary computed tomography: Clinical Evidence and Quality of Patient Care in Chronic Coronary Syndrome. ROFO-FORTSCHR RONTG 2023; 195:115-134. [PMID: 36634682 DOI: 10.1055/a-1973-9687] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
This position paper is a joint statement of the German Radiological Society (DRG) and the Professional Association of German Radiologists (BDR), which reflects the current state of knowledge about coronary computed tomography. It is based on preclinical and clinical studies that have investigated the clinical relevance as well as the technical requirements and fundamentals of cardiac computed tomography. CITATION FORMAT: · Langenbach MC, Sandstede J, Sieren M et al. DRG and BDR Position Paper on Coronary CT: Clinical Evidence and Quality of Patient Care in Chronic Coronary Syndrome. Fortschr Röntgenstr 2023; 195: 115 - 133.
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Affiliation(s)
- Marcel C Langenbach
- Institute for Diagnostic and Interventional Radiology, University Hospital Cologne, Koln, Germany.,Cardiovascular Imaging Research Center, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Jörn Sandstede
- Radiologische Allianz, Hamburg, Germany.,Berufsverband der deutschen Radiologen e. V. (BDR), München, Deutschland
| | - Malte M Sieren
- Department of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein Campus Luebeck, Lübeck, Germany
| | - Jörg Barkhausen
- Department of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein Campus Luebeck, Lübeck, Germany
| | - Matthias Gutberlet
- Department of Diagnostic and Interventional Radiology, Leipzig Heart Centre University Hospital, Leipzig, Germany
| | - Fabian Bamberg
- Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Lukas Lehmkuhl
- Department for Diagnostic and Interventional Radiology, RHÖN Clinic, Campus Bad Neustadt, Germany
| | - David Maintz
- Institute for Diagnostic and Interventional Radiology, University Hospital Cologne, Koln, Germany
| | - Claas P Naehle
- Institute for Diagnostic and Interventional Radiology, University Hospital Cologne, Koln, Germany.,Radiologische Allianz, Hamburg, Germany
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4
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Langenbach MC, Sandstede J, Sieren MM, Barkhausen J, Gutberlet M, Bamberg F, Lehmkuhl L, Maintz D, Nähle CP. [German Radiological Society and the Professional Association of German Radiologists position paper on coronary computed tomography: clinical evidence and quality of patient care in chronic coronary syndrome]. RADIOLOGIE (HEIDELBERG, GERMANY) 2023; 63:1-19. [PMID: 36633613 PMCID: PMC9838426 DOI: 10.1007/s00117-022-01096-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 11/14/2022] [Indexed: 01/13/2023]
Abstract
This position paper is a joint statement of the German Radiological Society (DRG) and the Professional Association of German Radiologists (BDR), which reflects the current state of knowledge about coronary computed tomography (CT). It is based on preclinical and clinical studies that have investigated the clinical relevance as well as the technical requirements and fundamentals of cardiac computed tomography.
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Affiliation(s)
- M C Langenbach
- Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Köln, Köln, Deutschland.
- Cardiovascular Imaging Research Center, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
| | - J Sandstede
- Radiologische Allianz, Hamburg, Deutschland
- Berufsverband der deutschen Radiologen e. V. (BDR), München, Deutschland
| | - M M Sieren
- Klinik für Radiologie und Nuklearmedizin, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Deutschland
| | - J Barkhausen
- Klinik für Radiologie und Nuklearmedizin, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Deutschland
| | - M Gutberlet
- Abteilung für Diagnostische und Interventionelle Radiologie, Herzzentrum Leipzig - Universität Leipzig, Leipzig, Deutschland
| | - F Bamberg
- Medizinische Fakultät, Abteilung für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Freiburg, Freiburg, Deutschland
| | - L Lehmkuhl
- Abteilung für Diagnostische und Interventionelle Radiologie, RHÖN Klinik, Campus Bad Neustadt, Bad Neustadt, Deutschland
| | - D Maintz
- Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Köln, Köln, Deutschland
| | - C P Nähle
- Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Köln, Köln, Deutschland
- Radiologische Allianz, Hamburg, Deutschland
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5
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Gohmann RF, Sieren MM, Gutberlet M. [Computed tomography and magnetic resonance imaging in cardiac diagnostics-how to choose the right modality : A guide based on the new guidelines of the European Society of Cardiology (ESC)]. RADIOLOGIE (HEIDELBERG, GERMANY) 2022; 62:902-911. [PMID: 36222875 PMCID: PMC9613581 DOI: 10.1007/s00117-022-01066-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 08/10/2022] [Indexed: 11/05/2022]
Abstract
In the guideline updates of the European Society of Cardiology (ESC), noninvasive radiological cross-sectional imaging is taking an increasingly prominent role, while at the same time invasive diagnostic approaches are becoming less important. Especially for the diagnosis and treatment of chronic and acute coronary syndromes, there are fundamental changes in clinical routine. In addition, cross-sectional imaging also offers an alternative to diagnostic algorithms for other cardiac pathologies, especially echocardiography, which is increasingly used in the differential diagnosis of cardiac diseases. The radiologist should be aware of the recommendations of the current guidelines and encourage their establishment in clinical practice. This paper summarizes the indications of cross-sectional cardiac imaging with focus on new recommendations in the ESC guidelines and addresses specific strengths and weaknesses of each modality.
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Affiliation(s)
- Robin F Gohmann
- Abteilung für Diagnostische und, Interventionelle Radiologie, Herzzentrum Leipzig GmbH, Strümpellstr. 39, 04289, Leipzig, Deutschland.
| | - Malte M Sieren
- Klinik für Radiologie und Nuklearmedizin, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Lübeck, Deutschland
| | - Matthias Gutberlet
- Abteilung für Diagnostische und, Interventionelle Radiologie, Herzzentrum Leipzig GmbH, Strümpellstr. 39, 04289, Leipzig, Deutschland
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6
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Zhang LJ, Tang C, Xu P, Guo B, Zhou F, Xue Y, Zhang J, Zheng M, Xu L, Hou Y, Lu B, Guo Y, Cheng J, Liang C, Song B, Zhang H, Hong N, Wang P, Chen M, Xu K, Liu S, Jin Z, Lu G. Coronary Computed Tomography Angiography-derived Fractional Flow Reserve: An Expert Consensus Document of Chinese Society of Radiology. J Thorac Imaging 2022; 37:385-400. [PMID: 36162081 DOI: 10.1097/rti.0000000000000679] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Invasive fractional flow reserve (FFR) measured by a pressure wire is a reference standard for evaluating functional stenosis in coronary artery disease. Coronary computed tomography angiography-derived fractional flow reserve (CT-FFR) uses advanced computational analysis methods to noninvasively obtain FFR results from a single conventional coronary computed tomography angiography data to evaluate the hemodynamic significance of coronary artery disease. More and more evidence has found good correlation between the results of noninvasive CT-FFR and invasive FFR. CT-FFR has proven its potential in optimizing patient management, improving risk stratification and prognosis, and reducing total health care costs. However, there is still a lack of standardized interpretation of CT-FFR technology in real-world clinical settings. This expert consensus introduces the principle, workflow, and interpretation of CT-FFR; summarizes the state-of-the-art application of CT-FFR; and provides suggestions and recommendations for the application of CT-FFR with the aim of promoting the standardized application of CT-FFR in clinical practice.
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Affiliation(s)
- Long Jiang Zhang
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Chunxiang Tang
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Pengpeng Xu
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Bangjun Guo
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Fan Zhou
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Yi Xue
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
| | - Jiayin Zhang
- Department of Radiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine
| | - Minwen Zheng
- Department of Radiology, Xijing Hospital, The Fourth Military Medical University-Xi'an
| | - Lei Xu
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University
| | - Yang Hou
- Department of Radiology, Shengjing Hospital of China Medical University
| | - Bin Lu
- Department of Radiology, State Key Laboratory and National Center for Cardiovascular Diseases, Fuwai Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing
| | - Youmin Guo
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi
| | - Jingliang Cheng
- Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province
| | - Changhong Liang
- Department of Radiology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong Province
| | - Bin Song
- Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan Province
| | - Huimao Zhang
- Department of Radiology, The First Hospital of Jilin University, Changchun, Jilin Province, China
| | - Nan Hong
- Department of Radiology, Peking University People's Hospital
| | - Peijun Wang
- Department of Radiology, Tongji Hospital of Tongji University School of Medicine
| | - Min Chen
- Department of Radiology, Beijing Hospital, National Center of Gerontology
| | - Ke Xu
- Department of Interventional Radiology, The First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
| | - Shiyuan Liu
- Department of Radiology, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences
| | - Zhengyu Jin
- Department of Medical Imaging and Nuclear Medicine, Changzheng Hospital of Naval Medical University, Shanghai
| | - Guangming Lu
- Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu Province
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7
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Lossnitzer D, Klenantz S, Andre F, Goerich J, Schoepf UJ, Pazzo KL, Sommer A, Brado M, Gückel F, Sokiranski R, Becher T, Akin I, Buss SJ, Baumann S. Stable patients with suspected myocardial ischemia: comparison of machine-learning computed tomography-based fractional flow reserve and stress perfusion cardiovascular magnetic resonance imaging to detect myocardial ischemia. BMC Cardiovasc Disord 2022; 22:34. [PMID: 35120459 PMCID: PMC8817462 DOI: 10.1186/s12872-022-02467-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 01/22/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Machine-Learning Computed Tomography-Based Fractional Flow Reserve (CT-FFRML) is a novel tool for the assessment of hemodynamic relevance of coronary artery stenoses. We examined the diagnostic performance of CT-FFRML compared to stress perfusion cardiovascular magnetic resonance (CMR) and tested if there is an additional value of CT-FFRML over coronary computed tomography angiography (cCTA). METHODS Our retrospective analysis included 269 vessels in 141 patients (mean age 67 ± 9 years, 78% males) who underwent clinically indicated cCTA and subsequent stress perfusion CMR within a period of 2 months. CT-FFRML values were calculated from standard cCTA. RESULTS CT-FFRML revealed no hemodynamic significance in 79% of the patients having ≥ 50% stenosis in cCTA. Chi2 values for the statistical relationship between CT-FFRML and stress perfusion CMR was significant (p < 0.0001). CT-FFRML and cCTA (≥ 70% stenosis) provided a per patient sensitivity of 88% (95%CI 64-99%) and 59% (95%CI 33-82%); specificity of 90% (95%CI 84-95%) and 85% (95%CI 78-91%); positive predictive value of 56% (95%CI 42-69%) and 36% (95%CI 24-50%); negative predictive value of 98% (95%CI 94-100%) and 94% (95%CI 90-96%); accuracy of 90% (95%CI 84-94%) and 82% (95%CI 75-88%) when compared to stress perfusion CMR. The accuracy of cCTA (≥ 50% stenosis) was 19% (95%CI 13-27%). The AUCs were 0.89 for CT-FFRML and 0.74 for cCTA (≥ 70% stenosis) and therefore significantly different (p < 0.05). CONCLUSION CT-FFRML compared to stress perfusion CMR as the reference standard shows high diagnostic power in the identification of patients with hemodynamically significant coronary artery stenosis. This could support the role of cCTA as gatekeeper for further downstream testing and may reduce the number of patients undergoing unnecessary invasive workup.
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Affiliation(s)
- Dirk Lossnitzer
- Department of Cardiology, Angiology and Pneumology, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany.
| | - Selina Klenantz
- First Department of Medicine-Cardiology, University Medical Centre Mannheim, Mannheim, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Heidelberg/Mannheim, Mannheim, Germany
| | - Florian Andre
- Department of Cardiology, Angiology and Pneumology, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Johannes Goerich
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - U Joseph Schoepf
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC, USA
| | - Kyle L Pazzo
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC, USA
| | - Andre Sommer
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - Matthias Brado
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - Friedemann Gückel
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - Roman Sokiranski
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - 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
| | - 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
| | - Sebastian J Buss
- The Radiology Center, Sinsheim-Eberbach-Erbach-Walldorf-Heidelberg, Heidelberg, Germany
| | - 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
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8
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Gohmann RF, Pawelka K, Seitz P, Majunke N, Heiser L, Renatus K, Desch S, Lauten P, Holzhey D, Noack T, Wilde J, Kiefer P, Krieghoff C, Lücke C, Gottschling S, Ebel S, Borger MA, Thiele H, Panknin C, Horn M, Abdel-Wahab M, Gutberlet M. Combined Coronary CT-Angiography and TAVR Planning for Ruling Out Significant Coronary Artery Disease: Added Value of Machine-Learning-Based CT-FFR. JACC Cardiovasc Imaging 2021; 15:476-486. [PMID: 34801449 DOI: 10.1016/j.jcmg.2021.09.013] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 09/07/2021] [Accepted: 09/10/2021] [Indexed: 01/09/2023]
Abstract
OBJECTIVES To analyze the ability of machine-learning (ML)-based computed tomography (CT)-derived fractional flow reserve (CT-FFR) to further improve the diagnostic performance of coronary CT angiography (cCTA) for ruling out significant coronary artery disease (CAD) during pre-transcatheter aortic valve replacement (TAVR) evaluation in patients with a high pre-test probability for CAD. BACKGROUND CAD is a frequent comorbidity in patients undergoing TAVR. Current guidelines recommend its assessment before TAVR. If significant CAD can be excluded on cCTA, invasive coronary angiography (ICA) may be avoided. Although cCTA is a very sensitive test, it is limited by relatively low specificity and positive predictive value, particularly in high-risk patients. METHODS Overall, 460 patients (79.6 ± 7.4 years) undergoing pre-TAVR CT were included and examined with an electrocardiogram-gated CT scan of the heart and high-pitch scan of the vascular access route. Images were evaluated for significant CAD. Patients routinely underwent ICA (388/460), which was omitted at the discretion of the local Heart Team if CAD could be effectively ruled out on cCTA (72/460). CT examinations in which CAD could not be ruled out (CAD+) (n = 272) underwent additional ML-based CT-FFR. RESULTS ML-based CT-FFR was successfully performed in 79.4% (216/272) of all CAD+ patients and correctly reclassified 17 patients as CAD negative. CT-FFR was not feasible in 20.6% because of reduced image quality (37/56) or anatomic variants (19/56). Sensitivity, specificity, positive predictive value, and negative predictive value were 94.9%, 52.0%, 52.2%, and 94.9%, respectively. The additional evaluation with ML-based CT-FFR increased accuracy by Δ+3.4% (CAD+: Δ+6.0%) and raised the total number of examinations negative for CAD to 43.9% (202/460). CONCLUSIONS ML-based CT-FFR may further improve the diagnostic performance of cCTA by correctly reclassifying a considerable proportion of patients with morphological signs of obstructive CAD on cCTA during pre-TAVR evaluation. Thereby, CT-FFR has the potential to further reduce the need for ICA in this challenging elderly group of patients before TAVR.
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Affiliation(s)
- Robin F Gohmann
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany; Medical Faculty, University of Leipzig, Leipzig, Germany.
| | - Konrad Pawelka
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany; Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Patrick Seitz
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Nicolas Majunke
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Linda Heiser
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Katharina Renatus
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany; Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Steffen Desch
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Philipp Lauten
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - David Holzhey
- Department of Cardiac Surgery, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Thilo Noack
- Department of Cardiac Surgery, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Johannes Wilde
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Philipp Kiefer
- Department of Cardiac Surgery, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Christian Krieghoff
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Christian Lücke
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Sebastian Gottschling
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany
| | - Sebastian Ebel
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany; Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Michael A Borger
- Department of Cardiac Surgery, Heart Center Leipzig at University of Leipzig, Leipzig, Germany; Leipzig Heart Institute, Leipzig, Germany
| | - Holger Thiele
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany; Leipzig Heart Institute, Leipzig, Germany
| | | | - Matthias Horn
- Institute for Medical Informatics, Statistics and Epidemiology (IMISE), University of Leipzig, Leipzig, Germany
| | - Mohamed Abdel-Wahab
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Matthias Gutberlet
- Department of Diagnostic and Interventional Radiology, Heart Center Leipzig, Leipzig, Germany; Medical Faculty, University of Leipzig, Leipzig, Germany; Leipzig Heart Institute, Leipzig, Germany
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9
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Sieren MM, Maintz D, Gutberlet M, Krombach GA, Bamberg F, Hunold P, Lehmkuhl L, Fischbach K, Reinartz S, Antoch G, Barkhausen J, Sandstede J, Völker M, Naehle C. Current Status of Cardiovascular Imaging in Germany: Structured Data from the National Certification Program, ESCR Registry, and Survey among Radiologists. ROFO-FORTSCHR RONTG 2021; 194:181-191. [PMID: 34384112 DOI: 10.1055/a-1554-9236] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
PURPOSE In the light of the increasing importance of cardiovascular cross-sectional imaging in current guidelines, the goal of this study is to provide a comprehensive overview of cardiovascular imaging (CVI) offered by radiological institutions across Germany. MATERIALS AND METHODS Data were extracted from the national certification program database of the German Roentgen Society (DRG) from 2015-2021. A nationwide online survey among radiology institutes (university hospitals, non-university hospitals, and private practices) was conducted for 2019, and data was extracted from the European Society of Cardiovascular Radiology (ESCR) registry. The data collection's key points included the number of centers and individuals certified for CVI, the number of cardiac CT and MRI examinations performed, the reporting habits, and the participation in the ESCR registry. RESULTS 71 centers and 1278 persons, both with a substantial increase since 2015, were registered and certified by the DRG to perform CVI. According to the survey, a total of 69,286 CT and 64,281 MRI examinations were performed annually. Data from the survey and the ESCR registry indicated that reporting was mostly done solely by radiologists or, to a lesser degree, in joint consensus meetings with non-radiologists. The overall participation rate in the ESCR registry was 48 % among the survey's participants. CONCLUSION This comprehensive analysis demonstrates that high-quality CVI by radiologists is available nationwide. The current challenges are to provide the best medical and technical quality of CVI by radiology for patient care and to ensure economic sustainability in the German health care system to accommodate the predicted substantial need for CVI in the future. KEY POINTS · High-quality advanced CVI service by radiologists is available nationwide.. · Highly qualified specialist knowledge is widely represented from university to private practices.. · Certification programs successfully contribute to the dissemination & deepening of CVI expertise.. · The ESCR registry is an established international tool for the documentation of CVI.. CITATION FORMAT · Sieren M, Maintz D, Gutberlet M et al. Current Status of Cardiovascular Imaging in Germany: Structured Data from the National Certification Program, ESCR Registry, and Survey among Radiologists. Fortschr Röntgenstr 2021; DOI: 10.1055/a-1554-9236.
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Affiliation(s)
- Malte Maria Sieren
- Department of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein Campus Lübeck, Lübeck, Germany
| | - David Maintz
- Department for Interventional and Diagnostic Radiology, University Hospital Cologne, Germany
| | - Matthias Gutberlet
- Department for Diagnostic and Interventional Radiology, Heart Center Leipzig - University Leipzig, Germany.,Steering Committee Chair MRCT-Registry of the ESCR, ESCR, Vienna, Austria
| | - Gabriele Anja Krombach
- Department of Diagnostic and Interventional Radiology, University-Hospital Gießen, Germany
| | - Fabian Bamberg
- Department for Diagnostic and Interventional Radiology, University Hospital Freiburg, Germany
| | - Peter Hunold
- n/a, FOKUS Radiologie & Nuklearmedizin, Göttingen, Germany
| | - Lukas Lehmkuhl
- Department for Diagnostic and Interventional Radiology, RHÖN Clinic, Campus Bad Neustadt, Germany
| | - Katharina Fischbach
- Diagnostische Radiologie, Otto-von-Guericke-Universität, Magdeburg, Germany.,Department of Radiology and Nuclear Medicine, University Hospital Magdeburg, Otto von Guericke University, Magdeburg, Germany
| | - Sebastian Reinartz
- Department for Diagnostic and Interventional Radiology, University Hospital Aachen, Germany
| | - Gerald Antoch
- Department for Diagnostic and Interventional Radiology, Medical Faculty, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Germany
| | - Jörg Barkhausen
- Department of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein Campus Lübeck, Lübeck, Germany
| | - Jörn Sandstede
- Hamburg Wördemanns Weg, Radiologische Allianz, Hamburg, Germany.,Berufsverband der deutschen Radiologen e.V. (BDR), Munich, Germany
| | - Martin Völker
- Bereich Wissenschaft, Nachwuchsförderung, Zertifizierung, German Roentgen Society "Deutsche Röntgengesellschaft", Berlin, Germany
| | - Claas Naehle
- Department for Interventional and Diagnostic Radiology, University Hospital Cologne, Germany
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