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Ma Z, Dong S, Ou S, Ma X, Liu L, An Z, Xu F, Zhang D, Tu C, Song X, Zhang H. The predictive value of coronary computed tomography angiography-derived fractional flow reserve for perioperative cardiac events in lung cancer surgery. Eur J Radiol 2024; 180:111688. [PMID: 39182273 DOI: 10.1016/j.ejrad.2024.111688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 08/14/2024] [Accepted: 08/19/2024] [Indexed: 08/27/2024]
Abstract
PURPOSE As a non-invasive coronary functional examination, coronary computed tomography angiography (CCTA)-derived fractional flow reserve (CT-FFR) showed predictive value in several non-cardiac surgeries. This study aimed to evaluate the predictive value of CT-FFR in lung cancer surgery. METHOD We retrospectively collected 227 patients from January 2017 to June 2022 and used machine learning-based CT-FFR to evaluate the stable coronary artery disease (CAD) patients undergoing lung cancer surgery. The major adverse cardiac event (MACE) was defined as perioperative myocardial injury (PMI), myocardial infarction, heart failure, atrial and ventricular arrhythmia with hemodynamic disorder, cardiogenic shock and cardiac death. The multivariate logistic regression analysis was performed to identify risk factors for MACE and PMI. The discriminative capacity, goodness-of-fit, and reclassification improvement of prediction model were determined before and after the addition of CT-FFR≤0.8. RESULTS The incidence of MACE was 20.7 % and PMI was 15.9 %. CT-FFR significantly outperformed CCTA in terms of accuracy for predicting MACE (0.737 vs 0.524). In the multivariate regression analysis, CT-FFR≤0.8 was an independent risk factor for both MACE [OR=10.77 (4.637, 25.016), P<0.001] and PMI [OR=8.255 (3.372, 20.207), P<0.001]. Additionally, we found that the performance of prediction model for both MACE and PMI improved after the addition of CT-FFR. CONCLUSIONS CT-FFR can be used to assess the risk of perioperative MACE and PMI in patients with stable CAD undergoing lung cancer surgery. It adds prognostic information in the cardiac evaluation of patients undergoing lung cancer surgery.
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Affiliation(s)
- Zhao Ma
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Shuo Dong
- Department of Thoracic Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Songlei Ou
- Department of Thoracic Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Xuchen Ma
- Department of Thoracic Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Linqi Liu
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Ziyu An
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Feng Xu
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Dongfeng Zhang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China
| | - Chenchen Tu
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Xiantao Song
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, PR China.
| | - Hongjia Zhang
- Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing 100029, PR China.
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Krievins DK, Zellans E, Latkovskis G, Kumsars I, Krievina AK, Jegere S, Erglis A, Lacis A, Plopa E, Stradins P, Ivanova P, Zarins CK. Diagnosis and treatment of ischemia-producing coronary stenoses improves 5-year survival of patients undergoing major vascular surgery. J Vasc Surg 2024; 80:240-248. [PMID: 38518962 DOI: 10.1016/j.jvs.2024.02.043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Revised: 02/22/2024] [Accepted: 02/24/2024] [Indexed: 03/24/2024]
Abstract
OBJECTIVE Patients undergoing vascular surgery procedures have poor long-term survival due to coexisting coronary artery disease (CAD), which is often asymptomatic, undiagnosed, and undertreated. We sought to determine whether preoperative diagnosis of asymptomatic (silent) coronary ischemia using coronary computed tomography (CT)-derived fractional flow reserve (FFRCT) together with postoperative ischemia-targeted coronary revascularization can reduce adverse cardiac events and improve long-term survival following major vascular surgery METHODS: In this observational cohort study of 522 patients with no known CAD undergoing elective carotid, peripheral, or aneurysm surgery we compared two groups of patients. Group I included 288 patients enrolled in a prospective Institutional Review Board-approved study of preoperative coronary CT angiography (CTA) and FFRCT testing to detect silent coronary ischemia with selective postoperative coronary revascularization in addition to best medical therapy (BMT) (FFRCT guided), and Group II included 234 matched controls with standard preoperative cardiac evaluation and postoperative BMT alone with no elective coronary revascularization (Usual Care). In the FFRCT group, lesion-specific coronary ischemia was defined as FFRCT ≤0.80 distal to a coronary stenosis, with severe ischemia defined as FFRCT ≤0.75. Results were available for patient management decisions. Endpoints included all-cause death, cardiovascular death, myocardial infarction (MI), and major adverse cardiovascular events (MACE [death, MI, or stroke]) during 5-year follow-up. RESULTS The two groups were similar in age, gender, and comorbidities. In FFRCT, 65% of patients had asymptomatic lesion-specific coronary ischemia, with severe ischemia in 52%, multivessel ischemia in 36% and left main ischemia in 8%. The status of coronary ischemia was unknown in Usual Care. Vascular surgery was performed as planned in both cohorts with no difference in 30-day mortality. In FFRCT, elective ischemia-targeted coronary revascularization was performed in 103 patients 1 to 3 months following surgery. Usual Care had no elective postoperative coronary revascularizations. At 5 years, compared with Usual Care, FFRCT guided had fewer all-cause deaths (16% vs 36%; hazard ratio [HR], 0.37; 95% confidence interval [CI], 0.22-0.60; P < .001), fewer cardiovascular deaths (4% vs 21%; HR, 0.11; 95% CI, 0.04-0.33; P < .001), fewer MIs (4% vs 24%; HR, 0.13; 95% CI, 0.05-0.33; P < .001), and fewer MACE (20% vs 47%; HR, 0.36; 95% CI, 0.23-0.56; P < .001). Five-year survival was 84% in FFRCT compared with 64% in Usual Care (P < .001). CONCLUSIONS Diagnosis of silent coronary ischemia with ischemia-targeted coronary revascularization in addition to BMT following major vascular surgery was associated with fewer adverse cardiovascular events and improved 5-year survival compared with patients treated with BMT alone as per current guidelines.
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Affiliation(s)
- Dainis K Krievins
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia.
| | - Edgars Zellans
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Gustavs Latkovskis
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Indulis Kumsars
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | | | - Sanda Jegere
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Andrejs Erglis
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Aigars Lacis
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia
| | | | - Peteris Stradins
- Department of Vascular Surgery, Pauls Stradins Clinical University Hospital, Riga, Latvia; Riga Stradins University, Riga, Latvia
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3
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Latkovskis G, Krievins D, Zellans E, Kumsars I, Krievina A, Angena A, Jegere S, Erglis A, Lacis A, Zarins C. Ischemia-Guided Coronary Revascularization Following Lower-Extremity Revascularization Improves 5-Year Survival of Patients With Chronic Limb-Threatening Ischemia. J Endovasc Ther 2024:15266028241245909. [PMID: 38616613 DOI: 10.1177/15266028241245909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
PURPOSE To determine whether diagnosis of asymptomatic (silent) coronary ischemia using coronary computed tomography (CT)-derived fractional flow reserve (FFRCT) together with targeted coronary revascularization of ischemia-producing coronary lesions following lower-extremity revascularization can reduce adverse cardiac events and improve long-term survival of patients with chronic limb-threatening ischemia (CLTI). MATERIALS AND METHODS Prospective cohort study of CLTI patients with no cardiac history or symptoms undergoing elective lower-extremity revascularization. Patients with pre-operative coronary computed tomography angiography (CTA) and FFRCT evaluation with selective post-operative coronary revascularization (FFRCT group) were compared with patients with standard pre-operative evaluation and no post-operative coronary revascularization (control group). Lesion-specific coronary ischemia was defined as FFRCT≤0.80 distal to a coronary stenosis with FFRCT≤0.75 indicating severe ischemia. Endpoints included all-cause death, cardiac death, myocardial infarction (MI) and major adverse cardiovascular (CV) events (MACE=CV death, MI, stroke, or unplanned coronary revascularization) during 5 year follow-up. RESULTS In the FFRCT group (n=111), FFRCT analysis revealed asymptomatic (silent) coronary ischemia (FFRCT≤0.80) in 69% of patients, with severe ischemia (FFRCT≤0.75) in 58%, left main ischemia in 8%, and multivessel ischemia in 40% of patients. The status of coronary ischemia in the control group (n=120) was unknown. Following lower-extremity revascularization, 42% of patients in FFRCT had elective coronary revascularization with no elective revascularization in controls. Both groups received guideline-directed medical therapy. During 5 year follow-up, compared with control, the FFRCT group had fewer all-cause deaths (24% vs 47%, hazard ratio [HR]=0.43 [95% confidence interval [CI]=0.27-0.69], p<0.001), fewer cardiac deaths (5% vs 26%, HR=0.18 [95% CI=0.07-0.45], p<0.001), fewer MIs (7% vs 28%, HR=0.21 [95% CI=0.10-0.47], p<0.001), and fewer MACE events (14% vs 39%, HR=0.28 [95% CI=0.15-0.51], p<0.001). CONCLUSIONS Ischemia-guided coronary revascularization of CLTI patients with asymptomatic (silent) coronary ischemia following lower-extremity revascularization resulted in more than 2-fold reduction in all-cause death, cardiac death, MI, and MACE with improved 5 year survival compared with patients with standard cardiac evaluation and care (76% vs 53%, p<0.001). CLINICAL IMPACT Silent coronary ischemia in patients with chronic limb-threatening ischemia (CLTI) is common even in the absence of cardiac history or symptoms. FFRCT is a convenient tool to diagnose silent coronary ischemia perioperatively. Our data suggest that post-surgery elective FFRCT-guided coronary revascularization reduces adverse cardiac events and improves long-term survival in this very-high risk patient group. Randomized study is warranted to finally test this concept.
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Affiliation(s)
- Gustavs Latkovskis
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | - Dainis Krievins
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | - Edgars Zellans
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | - Indulis Kumsars
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | | | | | - Sanda Jegere
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | - Andrejs Erglis
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- University of Latvia, Riga, Latvia
| | - Aigars Lacis
- Pauls Stradins Clinical University Hospital, Riga, Latvia
- Riga Stradins University, Riga, Latvia
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Stanley GA, Scherer MD, Hajostek MM, Yammine H, Briggs CS, CrespoSoto HO, Nussbaum T, Arko FR. Utilization of coronary computed tomography angiography and computed tomography-derived fractional flow reserve in a critical limb-threatening ischemia cohort. J Vasc Surg Cases Innov Tech 2024; 10:101272. [PMID: 38435790 PMCID: PMC10907840 DOI: 10.1016/j.jvscit.2023.101272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 06/23/2023] [Indexed: 03/05/2024] Open
Abstract
Objective Patients with peripheral arterial disease (PAD) have a significant risk of myocardial infarction and death secondary to concomitant coronary artery disease (CAD). This is particularly true in patients with critical limb-threatening ischemia (CLTI) who exceed a 20% mortality rate at 6 months despite standard treatment with risk factor modification. Although systematic preoperative coronary testing is not recommended for patients with PAD without cardiac symptoms, the clinical manifestations of CAD are often muted in patients with CLTI due to poor mobility and activity intolerance. Thus, the true incidence and impact of "silent" CAD in a CLTI cohort is unknown. This study aims to determine the prevalence of ischemia-producing coronary artery stenosis in a CLTI cohort using coronary computed tomography angiography (cCTA) and computed tomography (CT)-derived fractional flow reserve (FFRCT), a noninvasive imaging modality that has shown significant correlation to cardiac catheterization in the detection of clinically relevant coronary ischemia. Methods Patients presenting with newly diagnosed CLTI at our institution from May 2020 to April 2021 were screened for underlying CAD. Included subjects had no known history of CAD, no cardiac symptoms, and no anginal equivalent complaints at presentation. Patients underwent cCTA and FFRCT evaluation and were classified by the anatomic location and severity of CAD. Significant coronary ischemia was defined as FFRCT ≤0.80 distal to a >30% coronary stenosis, and severe coronary ischemia was documented at FFRCT ≤0.75, consistent with established guidelines. Results A total of 170 patients with CLTI were screened; 65 patients (38.2%) had no coronary symptoms and met all inclusion/exclusion criteria. Twenty-four patients (31.2%) completed cCTA and FFRCT evaluation. Forty-one patients have yet to complete testing secondary to socioeconomic factors (insurance denial, transportation inaccessibility, testing availability, etc). The mean age of included subjects was 65.4 ± 7.0 years, and 15 (62.5%) were male. Patients presented with ischemic rest pain (n = 7; 29.1%), minor tissue loss (n = 14; 58.3%) or major tissue loss (n = 3; 12.5%). Significant (≥50%) coronary artery stenosis was noted on cCTA in 19 of 24 patients (79%). Significant left main coronary artery stenosis was identified in two patients (10%). When analyzed with FFRCT, 17 patients (71%) had hemodynamically significant coronary ischemia (FFRCT ≤0.8), and 54% (n = 13) had lesion-specific severe coronary ischemia (FFRCT ≤0.75). The mean FFRCT in patients with coronary ischemia was 0.70 ± 0.07. Multi-vessel disease pattern was present in 53% (n = 9) of patients with significant coronary stenosis. Conclusions The use of cCTA-derived fractional flow reserve demonstrates a significant percentage of patients with CLTI have silent (asymptomatic) coronary ischemia. More than one-half of these patients have lesion-specific severe ischemia, which may be associated with increased mortality when treated solely with risk factor modification. cCTA and FFRCT diagnosis of significant coronary ischemia has the potential to improve cardiac care, perioperative morbidity, and long-term survival curves of patients with CLTI. Systemic improvements in access to care will be needed to allow for broad application of these imaging assessments should they prove universally valuable. Additional study is required to determine the benefit of selective coronary revascularization in patients with CLTI.
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Affiliation(s)
| | | | | | - Halim Yammine
- Sanger Heart & Vascular Institute, Atrium Health, Charlotte, NC
| | | | | | - Tzvi Nussbaum
- Sanger Heart & Vascular Institute, Atrium Health, Charlotte, NC
| | - Frank R. Arko
- Sanger Heart & Vascular Institute, Atrium Health, Charlotte, NC
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5
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Safian RD. Computed Tomography-Derived Physiology Assessment: State-of-the-Art Review. Cardiol Clin 2024; 42:101-123. [PMID: 37949532 DOI: 10.1016/j.ccl.2023.07.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2023]
Abstract
Coronary computed tomography angiography (CCTA) and CCTA-derived fractional flow reserve (FFRCT) are the best non-invasive techniques to assess coronary artery disease (CAD) and myocardial ischemia. Advances in these technologies allow a paradigm shift to the use of CCTA and FFRCT for advanced plaque characterization and planning myocardial revascularization.
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Affiliation(s)
- Robert D Safian
- The Lucia Zurkowski Endowed Chair, Center for Innovation & Research in Cardiovascular Diseases (CIRC), Department of Cardiovascular Medicine, Oakland University, William Beaumont School of Medicine, William Beaumont University Hospital, Royal Oak, MI 48073, USA.
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6
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Morgan H, Ezad SM, Rahman H, De Silva K, Partridge JSL, Perera D. Assessment and Management of Ischaemic Heart Disease in Non-Cardiac Surgery. Heart Int 2023; 17:19-26. [PMID: 38419719 PMCID: PMC10898586 DOI: 10.17925/hi.2023.17.2.19] [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: 10/02/2023] [Accepted: 10/18/2023] [Indexed: 03/02/2024] Open
Abstract
In the setting of non-cardiac surgery, cardiac complications contribute to over a third of perioperative deaths. With over 230 million major surgeries performed annually, and an increasing prevalence of cardiovascular risk factors and ischaemic heart disease, the incidence of perioperative myocardial infarction is also rising. The recent European Society of Cardiology guidelines on cardiovascular risk in noncardiac surgery elevated practices aiming to identify those at most risk, including biomarker monitoring and stress testing. However the current evidence base on if, and how, the risk of cardiac events can be modified is lacking. This review focuses on patient, surgical and cardiac risk assessment, as well as exploring the data on perioperative revascularization and other risk-reduction strategies.
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Affiliation(s)
- Holly Morgan
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
| | - Saad M Ezad
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
| | - Haseeb Rahman
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
| | - Kalpa De Silva
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
| | - Judith S L Partridge
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
- Guy’s and St Thomas’ NHS Foundation Trust, London, UK
| | - Divaka Perera
- British Heart Foundation Centre of Research Excellence at the School of Cardiovascular and Metabolic Medicine and Sciences, King's College, London, UK
- Guy’s and St Thomas’ NHS Foundation Trust, London, UK
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7
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Binu AJ, Kapoor N, Bhattacharya S, Kishor K, Kalra S. Sarcopenic Obesity as a Risk Factor for Cardiovascular Disease: An Underrecognized Clinical Entity. Heart Int 2023; 17:6-11. [PMID: 38419720 PMCID: PMC10897945 DOI: 10.17925/hi.2023.17.2.6] [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: 06/16/2023] [Accepted: 09/15/2023] [Indexed: 03/02/2024] Open
Abstract
Sarcopenic obesity (SO) is a chronic condition and an emerging health challenge, in view of the growing elderly population and the obesity epidemic. Due to a lack of awareness among treating doctors and the non-specific nauture of the associated symptoms, SO remains grossly underdiagnosed. There is no consensus yet on a standard definition or diagnostic criteria for SO, which limits the estimation of the global prevalence of this condition. It has been linked to numerous metabolic derangements, cardiovascular disease (CVD) and mortality. The treatment of SO is multimodal and requires expertise across multiple specialties. While dietary modifications and exercise regimens have shown a potential therapeutic benefit, there is currently no proven pharmacological management for SO. However, numerous drugs and the role of bariatric surgery are still under trial, and have great scope for further research. This article covers the available literature regarding the definition, diagnostic criteria, and prevalence of SO, with available evidence linking it to CVD, metabolic disease and mortality, and an overview of current directives on management.
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Affiliation(s)
- Aditya John Binu
- Department of Cardiology, Christian Medical College, Vellore, India
| | - Nitin Kapoor
- Department of Endocrinology, Diabetes and Metabolism, Christian Medical College, Vellore, India
- Non-communicable Disease Unit, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
| | | | - Kamal Kishor
- Department of Cardiology, Rama Hospital, Karnal, India
| | - Sanjay Kalra
- Department of Endocrinology, Bharti Hospital, Karnal, India
- University Center for Research & Development, Chandigarh University, Mohali, India
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Morgan B, Murali AR, Preston G, Sima YA, Marcelo Chamorro LA, Bourantas C, Torii R, Mathur A, Baumbach A, Jacob MC, Karabasov S, Krams R. A physics-based machine learning technique rapidly reconstructs the wall-shear stress and pressure fields in coronary arteries. Front Cardiovasc Med 2023; 10:1221541. [PMID: 37840962 PMCID: PMC10570504 DOI: 10.3389/fcvm.2023.1221541] [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: 05/12/2023] [Accepted: 09/11/2023] [Indexed: 10/17/2023] Open
Abstract
With the global rise of cardiovascular disease including atherosclerosis, there is a high demand for accurate diagnostic tools that can be used during a short consultation. In view of pathology, abnormal blood flow patterns have been demonstrated to be strong predictors of atherosclerotic lesion incidence, location, progression, and rupture. Prediction of patient-specific blood flow patterns can hence enable fast clinical diagnosis. However, the current state of art for the technique is by employing 3D-imaging-based Computational Fluid Dynamics (CFD). The high computational cost renders these methods impractical. In this work, we present a novel method to expedite the reconstruction of 3D pressure and shear stress fields using a combination of a reduced-order CFD modelling technique together with non-linear regression tools from the Machine Learning (ML) paradigm. Specifically, we develop a proof-of-concept automated pipeline that uses randomised perturbations of an atherosclerotic pig coronary artery to produce a large dataset of unique mesh geometries with variable blood flow. A total of 1,407 geometries were generated from seven reference arteries and were used to simulate blood flow using the CFD solver Abaqus. This CFD dataset was then post-processed using the mesh-domain common-base Proper Orthogonal Decomposition (cPOD) method to obtain Eigen functions and principal coefficients, the latter of which is a product of the individual mesh flow solutions with the POD Eigenvectors. Being a data-reduction method, the POD enables the data to be represented using only the ten most significant modes, which captures cumulatively greater than 95% of variance of flow features due to mesh variations. Next, the node coordinate data of the meshes were embedded in a two-dimensional coordinate system using the t-distributed Stochastic Neighbor Embedding (t -SNE) algorithm. The reduced dataset for t -SNE coordinates and corresponding vector of POD coefficients were then used to train a Random Forest Regressor (RFR) model. The same methodology was applied to both the volumetric pressure solution and the wall shear stress. The predicted pattern of blood pressure, and shear stress in unseen arterial geometries were compared with the ground truth CFD solutions on "unseen" meshes. The new method was able to reliably reproduce the 3D coronary artery haemodynamics in less than 10 s.
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Affiliation(s)
- Benjamin Morgan
- Department of Science and Engineering, Queen Mary University of London, London, United Kingdom
| | - Amal Roy Murali
- Laboratoire de Mécanique des Fluides et d’Acoustique UMR5509, INSA Lyon, Ecole Centrale de Lyon, University of Lyon, Ecully, France
| | - George Preston
- Department of Science and Engineering, Queen Mary University of London, London, United Kingdom
| | - Yidnekachew Ayele Sima
- Department of Science and Engineering, Queen Mary University of London, London, United Kingdom
| | | | | | - Ryo Torii
- Department of Mechanical Engineering, University College London, London, United Kingdom
| | | | | | - Marc C. Jacob
- Laboratoire de Mécanique des Fluides et d’Acoustique UMR5509, INSA Lyon, Ecole Centrale de Lyon, University of Lyon, Ecully, France
| | - Sergey Karabasov
- Department of Science and Engineering, Queen Mary University of London, London, United Kingdom
| | - Rob Krams
- Department of Science and Engineering, Queen Mary University of London, London, United Kingdom
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9
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Zarins CK. Adding value to routine postoperative troponin testing of vascular surgery patients. J Vasc Surg 2023; 77:1224-1225. [PMID: 36948679 DOI: 10.1016/j.jvs.2022.12.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 12/14/2022] [Indexed: 03/24/2023]
Affiliation(s)
- Christopher K Zarins
- Division of Vascular Surgery, Department of Surgery, Stanford University School of Medicine, Stanford, CA
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10
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Safian RD. Computed Tomography-Derived Physiology Assessment: State-of-the-Art Review. Interv Cardiol Clin 2023; 12:95-117. [PMID: 36372465 DOI: 10.1016/j.iccl.2022.09.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Coronary computed tomography angiography (CCTA) and CCTA-derived fractional flow reserve (FFRCT) are the best non-invasive techniques to assess coronary artery disease (CAD) and myocardial ischemia. Advances in these technologies allow a paradigm shift to the use of CCTA and FFRCT for advanced plaque characterization and planning myocardial revascularization.
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Affiliation(s)
- Robert D Safian
- The Lucia Zurkowski Endowed Chair, Center for Innovation & Research in Cardiovascular Diseases (CIRC), Department of Cardiovascular Medicine, Oakland University, William Beaumont School of Medicine, William Beaumont University Hospital, Royal Oak, MI 48073, USA.
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11
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Halvorsen S, Mehilli J, Cassese S, Hall TS, Abdelhamid M, Barbato E, De Hert S, de Laval I, Geisler T, Hinterbuchner L, Ibanez B, Lenarczyk R, Mansmann UR, McGreavy P, Mueller C, Muneretto C, Niessner A, Potpara TS, Ristić A, Sade LE, Schirmer H, Schüpke S, Sillesen H, Skulstad H, Torracca L, Tutarel O, Van Der Meer P, Wojakowski W, Zacharowski K. 2022 ESC Guidelines on cardiovascular assessment and management of patients undergoing non-cardiac surgery. Eur Heart J 2022; 43:3826-3924. [PMID: 36017553 DOI: 10.1093/eurheartj/ehac270] [Citation(s) in RCA: 373] [Impact Index Per Article: 124.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
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12
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Krievins D, Zellans E, Latkovskis G, Babuskina I, Kumsars I, Jegere S, Zvaigzne L, Krievina AK, Erglis A, Zarins CK. Coronary Revascularization of Patients with Silent Coronary Ischemia May Reduce the Risk of Myocardial Infarction and Cardiovascular Death Following Carotid Endarterectomy. J Vasc Surg 2022; 76:750-759. [PMID: 35667605 DOI: 10.1016/j.jvs.2022.05.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2022] [Revised: 04/23/2022] [Accepted: 05/03/2022] [Indexed: 02/06/2023]
Abstract
BACKGROUND Major adverse cardiac events (MACE) are the primary cause of death following carotid endarterectomy (CEA). We sought to determine whether selective coronary revascularization of CEA patients with asymptomatic coronary ischemia can reduce the risk of MACE, myocardial infarction (MI) and cardiac death following endarterectomy compared to CEA patients receiving standard cardiac evaluation and care. METHODS Two groups of patients with no cardiac history or symptoms undergoing elective CEA were compared. Group I: patients enrolled in a prospective study of non-invasive pre-operative cardiac evaluation using coronary CT-derived fractional flow reserve (FFRCT) to detect asymptomatic (silent) coronary ischemia with selective post-operative coronary revascularization. Group II: matched Control patients with standard pre-operative cardiac evaluation and no post-operative coronary revascularization. Lesion-specific coronary ischemia in Group I was defined as FFRCT ≤0.80 distal to coronary stenosis with severe ischemia defined as FFRCT ≤0.75. Endpoints included MACE, cardiac death, MI, cardiovascular (CV) death, stroke and all-cause death through 3-year follow up. RESULTS Group I (n=100) and Group II (n=100) patients were similar in age (68 vs 67 years), gender (65% vs 62% male), co-morbidities and indications for CEA (53% vs 48% symptomatic carotid stenosis). In Group I FFRCT analysis revealed lesion-specific coronary ischemia in 57% of patients, severe coronary ischemia in 44%, left main ischemia in 7% and multivessel ischemia in 28%. The status of coronary ischemia in Group II was unknown. CEA was performed without complications in both groups and all patients received optimal post-operative medical therapy. In Group I, elective coronary revascularization was performed in 33 patients (27 PCI; 6 CABG) 1-3 months following CEA. Group II patients had no elective coronary revascularization. During 3-year follow-up, compared to Group II, Group I patients had fewer MACE (4% vs 17%, HR 0.21 [95% CI 0.07-0.63], P=.004), fewer cardiac deaths (2% vs 9%, HR 0.20 [95% CI 0.04-0.95], P=.030), fewer MIs (3% vs 17%, HR 0.16 [95% CI 0.05-0.54], P=.001) and fewer CV deaths (2% vs 12%, HR 0.16 [95% CI 0.004-0.07], P=0.009). There were no significant differences in the rates of stroke or all-cause death. CONCLUSIONS Pre-operative diagnosis of silent coronary ischemia with selective coronary revascularization following CEA may reduce the risk of MACE, cardiac death, MI and CV death during 3-year follow up compared to CEA patients receiving standard cardiac evaluation and care.
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Affiliation(s)
- Dainis Krievins
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia.
| | - Edgars Zellans
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
| | - Gustavs Latkovskis
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
| | | | - Indulis Kumsars
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
| | - Sanda Jegere
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
| | - Ligita Zvaigzne
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
| | | | - Andrejs Erglis
- Pauls Stradins Clinical University Hospital, Riga, Latvia; University of Latvia, Riga, Latvia
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Krievins D, Zellans E, Latkovskis G, Kumsars I, Jegere S, Rumba R, Bruvere M, Zarins CK. Diagnosis of silent coronary ischemia with selective coronary revascularization might improve 2-year survival of patients with critical limb-threatening ischemia. J Vasc Surg 2021; 74:1261-1271. [PMID: 33905868 DOI: 10.1016/j.jvs.2021.03.059] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 03/27/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND Patients with critical limb-threatening ischemia (CLTI) have had poor long-term survival after lower extremity revascularization owing to coexistent coronary artery disease. A new cardiac diagnostic test, coronary computed tomography-derived fractional flow reserve (FFRCT), can identify patients with ischemia-producing coronary stenosis who might benefit from coronary revascularization. We sought to determine whether the diagnosis of silent coronary ischemia before limb salvage surgery with selective postoperative coronary revascularization can reduce the incidence of adverse cardiac events and improve the survival of patients with CLTI compared with standard care. METHODS Patients with CLTI and no cardiac history or symptoms who had undergone preoperative testing to detect silent coronary ischemia with selective postoperative coronary revascularization (group I) were compared with patients with standard preoperative cardiac clearance and no elective postoperative coronary revascularization (group II). Both groups received guideline-directed medical care. Lesion-specific coronary ischemia in group I was defined as FFRCT of ≤0.80 distal to a stenosis, with severe ischemia defined as FFRCT of ≤0.75. The endpoints included all-cause death, cardiovascular (CV) death, myocardial infarction (MI), major adverse CV events (i.MACE; CV death, MI, unplanned coronary revascularization, stroke) through 2 years of follow-up. RESULTS Groups I (n = 111) and II (n = 120) were similar in age (66 ± 9 vs 66 ± 7 years), gender (78% vs 83% men), comorbidities, and surgery performed. In group I, unsuspected, silent coronary ischemia was found in 71 of 103 patients (69%), with severe ischemia in 58% and left main coronary ischemia in 8%. Elective postoperative coronary revascularization was performed in 47 of 71 patients with silent ischemia (66%). In group II, the status of silent coronary ischemia was unknown. The median follow-up was >2 years for both groups. The 2-year outcomes for groups I and II were as follows: all-cause death, 8.1% and 20.0% (hazard ratio [HR], 0.38; 95% confidence interval [CI], 0.18-0.84; P = .016); CV death, 4.5% and 13.3% (HR, 0.32; 95% CI, 0.11-0.88; P = .028); MI, 6.3% and 17.5% (HR, 0.33; 95% CI, 0.14-0.79; P = .012); and major adverse CV events, 10.8% and 23.3% (HR, 0.44; 95% CI, 0.22-0.88; P = .021), respectively. CONCLUSIONS The preoperative evaluation of patients with CLTI and no known coronary artery disease using coronary FFRCT revealed silent coronary ischemia in two of every three patients. Selective coronary revascularization of patients with silent coronary ischemia after recovery from limb salvage surgery resulted in fewer CV deaths and MIs and improved 2-year survival compared with patients with CLTI who had received standard cardiac evaluation and care. Prospective controlled studies are required to further define the role of FFRCT in the evaluation and treatment of patients with CLTI.
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Affiliation(s)
- Dainis Krievins
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia.
| | - Edgars Zellans
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Gustavs Latkovskis
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Indulis Kumsars
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Sanda Jegere
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Medicine, University of Latvia, Riga, Latvia
| | - Roberts Rumba
- Pauls Stradins Clinical University Hospital, Riga, Latvia; Faculty of Residency, Riga Stradins University, Riga, Latvia
| | - Madara Bruvere
- Faculty of Residency, Riga Stradins University, Riga, Latvia
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