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Peul RC, Kharbanda RK, Koning S, Kruiswijk MW, Tange FP, van den Hoven P, Vahrmeijer AL, Klautz RJ, Hamming JF, Hjortnaes J, van der Vorst JR. Intraoperative assessment of myocardial perfusion using near-infrared fluorescence and indocyanine green: A literature review. JTCVS Tech 2025; 30:81-93. [PMID: 40242100 PMCID: PMC11998401 DOI: 10.1016/j.xjtc.2025.01.015] [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: 11/04/2024] [Revised: 12/05/2024] [Accepted: 12/20/2024] [Indexed: 04/18/2025] Open
Abstract
Background Coronary artery bypass grafting (CABG) is among the most commonly performed major surgical procedures worldwide. While flow measurements help assess graft patency during surgery, there are limited tools available for surgeons to objectively evaluate myocardial perfusion after graft placement. Near-infrared fluorescence (NIRF) imaging shows promise in this area, offering real-time visualization of flow and perfusion without the need for radiation or nephrotoxic contrast agents. This review summarizes current knowledge of and developments in myocardial perfusion assessment via NIRF imaging, emphasizing the potential benefits of adding quantification to enhance this technique. Methods PubMed was searched for articles describing the use of NIRF imaging for myocardial perfusion assessment. Articles were subsequently analyzed based on study objectives, subjects, and quantification capabilities. Limitations, future directions, and comparisons with other techniques were examined to recognize patterns and describe the chronological developments in NIRF imaging for myocardial perfusion assessment. Results Twenty-eight articles were included, 11 of which explored quantification. Only 5 of these articles included patients. Aims and techniques varied significantly among studies. Compared to the abundance of qualitative assessments, quantified NIRF imaging in patients remains limited. Conclusions This literature review highlights that NIRF imaging has been broadly researched qualitatively, showing promise for guiding CABG surgery through visualization of graft flow. However, the critical step of incorporating quantification to accurately assess myocardial perfusion remains insufficiently explored. To optimize decision making during CABG surgery, future studies must focus on intraoperative application of quantified NIRF imaging in cardiovascular patients.
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Affiliation(s)
- Roderick C. Peul
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Rohit K. Kharbanda
- Department of Cardiothoracic Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Stefan Koning
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Mo W. Kruiswijk
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Floris P. Tange
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Pim van den Hoven
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Robert J.M. Klautz
- Department of Cardiothoracic Surgery, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiothoracic Surgery, Amsterdam University Medical Center, Amsterdam-Zuidoost, The Netherlands
| | - Jaap F. Hamming
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Jesper Hjortnaes
- Department of Cardiothoracic Surgery, Leiden University Medical Center, Leiden, The Netherlands
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Di Giammarco G, Cammertoni F, Testa N, Massetti M. Understanding Surgeons' Reluctance to Adopt Intraoperative Coronary Graft Verification Procedures: A Literature Review Combined to AI-Driven Insights Under Human Supervision. J Clin Med 2024; 13:6889. [PMID: 39598033 PMCID: PMC11595088 DOI: 10.3390/jcm13226889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Revised: 11/10/2024] [Accepted: 11/12/2024] [Indexed: 11/29/2024] Open
Abstract
Background: Intraoperative graft verification in coronary surgery is accepted worldwidand equally discussed. In spite of multiple sources of evidence published up to now in favor of clinical benefits following the use of the procedure, there is a persistent skepticism in adopting the available technologies. The object of the present review is to analyze the reluctance of surgeons toward the adoption of assessment methods. Materials and Method: A thorough literature review was carried out on Google Scholar based on the results obtained from AI's answer to the question about the reasons for that reluctance. We took advantage of using ChatGPT-4 since the research based on PubMed Central alone was not able to return a detailed response, maybe because the reasons for the reluctance are veiled in the text of the published papers. Through the items suggested by AI and taken from the literature, we deepened the research, pointing attention to the issues published so far about the various technologies. Results: There are many convincing pieces of evidence about the utility of intraoperative graft control in coronary surgery, involving improved clinical outcome, efficacy and safety, and social cost saving. The opinion that arose through this analysis is that, beyond the objective difficulties in utilizing some technologies and the equally objective limitations of an economic and organizational nature, the reluctance is the result of a real unwillingness based on the various implications that the discovery of the technical error entails. Conclusions: This negative attitude, in light of the convincing scientific and clinical evidence published up to now, appears to overwhelm the benefits for patients.
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Affiliation(s)
- Gabriele Di Giammarco
- Department of Neuroscience, Imaging and Clinical Science, School of Medicine and Health Science, Università “G.D’Annunzio” Chieti–Pescara, 66100 Chieti, Italy
- Faculty of Medicine and Surgery, Catholic University of Sacred Heart, 00168 Rome, Italy;
| | - Federico Cammertoni
- Department of Cardiovascular Sciences, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, 00168 Rome, Italy; (F.C.); (N.T.)
| | - Nicola Testa
- Department of Cardiovascular Sciences, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, 00168 Rome, Italy; (F.C.); (N.T.)
| | - Massimo Massetti
- Faculty of Medicine and Surgery, Catholic University of Sacred Heart, 00168 Rome, Italy;
- Department of Cardiovascular Sciences, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, 00168 Rome, Italy; (F.C.); (N.T.)
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Kozlov BN, Zatolokin VV, Mochula AV, Alisherov Y, Panfilov DS, Kamenshchikov NO, Kim EB. Intraoperative Prediction of Coronary Graft Failure Based on Transit Time Flow Measurement: A PRELIMINARY STUDY. Diagnostics (Basel) 2024; 14:1903. [PMID: 39272686 PMCID: PMC11394108 DOI: 10.3390/diagnostics14171903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 08/20/2024] [Accepted: 08/28/2024] [Indexed: 09/15/2024] Open
Abstract
Myocardial revascularization has been known to not affect the prognosis in some patients. Coronary artery bypass graft (CABG) failure may develop one year after CABG surgery. This is accompanied by a high risk of developing myocardial infarction after complete myocardial revascularization in obstructive coronary artery disease (CAD) due to microvascular dysfunction. The study of microvascular dysfunction using intraoperative stress tests with adenosine triphosphate (ATP) allows for the assessment of the coronary bypass flow reserve (CBFR) and the risk of graft failure one year after surgery. The study included 79 CAD patients (238 grafts) who underwent dynamic single-photon emission computed tomography (SPECT) before CABG and dynamic transit time flow measurement (TTFM) during CABG at rest and at stress. The CBFR was calculated by the ratio of the mean graft flow (MGF) at stress to the MGF at rest. A multivariate regression model showed that the MGF at rest (p = 0.043), the MGF at stress (p = 0.026) and the CBFR (p = 0.0001) were significant independent predictors of graft failure. As a result of ROC analysis, the threshold CBFR < 1.67 units correlated with graft failure more closely (sensitivity 82%, specificity 90%) The CBFR is a significant independent predictor of graft failure for up to 16 months.
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Affiliation(s)
- Boris N Kozlov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Vasily V Zatolokin
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Andrew V Mochula
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Yusufjon Alisherov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Dmitri S Panfilov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Nikolay O Kamenshchikov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
| | - Elena B Kim
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 111a Kievskaya St., Tomsk 634012, Russia
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Kandukuri J, Jain A, Karmarkar P, Gadagkar H, Aberman H, Wang Q, Rege A. Realtime assessment of vascular occlusion and reperfusion in animal models of intraoperative imaging - a pilot study. Innov Surg Sci 2024; 9:25-35. [PMID: 38826630 PMCID: PMC11138401 DOI: 10.1515/iss-2023-0003] [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: 01/19/2023] [Accepted: 10/04/2023] [Indexed: 06/05/2024] Open
Abstract
Objectives Intraoperative monitoring of blood flow (BF) remains vital to guiding surgical decisions. Here, we report the use of SurgeON™ Blood Flow Monitor (BFM), a prototype system that attaches to surgical microscopes and implements laser speckle contrast imaging (LSCI) to noninvasively obtain and present vascular BF information in real-time within the microscope's eyepiece. Methods The ability of SurgeON BFM to monitor BF status during reversible vascular occlusion procedures was investigated in two large animal models: occlusion of saphenous veins in six NZW rabbit hindlimbs and clipping of middle cerebral artery (MCA) branches in four Dorset sheep brain hemispheres. SurgeON BFM acquired, presented, and stored LSCI-based blood flow velocity index (BFVi) data and performed indocyanine green video angiography (ICG-VA) for corroboration. Results Stored BFVi data were analyzed for each phase: pre-occlusion (baseline), with the vessel occluded (occlusion), and after reversal of occlusion (re-perfusion). In saphenous veins, BFVi relative to baseline reduced to 5.2±3.7 % during occlusion and returned to 102.9±14.9 % during re-perfusion. Unlike ICG-VA, SurgeON BFM was able to monitor reduced BFVi and characterize re-perfusion robustly during five serial occlusion procedures conducted 2-5 min apart on the same vessel. Across four sheep MCA vessels, BFVi reduced to 18.6±7.7 % and returned to 120.1±27.8 % of baseline during occlusion and re-perfusion phases, respectively. Conclusions SurgeON BFM can noninvasively monitor vascular occlusion status and provide intuitive visualization of BF information in real-time to an operating surgeon. This technology may find application in vascular, plastic, and neurovascular surgery.
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Affiliation(s)
| | - Aseem Jain
- Vasoptic Medical, Inc., Columbia, MD, USA
| | | | | | | | - Qihong Wang
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD, USA
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Takahashi K, Morota T, Ishii Y. A novel transit-time flow metric, diastolic resistance index, detects subcritical anastomotic stenosis in coronary artery bypass grafting. JTCVS Tech 2022; 17:94-103. [PMID: 36820345 PMCID: PMC9938392 DOI: 10.1016/j.xjtc.2022.11.013] [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: 07/12/2022] [Revised: 11/01/2022] [Accepted: 11/14/2022] [Indexed: 12/15/2022] Open
Abstract
Objective Transit time flow measurement (TTFM) can detect critical anastomotic stenosis during coronary artery bypass grafting. However, the identification of subcritical stenosis remains challenging. We hypothesized that diastolic resistance index (DRI), a novel TTFM metric, is more effective in evaluating subcritical stenosis than the currently available TTFM metrics. DRI is used to measure changes in the diastolic versus systolic resistance of distal anastomosis. Methods A total of 123 coronary bypass anastomoses in 35 patients were prospectively analyzed. During coronary artery bypass grafting, the mean graft flow (Qmean), pulsatility index, and diastolic filling were obtained. DRI was calculated using the intraoperative recordings of TTFM and arterial pressure. Postoperatively, stenosis of anastomoses was categorized into successful (<50%), subcritical (50%-74%), and critical (≥75%) via multidetector computed tomography scan. Results In total, 93 (76%), 13 (10%), and 17 (14%) anastomoses were graded as successful, subcritical, and critical, respectively. DRI and diastolic filling could distinguish subcritical from successful anastomoses (P < .01 and < .01, respectively), whereas Qmean and pulsatility index could not (P = .12 and .39, respectively). The receiver operating characteristic curves were established to evaluate the diagnostic ability for detecting ≥50% stenosis. In left anterior descending artery grafting (n = 55), DRI had the highest area under the curve (0.91), followed by diastolic filling (0.87), Qmean (0.74), and pulsatility index (0.65). Conclusions DRI and diastolic filling had a reliable diagnostic ability for detecting ≥50% stenosis during coronary artery bypass grafting. In left anterior descending artery grafting, DRI had a more satisfactory detection capability than other TTFM metrics.
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Key Words
- AUC, area under the curve
- CABG, coronary artery bypass grafting
- CCT, coronary computed tomography
- DF, diastolic filling
- DRI, diastolic resistance index
- FFR, fractional flow reserve
- ITA, internal thoracic artery
- LAD, left anterior descending artery
- LCx, left circumflex artery
- PBS, posterior balanced sensitivity
- PI, pulsatility index
- Qmean, mean graft flow
- RCA, right coronary artery
- ROC, receiver operator characteristic
- SVG, saphenous vein graft
- TTFM, transit-time flow measurement
- anastomotic stenosis
- coronary artery bypass grafting
- intraoperative graft evaluation
- transit-time flow measurement
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Affiliation(s)
- Kenichiro Takahashi
- Address for reprints: Kenichiro Takahashi, MD, PhD, Department of Cardiovascular Surgery, Nippon Medical School, 1-1-5 Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan.
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OUP accepted manuscript. Interact Cardiovasc Thorac Surg 2022; 35:6541648. [DOI: 10.1093/icvts/ivac065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 01/31/2022] [Accepted: 02/19/2022] [Indexed: 11/12/2022] Open
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Gaudino M, Sandner S, Di Giammarco G, Di Franco A, Arai H, Asai T, Bakaeen F, Doenst T, Fremes SE, Glineur D, Kieser TM, Lawton JS, Lorusso R, Patel N, Puskas JD, Tatoulis J, Taggart DP, Vallely M, Ruel M. The Use of Intraoperative Transit Time Flow Measurement for Coronary Artery Bypass Surgery: Systematic Review of the Evidence and Expert Opinion Statements. Circulation 2021; 144:1160-1171. [PMID: 34606302 DOI: 10.1161/circulationaha.121.054311] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Transit time flow measurement (TTFM) allows quality control in coronary artery bypass grafting but remains largely underused, probably because of limited information and the lack of standardization. We performed a systematic review of the evidence on TTFM and other methods for quality control in coronary artery bypass grafting following PRISMA standards and elaborated expert recommendations by using a structured process. A panel of 19 experts took part in the consensus process using a 3-step modified Delphi method that consisted of 2 rounds of electronic voting and a final face-to-face virtual meeting. Eighty percent agreement was required for acceptance of the statements. A 2-level scale (strong, moderate) was used to grade the statements based on the perceived likelihood of a clinical benefit. The existing evidence supports an association between TTFM readings and graft patency and postoperative clinical outcomes, although there is high methodological heterogeneity among the published series. The evidence is more robust for arterial, rather than venous, grafts and for grafts to the left anterior descending artery. Although TTFM use increases the duration and the cost of surgery, there are no data to quantify this effect. Based on the systematic review, 10 expert statements for TTFM use in clinical practice were formulated. Six were approved at the first round of voting, 3 at the second round, and 1 at the virtual meeting. In conclusion, although TTFM use may increase the costs and duration of the procedure and requires a learning curve, its cost/benefit ratio seems largely favorable, in view of the potential clinical consequences of graft dysfunction. These consensus statements will help to standardize the use of TTFM in clinical practice and provide guidance in clinical decision-making.
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Affiliation(s)
- Mario Gaudino
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, New York (M.G., A.D.F.)
| | - Sigrid Sandner
- Division of Cardiac Surgery, Department of Surgery, Medical University of Vienna, Austria (S.S.)
| | | | - Antonino Di Franco
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, New York (M.G., A.D.F.)
| | - Hirokuni Arai
- The Department of Cardiovascular Surgery, Tokyo Medical and Dental University Graduate School of Medical and Dental Sciences, Japan (H.A.)
| | - Tohru Asai
- Department of Cardiovascular Surgery, Juntendo University, Tokyo, Japan (T.A.)
| | - Faisal Bakaeen
- Department of Thoracic and Cardiovascular Surgery, Heart, Vascular and Thoracic Institute, Cleveland Clinic, OH (F.B.)
| | - Torsten Doenst
- Department of Cardiothoracic Surgery, Friedrich-Schiller-University Jena, University Hospital, Germany (T.D.)
| | - Stephen E Fremes
- Division of Cardiac Surgery, Schulich Heart Centre, and Department of Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Ontario, Canada (S.E.F.)
| | - David Glineur
- Division of Cardiac Surgery (D.G.), University of Ottawa Heart Institute, Ontario, Canada
| | - Teresa M Kieser
- Department of Cardiac Sciences, Libin Cardiovascular Institute, University of Calgary, Canada (T.M.K.)
| | - Jennifer S Lawton
- Division of Cardiac Surgery, Department of Surgery, Johns Hopkins University, Baltimore, MD (J.S.L.)
| | - Roberto Lorusso
- Department of Cardio-Thoracic Surgery, CARIM School for Cardiovascular Diseases, Heart and Vascular Centre, Maastricht University Medical Centre, The Netherlands (R.L.)
| | - Nirav Patel
- Department of Cardiovascular and Thoracic Surgery, Lenox Hill Hospital/Northwell Health, New York (N.P.)
| | - John D Puskas
- Department of Cardiovascular Surgery, Mount Sinai Morningside Hospital, New York (J.D.P.)
| | - James Tatoulis
- Royal Melbourne Hospital, University of Melbourne, Victoria, Australia (J.T.)
| | - David P Taggart
- Nuffield Department of Surgical Sciences, University of Oxford, John Radcliffe Hospital, United Kingdom (D.P.T.)
| | - Michael Vallely
- Division of Cardiac Surgery, The Ohio State University Wexner Medical Center, Columbus (M.V.)
| | - Marc Ruel
- Division of Cardiac Surgery (M.R.), University of Ottawa Heart Institute, Ontario, Canada
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Sandner S, Salerno T, Gaudino MFL. Transit time flow measurement in coronary artery bypass grafting: For every patient and every surgeon. J Card Surg 2021; 36:4456-4459. [PMID: 34519104 DOI: 10.1111/jocs.15994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 09/05/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Sigrid Sandner
- Department of Cardiac Surgery, Medical University of Vienna, Vienna, Austria
| | - Tomas Salerno
- Division of Cardiothoracic Surgery, Jackson Memorial Hospital, University of Miami, Miami, Florida, USA
| | - Mario F L Gaudino
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, New York, USA
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Jia Y, Xu H, Su P, Gao J, Gu S, Liu Y, An X, Yan J, Zhang X. Predictive value of graft patency and major adverse cardiac and cerebrovascular events (MACCEs) in coronary artery bypass grafting (CABG) based on Fourier transform (FFT). J Thorac Dis 2021; 13:2705-2715. [PMID: 34164163 PMCID: PMC8182493 DOI: 10.21037/jtd-21-178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 03/14/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND Transit time flow measurement (TTFM) is widely used in coronary artery bypass grafting (CABG); however, its predictive value is unclear. We aimed to identify new factors to evaluate graft quality using fast Fourier transform (FFT). METHODS Intraoperative and postoperative 2-year follow-up data of 114 patients undergoing CABG from January 2017 to December 2018 were collected. The TTFM waveform was transformed by FFT. Mean graft flow (MGF), pulse index, the amplitude of the main wave in FFT (H0), the amplitude of the first harmonic (H1), H0/H1, and the frequency of the first harmonic (P) were analyzed as predictors using logistic regression and receiver operating characteristic (ROC) curves. RESULTS The overall graft patency rate was 80.3%, and the incidence of major adverse cardiac and cerebrovascular events (MACCEs) was 14.9%. The results demonstrate that compared with the graft failure group, MGF, H0, and H1 were higher, but H1 and P were lower in the patent group. With univariate and multivariate logistic regression analyses, the decrease in H0 and H1 and the increase in P were independent risk factors for graft failure, while the decrease in MGF and the increase in H0/H1 were only statistically significant with a univariate analysis. In the cardiovascular events group, the increase in P was an independent risk factor. With a ROC curve analysis, MGF, H0, H1, H0/H1, and P predicted graft failure, while only P predicted cardiovascular events. None of the indicators showed predictive value for MACCEs. CONCLUSIONS TTFM waveforms after FFT can be used to evaluate graft quality and cardiovascular events, but have no predictive value for MACCEs.
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Affiliation(s)
- Yanxiong Jia
- Capital Medical University, Beijing, China
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Hongyi Xu
- Beijing Institute of Electronic System Engineering, Beijing, China
| | - Pixiong Su
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Jie Gao
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Song Gu
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Yan Liu
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Xiangguang An
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Jun Yan
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
| | - Xitao Zhang
- Department of Cardiovascular Surgery, Beijing Chao-yang Hospital, Capital Medical University, Beijing, China
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Li G, Wang H, Zhang M, Tupin S, Qiao A, Liu Y, Ohta M, Anzai H. Prediction of 3D Cardiovascular hemodynamics before and after coronary artery bypass surgery via deep learning. Commun Biol 2021; 4:99. [PMID: 33483602 PMCID: PMC7822810 DOI: 10.1038/s42003-020-01638-1] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 12/24/2020] [Indexed: 01/30/2023] Open
Abstract
The clinical treatment planning of coronary heart disease requires hemodynamic parameters to provide proper guidance. Computational fluid dynamics (CFD) is gradually used in the simulation of cardiovascular hemodynamics. However, for the patient-specific model, the complex operation and high computational cost of CFD hinder its clinical application. To deal with these problems, we develop cardiovascular hemodynamic point datasets and a dual sampling channel deep learning network, which can analyze and reproduce the relationship between the cardiovascular geometry and internal hemodynamics. The statistical analysis shows that the hemodynamic prediction results of deep learning are in agreement with the conventional CFD method, but the calculation time is reduced 600-fold. In terms of over 2 million nodes, prediction accuracy of around 90%, computational efficiency to predict cardiovascular hemodynamics within 1 second, and universality for evaluating complex arterial system, our deep learning method can meet the needs of most situations.
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Affiliation(s)
- Gaoyang Li
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan
| | - Haoran Wang
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan ,grid.69566.3a0000 0001 2248 6943Graduate School of Biomedical Engineering, Tohoku University, 6-6 Aramaki-aza-aoba, Aoba-ku, Sendai, Miyagi 980-8579 Japan
| | - Mingzi Zhang
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan
| | - Simon Tupin
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan
| | - Aike Qiao
- grid.28703.3e0000 0000 9040 3743College of Life Science and Bioengineering, Beijing University of Technology, No.100, Pingleyuan, Chaoyang District, Beijing, 100022 China
| | - Youjun Liu
- grid.28703.3e0000 0000 9040 3743College of Life Science and Bioengineering, Beijing University of Technology, No.100, Pingleyuan, Chaoyang District, Beijing, 100022 China
| | - Makoto Ohta
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan ,grid.69566.3a0000 0001 2248 6943Graduate School of Biomedical Engineering, Tohoku University, 6-6 Aramaki-aza-aoba, Aoba-ku, Sendai, Miyagi 980-8579 Japan ,ELyTMaX UMI 3757, CNRS–Université de Lyon–Tohoku University, Sendai, Miyagi 980-8579 Japan
| | - Hitomi Anzai
- grid.69566.3a0000 0001 2248 6943Institute of Fluid Science, Tohoku University, 2-1-1, Katahira, Aoba-ku, Sendai, Miyagi 980-8577 Japan
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van Limmen J, Wyffels P, Berrevoet F, Vanlander A, Coeman L, Wouters P, De Hert S, De Baerdemaeker L. Effects of propofol and sevoflurane on hepatic blood flow: a randomized controlled trial. BMC Anesthesiol 2020; 20:241. [PMID: 32962657 PMCID: PMC7507611 DOI: 10.1186/s12871-020-01150-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 09/07/2020] [Indexed: 11/05/2023] Open
Abstract
BACKGROUND Maintaining adequate perioperative hepatic blood flow (HBF) supply is essential for preservation of postoperative normal liver function. Propofol and sevoflurane affect arterial and portal HBF. Previous studies have suggested that propofol increases total HBF, primarily by increasing portal HBF, while sevoflurane has only minimal effect on total HBF. Primary objective was to compare the effect of propofol (group P) and sevoflurane (group S) on arterial, portal and total HBF and on the caval and portal vein pressure during major abdominal surgery. The study was performed in patients undergoing pancreaticoduodenectomy because - in contrast to hepatic surgical procedures - this is a standardized surgical procedure without potential anticipated severe hemodynamic disturbances, and it allows direct access to the hepatic blood vessels. METHODS Patients were randomized according to the type of anesthetic drug used. For both groups, Bispectral Index (BIS) monitoring was used to monitor depth of anesthesia. All patients received goal-directed hemodynamic therapy (GDHT) guided by the transpulmonary thermodilution technique. Hemodynamic data were measured, recorded and guided by Pulsioflex™. Arterial, portal and total HBF were measured directly, using ultrasound transit time flow measurements (TTFM) and were related to hemodynamic variables. RESULTS Eighteen patients were included. There was no significant difference between groups in arterial, portal and total HBF. As a result of the GDHT, pre-set hemodynamic targets were obtained in both groups, but MAP was significantly lower in group S (p = 0.01). In order to obtain these pre-set hemodynamic targets, group S necessitated a significantly higher need for vasopressor support (p < 0.01). CONCLUSION Hepatic blood flow was similar under a propofol-based and a sevoflurane-based anesthetic regimen. Related to the application of GDHT, pre-set hemodynamic goals were maintained in both groups, but sevoflurane-anaesthetized patients had a significantly higher need for vasopressor support. TRIAL REGISTRATION Study protocol number is AGO/2017/002 - EC/2017/0164. EudraCT number is 2017-000071-90. Clin.trail.gov, NCT03772106 , Registered 4/12/2018, retrospective registered.
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Affiliation(s)
- Jurgen van Limmen
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium.
| | - Piet Wyffels
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Frederik Berrevoet
- Department of General and Hepatic-pancreatico-biliary Surgery and Liver transplantation, Ghent University Hospital, Corneel Heymanslaan 10, Ghent, 9000, Belgium
| | - Aude Vanlander
- Department of General and Hepatic-pancreatico-biliary Surgery and Liver transplantation, Ghent University Hospital, Corneel Heymanslaan 10, Ghent, 9000, Belgium
| | - Laurent Coeman
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Patrick Wouters
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Stefan De Hert
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Luc De Baerdemaeker
- Department of Anaesthesiology and Perioperative Medicine, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
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Mao B, Feng Y, Wang W, Li B, Zhao Z, Zhang X, Jin C, Wu D, Liu Y. The influence of hemodynamics on graft patency prediction model based on support vector machine. J Biomech 2019; 98:109426. [PMID: 31677778 DOI: 10.1016/j.jbiomech.2019.109426] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 10/10/2019] [Accepted: 10/13/2019] [Indexed: 01/23/2023]
Abstract
In the existing patency prediction model of coronary artery bypass grafting (CABG), the characteristics are based on graft flow, but no researchers selected hemodynamic factors as the characteristics. The purpose of this paper is to study whether the introduction of hemodynamic factors will affect the performance of the prediction model. Transit time flow-meter (TTFM) waveforms and 1-year postoperative patency results were obtained from 50 internal mammary arterial grafts (LIMA) and 82 saphenous venous grafts (SVG) in 60 patients. Taking TTFM waveforms as the boundary conditions, the CABG ideal models were constructed to obtain hemodynamic factors in grafts. Based on clinical characteristics and combination of clinical and hemodynamic characteristics, patency prediction models based on support vector machine (SVM) were constructed respectively. For LIMA, after the introduction of hemodynamic factors, the accuracy, sensitivity and specificity of the prediction model increased from 70.35%, 50% and 74.17% to 78.02%, 70% and 78.89%, respectively. For SVG, the accuracy, sensitivity and specificity of the prediction model increased from 63.24%, 40% and 76.91% to 74.41%, 60.1% and 82.73%, respectively. The performance of the prediction model can be improved by introducing hemodynamic factors into the characteristics of the model. The accuracy, sensitivity and specificity of the prediction results are higher with the addition of hemodynamic characteristics.
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Affiliation(s)
- Boyan Mao
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Yue Feng
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Wenxin Wang
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China; Neusoft Medical System, Neusoft Beijing R&D Center, Zhongguancun Software Park 10, Xibeiwang East Road, Haidian District, Beijing 100194, China
| | - Bao Li
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Zhou Zhao
- Cardiac Surgery Department, PeKing University People's Hospital, 11th South Ave. Xizhimen, Beijing, China
| | - Xiaoyan Zhang
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Chunbo Jin
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Dandan Wu
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
| | - Youjun Liu
- College of Life Science and Bio-Engineering, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China.
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13
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Brereton RJL. Transit time flow measurement in composite arterial revascularisation. Ann Cardiothorac Surg 2018; 7:710-715. [PMID: 30505760 DOI: 10.21037/acs.2018.09.03] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- R John L Brereton
- Cardiothoracic Surgical Unit, Royal North Shore Hospital, Sydney, Australia
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