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Malkasian S, Hubbard L, Abbona P, Dertli B, Kwon J, Molloi S. Vessel-specific coronary perfusion territories using a CT angiogram with a minimum cost path technique and its direct comparison to the American Heart Association 17-segment model. Eur Radiol 2020; 30:3334-3345. [PMID: 32072257 DOI: 10.1007/s00330-020-06697-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 01/10/2020] [Accepted: 01/31/2020] [Indexed: 10/25/2022]
Abstract
OBJECTIVES This study compared the accuracy of an automated, vessel-specific minimum cost path (MCP) myocardial perfusion territory assignment technique as compared with the standard American Heart Association 17-segment (AHA) model. METHODS Six swine (42 ± 9 kg) were used to evaluate the accuracy of the MCP technique and the AHA method. In each swine, a dynamic acquisition, comprised of twenty consecutive whole heart volume scans, was acquired with a computed tomography scanner, following peripheral injection of contrast material. From this acquisition, MCP and AHA perfusion territories were determined, for the left (LCA) and right (RCA) coronary arteries. Each animal underwent additional dynamic acquisitions, consisting of twenty consecutive volume scans, following direct intracoronary contrast injection into the LCA or RCA. These images were used as the reference standard (REF) LCA and RCA perfusion territories. The MCP and AHA techniques' perfusion territories were then quantitatively compared with the REF perfusion territories. RESULTS The myocardial mass of MCP perfusion territories (MMCP) was related to the mass of reference standard perfusion territories (MREF) by MMCP = 0.99MREF + 0.39 g (r = 1.00; R2 = 1.00). The mass of AHA perfusion territories (MAHA) was related to MREF by MAHA = 0.81MREF + 5.03 g (r = 0.99; R2 = 0.98). CONCLUSION The vessel-specific MCP myocardial perfusion territory assignment technique more accurately quantifies LCA and RCA perfusion territories as compared with the current standard AHA 17-segment model. Therefore, it can potentially provide a more comprehensive and patient-specific evaluation of coronary artery disease. KEY POINTS • The minimum cost path (MCP) technique accurately determines left and right coronary artery perfusion territories, as compared with the American Heart Association 17-segment (AHA) model. • The minimum cost path (MCP) technique could be applied to cardiac computed-tomography angiography images to accurately determine patient-specific left and right coronary artery perfusion territories. • The American Heart Association 17-segment (AHA) model often fails to accurately determine left and right coronary artery perfusion territories, especially in the inferior and inferoseptal walls of the left ventricular myocardium.
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Affiliation(s)
- Shant Malkasian
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA
| | - Logan Hubbard
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA
| | - Pablo Abbona
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA
| | - Brian Dertli
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA
| | - Jungnam Kwon
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA
| | - Sabee Molloi
- Department of Radiological Sciences, Medical Sciences I, B-14, University of California, Irvine, CA, 92697, USA.
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Keulards DCJ, Fournier S, van 't Veer M, Colaiori I, Zelis JM, El Farissi M, Zimmermann FM, Collet C, De Bruyne B, Pijls NHJ. Computed tomographic myocardial mass compared with invasive myocardial perfusion measurement. Heart 2020; 106:1489-1494. [PMID: 32471907 PMCID: PMC7509389 DOI: 10.1136/heartjnl-2020-316689] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 04/23/2020] [Accepted: 04/24/2020] [Indexed: 12/21/2022] Open
Abstract
Objective The prognostic importance of a coronary stenosis depends on its functional severity and its depending myocardial mass. Functional severity can be assessed by fractional flow reserve (FFR), estimated non-invasively by a specific validated CT algorithm (FFRCT). Calculation of myocardial mass at risk by that same set of CT data (CTmass), however, has not been prospectively validated so far. The aim of the present study was to compare relative territorial-based CTmass assessment with relative flow distribution, which is closely linked to true myocardial mass. Methods In this exploratory study, 35 patients with (near) normal coronary arteries underwent CT scanning for computed flow-based CTmass assessment and underwent invasive myocardial perfusion measurement in all 3 major coronary arteries by continuous thermodilution. Next, the mass and flows were calculated as relative percentages of total mass and perfusion. Results The mean difference between CTmass per territory and invasively measured myocardial perfusion, both expressed as percentage of total mass and perfusion, was 5.3±6.2% for the left anterior descending territory, −2.0±7.4% for the left circumflex territory and −3.2±3.4% for the right coronary artery territory. The intraclass correlation between the two techniques was 0.90. Conclusions Our study shows a close relationship between the relative mass of the perfusion territory calculated by the specific CT algorithm and invasively measured myocardial perfusion. As such, these data support the use of CTmass to estimate territorial myocardium-at-risk in proximal coronary arteries.
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Affiliation(s)
- Daniëlle C J Keulards
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands
| | - Stephane Fournier
- Department of Cardiology, University Hospital of Lausanne, Lausanne, Switzerland.,Department of Cardiology, Cardiovascular Center Aalst, OLV Clinic Aalst, Leopoldlaan, Belgium
| | - Marcel van 't Veer
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands.,Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Iginio Colaiori
- Department of Cardiology, Cardiovascular Center Aalst, OLV Clinic Aalst, Leopoldlaan, Belgium
| | - Jo M Zelis
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands
| | - Mohamed El Farissi
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands
| | - Frederik M Zimmermann
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands
| | - Carlos Collet
- Department of Cardiology, Cardiovascular Center Aalst, OLV Clinic Aalst, Leopoldlaan, Belgium
| | - Bernard De Bruyne
- Department of Cardiology, University Hospital of Lausanne, Lausanne, Switzerland.,Department of Cardiology, Cardiovascular Center Aalst, OLV Clinic Aalst, Leopoldlaan, Belgium
| | - Nico H J Pijls
- Department of Cardiology, Catharina Hospital, Eindhoven, North Brabant, The Netherlands.,Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
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Myocardial territory segmentation on coronary computed tomography angiography images: Comparison between projection and non-projection methods in a pig model. INFORMATICS IN MEDICINE UNLOCKED 2020. [DOI: 10.1016/j.imu.2020.100320] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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Low-Radiation-Dose Stress Myocardial Perfusion Measurement Using First-Pass Analysis Dynamic Computed Tomography: A Preliminary Investigation in a Swine Model. Invest Radiol 2019; 54:774-780. [PMID: 31633574 DOI: 10.1097/rli.0000000000000613] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES The aim of this study was to assess the feasibility of a prospective first-pass analysis (FPA) dynamic computed tomography (CT) perfusion technique for accurate low-radiation-dose global stress perfusion measurement. MATERIALS AND METHODS The prospective FPA technique was evaluated in 10 swine (42 ± 12 kg) by direct comparison to a previously validated retrospective FPA technique. Of the 10 swine, 3 had intermediate stenoses with fractional flow reserve severities of 0.70 to 0.90. In each swine, contrast and saline were injected peripherally followed by dynamic volume scanning with a 320-slice CT scanner. Specifically, for the reference standard retrospective FPA technique, volume scans were acquired continuously at 100 kVp and 200 mA over 15 to 20 seconds, followed by systematic selection of only 2 volume scans for global perfusion measurement. For the prospective FPA technique, only 2 volume scans were acquired at 100 kVp and 50 mA for global perfusion measurement. All prospective global stress perfusion measurements were then compared with the corresponding reference standard retrospective global stress perfusion measurements through regression analysis. The CTDIvol and size-specific dose estimate of the prospective FPA technique were also determined. RESULTS All prospective global stress perfusion measurements (PPRO) at 50 mA were in good agreement with the reference standard retrospective global stress perfusion measurements (PREF) at 200 mA (PPRO = 1.07 PREF -0.09, r = 0.94; root-mean-square error = 0.30 mL/min per gram). The CTDIvol and size-specific dose estimate of the prospective FPA technique were 2.3 and 3.7 mGy, respectively. CONCLUSIONS Accurate low-radiation-dose global stress perfusion measurement is feasible using a prospective FPA dynamic CT perfusion technique.
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Malkasian S, Hubbard L, Dertli B, Kwon J, Molloi S. Quantification of vessel-specific coronary perfusion territories using minimum-cost path assignment and computed tomography angiography: Validation in a swine model. J Cardiovasc Comput Tomogr 2018; 12:425-435. [PMID: 30042078 DOI: 10.1016/j.jcct.2018.06.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 05/25/2018] [Accepted: 06/15/2018] [Indexed: 11/17/2022]
Abstract
BACKGROUND As combined morphological and physiological assessment of coronary artery disease (CAD) is necessary to reliably resolve CAD severity, the objective of this study was to validate an automated minimum-cost path assignment (MCP) technique which enables accurate, vessel-specific assignment of the left (LCA) and right (RCA) coronary perfusion territories using computed tomography (CT) angiography data for both left and right ventricles. METHODS Six swine were used to validate the MCP technique. In each swine, a dynamic acquisition comprised of twenty consecutive volume scans was acquired with a 320-slice CT scanner following peripheral injection of contrast material. From this acquisition the MCP technique was used to automatically assign LCA and RCA perfusion territories for the left and right ventricles, independently. Each animal underwent another dynamic CT acquisition following direct injection of contrast material into the LCA or RCA. Using this acquisition, reference standard LCA and RCA perfusion territories were isolated from the myocardial blush. The accuracy of the MCP technique was evaluated by quantitatively comparing the MCP-derived LCA and RCA perfusion territories to these reference standard territories. RESULTS All MCP perfusion territory masses (MassMCP) and all reference standard perfusion territory masses (MassRS) in the left ventricle were related by MassMCP = 0.99MassRS+0.35 g (r = 1.00). MassMCP and MassRS in the right ventricle were related by MassMCP = 0.94MassRS+0.39 g (r = 0.96). CONCLUSION The MCP technique was validated in a swine animal model and has the potential to be used for accurate, vessel-specific assignment of LCA and RCA perfusion territories in both the left and right ventricular myocardium using CT angiography data.
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Affiliation(s)
- Shant Malkasian
- Department of Radiological Sciences, University of California Irvine, Irvine, CA, 92697, USA
| | - Logan Hubbard
- Department of Radiological Sciences, University of California Irvine, Irvine, CA, 92697, USA
| | - Brian Dertli
- Department of Radiological Sciences, University of California Irvine, Irvine, CA, 92697, USA
| | - Jungnam Kwon
- Department of Radiological Sciences, University of California Irvine, Irvine, CA, 92697, USA
| | - Sabee Molloi
- Department of Radiological Sciences, University of California Irvine, Irvine, CA, 92697, USA.
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Hubbard L, Lipinski J, Ziemer B, Malkasian S, Sadeghi B, Javan H, Groves EM, Dertli B, Molloi S. Comprehensive Assessment of Coronary Artery Disease by Using First-Pass Analysis Dynamic CT Perfusion: Validation in a Swine Model. Radiology 2017; 286:93-102. [PMID: 29059038 DOI: 10.1148/radiol.2017162821] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Purpose To retrospectively validate a first-pass analysis (FPA) technique that combines computed tomographic (CT) angiography and dynamic CT perfusion measurement into one low-dose examination. Materials and Methods The study was approved by the animal care committee. The FPA technique was retrospectively validated in six swine (mean weight, 37.3 kg ± 7.5 [standard deviation]) between April 2015 and October 2016. Four to five intermediate-severity stenoses were generated in the left anterior descending artery (LAD), and 20 contrast material-enhanced volume scans were acquired per stenosis. All volume scans were used for maximum slope model (MSM) perfusion measurement, but only two volume scans were used for FPA perfusion measurement. Perfusion measurements in the LAD, left circumflex artery (LCx), right coronary artery, and all three coronary arteries combined were compared with microsphere perfusion measurements by using regression, root-mean-square error, root-mean-square deviation, Lin concordance correlation, and diagnostic outcomes analysis. The CT dose index and size-specific dose estimate per two-volume FPA perfusion measurement were also determined. Results FPA and MSM perfusion measurements (PFPA and PMSM) in all three coronary arteries combined were related to reference standard microsphere perfusion measurements (PMICRO), as follows: PFPA_COMBINED = 1.02 PMICRO_COMBINED + 0.11 (r = 0.96) and PMSM_COMBINED = 0.28 PMICRO_COMBINED + 0.23 (r = 0.89). The CT dose index and size-specific dose estimate per two-volume FPA perfusion measurement were 10.8 and 17.8 mGy, respectively. Conclusion The FPA technique was retrospectively validated in a swine model and has the potential to be used for accurate, low-dose vessel-specific morphologic and physiologic assessment of coronary artery disease. © RSNA, 2017.
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Affiliation(s)
- Logan Hubbard
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Jerry Lipinski
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Benjamin Ziemer
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Shant Malkasian
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Bahman Sadeghi
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Hanna Javan
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Elliott M Groves
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Brian Dertli
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
| | - Sabee Molloi
- From the Department of Radiological Sciences (L.H., J.L., B.Z., S. Malkasian, B.S., H.J., B.D., S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine, Medical Sciences I, B-140, Irvine, CA 92697
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7
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Hubbard L, Ziemer B, Lipinski J, Sadeghi B, Javan H, Groves EM, Malkasian S, Molloi S. Functional Assessment of Coronary Artery Disease Using Whole-Heart Dynamic Computed Tomographic Perfusion. Circ Cardiovasc Imaging 2017; 9:CIRCIMAGING.116.005325. [PMID: 27956409 DOI: 10.1161/circimaging.116.005325] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2016] [Accepted: 10/13/2016] [Indexed: 11/16/2022]
Abstract
BACKGROUND Computed tomographic (CT) angiography is an important tool for the evaluation of coronary artery disease but often correlates poorly with myocardial ischemia. Current dynamic CT perfusion techniques can assess ischemia but have limited accuracy and deliver high radiation dose. Therefore, an accurate, low-dose, dynamic CT perfusion technique is needed. METHODS AND RESULTS A total of 20 contrast-enhanced CT volume scans were acquired in 5 swine (40±10 kg) to generate CT angiography and perfusion images. Varying degrees of stenosis were induced using a balloon catheter in the proximal left anterior descending coronary artery, and a pressure wire was used for reference fractional flow reserve (FFR) measurement. Perfusion measurements were made with only 2 volume scans using a new first-pass analysis (FPA) technique and with 20 volume scans using an existing maximum slope model (MSM) technique. Perfusion (P) and FFR measurements were related by PFPA=1.01 FFR-0.03 (R2=0.85) and PMSM=1.03 FFR-0.03 (R2=0.80) for FPA and MSM techniques, respectively. Additionally, the effective radiation doses were calculated to be 2.64 and 26.4 mSv for FPA and MSM techniques, respectively. CONCLUSIONS A new FPA-based dynamic CT perfusion technique was validated in a swine animal model. The results indicate that the FPA technique can potentially be used for improved anatomical and functional assessment of coronary artery disease at a relatively low radiation dose.
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Affiliation(s)
- Logan Hubbard
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Benjamin Ziemer
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Jerry Lipinski
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Bahman Sadeghi
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Hanna Javan
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Elliott M Groves
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Shant Malkasian
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine
| | - Sabee Molloi
- From the Department of Radiological Sciences (L.H., B.Z., J.L., B.S., H.J., S. Malkasian, S. Molloi) and Division of Cardiology (E.M.G.), University of California, Irvine.
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Giordano M, Poot DHJ, Coenen A, van Walsum T, Tezza M, Nieman K, Niessen WJ. Classification of hemodynamically significant stenoses from dynamic CT perfusion and CTA myocardial territories. Med Phys 2017; 44:1347-1358. [PMID: 28130886 DOI: 10.1002/mp.12126] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2016] [Revised: 01/13/2017] [Accepted: 01/18/2017] [Indexed: 01/02/2023] Open
Abstract
PURPOSE Myocardial blood flow (MBF) obtained by dynamic CT perfusion (CTP) has been recently introduced to assess hemodynamic significance of coronary stenosis in coronary artery disease. The diagnostic performance of dynamic CTP MBF is limited due to subjective interpretation of MBF maps and MBF variations caused by physiological, methodological, and technical issues. In this paper, we introduce a novel method to quantify the hypoperfused volume (HPV) in myocardial territories derived from CT angiography (CTA) to overcome the limitations of current dynamic CTP MBF analysis methods. METHODS The diagnostic performance of HPV in classifying significant stenoses was evaluated on 22 patients (57 vessels) that underwent CTA, CTP and invasive fractional flow reserve (FFR). FFR was used as the standard of reference to determine stenosis significance. The diagnostic performance was compared to that of the mean MBF computed in regions manually annotated by an expert (MA-MBF). HPV was derived by thresholding the MBF in myocardial territories constructed from CTA by locating the closest artery. Diagnostic performance was evaluated using leave-one-case out cross-validation. Inter-observer reproducibility was assessed by performing annotations of coronary seeds (HPV) and manual regions (MA-MBF) with two users. In addition, the influence of different parameter settings on the diagnostic performance of HPV was assessed. RESULTS Leave-one-case out cross-validation showed that HPV has an accuracy of 72% (58-83%) with sensitivity of 72% (47-90%) and specificity of 72% (58-83%). The accuracy of MA-MBF was 70% (57-82%) with a sensitivity of 50% (26-74%) and a specificity of 79% (64-91%). The Spearman correlation and the kappa statistic was (ρ = 0.94, κ = 0.86) for HPV and (ρ = 0.72, κ = 0.82) for MA-MBF. The influence of parameter settings on HPV based diagnostic performance was not significant. CONCLUSIONS The proposed HPV accurately classifies hemodynamically significant stenoses with a level of accuracy comparable to the mean MBF in regions annotated by an expert. HPV improves inter-observer reproducibility as compared to MA-MBF by providing a more objective criterion to associate the stenotic coronary with the supplied myocardial territory.
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Affiliation(s)
- Marco Giordano
- Department of Imaging Physics, TU Delft, 2628CJ, Delft, The Netherlands.,Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine and Department of Medical Informatics, Erasmus MC, University Medical Center Rotterdam's, 3015 CE, Rotterdam, The Netherlands
| | - Dirk H J Poot
- Department of Imaging Physics, TU Delft, 2628CJ, Delft, The Netherlands.,Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine and Department of Medical Informatics, Erasmus MC, University Medical Center Rotterdam's, 3015 CE, Rotterdam, The Netherlands
| | - Adriaan Coenen
- Department of Radiology and Cardiology, Erasmus MC, University Medical Center Rotterdam's, 3015CE, Rotterdam, The Netherlands
| | - Theo van Walsum
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine and Department of Medical Informatics, Erasmus MC, University Medical Center Rotterdam's, 3015 CE, Rotterdam, The Netherlands
| | - Michela Tezza
- Istituto di Radiologia, Universitá di Verona, Policlinico G.B. Rossi, P.le L.A., 37134, Verona, Italy
| | - Koen Nieman
- Department of Radiology and Cardiology, Erasmus MC, University Medical Center Rotterdam's, 3015CE, Rotterdam, The Netherlands
| | - Wiro J Niessen
- Department of Imaging Physics, TU Delft, 2628CJ, Delft, The Netherlands.,Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine and Department of Medical Informatics, Erasmus MC, University Medical Center Rotterdam's, 3015 CE, Rotterdam, The Netherlands
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van Horssen P, van Lier MGJTB, van den Wijngaard JPHM, VanBavel E, Hoefer IE, Spaan JAE, Siebes M. Influence of segmented vessel size due to limited imaging resolution on coronary hyperemic flow prediction from arterial crown volume. Am J Physiol Heart Circ Physiol 2016; 310:H839-46. [PMID: 26825519 DOI: 10.1152/ajpheart.00728.2015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2015] [Accepted: 01/19/2016] [Indexed: 11/22/2022]
Abstract
Computational predictions of the functional stenosis severity from coronary imaging data use an allometric scaling law to derive hyperemic blood flow (Q) from coronary arterial volume (V), Q = αV(β) Reliable estimates of α and β are essential for meaningful flow estimations. We hypothesize that the relation between Q and V depends on imaging resolution. In five canine hearts, fluorescent microspheres were injected into the left anterior descending coronary artery during maximal hyperemia. The coronary arteries of the excised heart were filled with fluorescent cast material, frozen, and processed with an imaging cryomicrotome to yield a three-dimensional representation of the coronary arterial network. The effect of limited image resolution was simulated by assessing scaling law parameters from the virtual arterial network at 11 truncation levels ranging from 50 to 1,000 μm segment radius. Mapped microsphere locations were used to derive the corresponding relative Q using a reference truncation level of 200 μm. The scaling law factor α did not change with truncation level, despite considerable intersubject variability. In contrast, the scaling law exponent β decreased from 0.79 to 0.55 with increasing truncation radius and was significantly lower for truncation radii above 500 μm vs. 50 μm (P< 0.05). Hyperemic Q was underestimated for vessel truncation above the reference level. In conclusion, flow-crown volume relations confirmed overall power law behavior; however, this relation depends on the terminal vessel radius that can be visualized. The scaling law exponent β should therefore be adapted to the resolution of the imaging modality.
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Affiliation(s)
- P van Horssen
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
| | - M G J T B van Lier
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
| | - J P H M van den Wijngaard
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
| | - E VanBavel
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
| | - I E Hoefer
- Department of Experimental Cardiology, Utrecht Medical Center, Utrecht, The Netherlands
| | - J A E Spaan
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
| | - M Siebes
- Department of Biomedical Engineering and Physics, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands; and
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Ziemer BP, Hubbard L, Lipinski J, Molloi S. Dynamic CT perfusion measurement in a cardiac phantom. Int J Cardiovasc Imaging 2015; 31:1451-9. [PMID: 26156231 DOI: 10.1007/s10554-015-0700-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2015] [Accepted: 07/01/2015] [Indexed: 12/22/2022]
Abstract
Widespread clinical implementation of dynamic CT myocardial perfusion has been hampered by its limited accuracy and high radiation dose. The purpose of this study was to evaluate the accuracy and radiation dose reduction of a dynamic CT myocardial perfusion technique based on first pass analysis (FPA). To test the FPA technique, a pulsatile pump was used to generate known perfusion rates in a range of 0.96-2.49 mL/min/g. All the known perfusion rates were determined using an ultrasonic flow probe and the known mass of the perfusion volume. FPA and maximum slope model (MSM) perfusion rates were measured using volume scans acquired from a 320-slice CT scanner, and then compared to the known perfusion rates. The measured perfusion using FPA (P(FPA)), with two volume scans, and the maximum slope model (P(MSM)) were related to known perfusion (P(K)) by P(FPA) = 0.91P(K) + 0.06 (r = 0.98) and P(MSM) = 0.25P(K) - 0.02 (r = 0.96), respectively. The standard error of estimate for the FPA technique, using two volume scans, and the MSM was 0.14 and 0.30 mL/min/g, respectively. The estimated radiation dose required for the FPA technique with two volume scans and the MSM was 2.6 and 11.7-17.5 mSv, respectively. Therefore, the FPA technique can yield accurate perfusion measurements using as few as two volume scans, corresponding to approximately a factor of four reductions in radiation dose as compared with the currently available MSM. In conclusion, the results of the study indicate that the FPA technique can make accurate dynamic CT perfusion measurements over a range of clinically relevant perfusion rates, while substantially reducing radiation dose, as compared to currently available dynamic CT perfusion techniques.
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Affiliation(s)
- Benjamin P Ziemer
- Department of Radiological Sciences, Medical Sciences I, B-140, University of California, Irvine, CA, 92697, USA
| | - Logan Hubbard
- Department of Radiological Sciences, Medical Sciences I, B-140, University of California, Irvine, CA, 92697, USA
| | - Jerry Lipinski
- Department of Radiological Sciences, Medical Sciences I, B-140, University of California, Irvine, CA, 92697, USA
| | - Sabee Molloi
- Department of Radiological Sciences, Medical Sciences I, B-140, University of California, Irvine, CA, 92697, USA.
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11
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Aoki T, Rodriguez-Porcel M, Matsuo Y, Cassar A, Kwon TG, Franchi F, Gulati R, Kushwaha SS, Lennon RJ, Lerman LO, Ritman EL, Lerman A. Evaluation of coronary adventitial vasa vasorum using 3D optical coherence tomography--animal and human studies. Atherosclerosis 2015; 239:203-8. [PMID: 25618027 PMCID: PMC4494669 DOI: 10.1016/j.atherosclerosis.2015.01.016] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Revised: 01/08/2015] [Accepted: 01/14/2015] [Indexed: 01/24/2023]
Abstract
Objectives This study sought to evaluate adventitial vasa vasorum (VV) in vivo with novel imaging technique of optical coherence tomography (OCT). Methods To verify OCT methods for quantification of VV, we first studied 2 swine carotid arteries in a model of focal angiogenesis by autologous blood injection, and compared microchannel volume (MCV) by OCT and VV by m-CT, and counts of those. In OCT images, adventitial MC was identified as signal-voiding areas which were located within 1 mm from the lumen-intima border. After manually tracing microchannel areas and the boundaries of lumen-intima and media-adventitial in all slices, we reconstructed 3D images. Moreover, we performed with OCT imaging in 8 recipients referred for evaluation of cardiac allograft vasculopathy at 1 year after heart transplantation. MCV and plaque volume (PV) were assessed with 3D images in each 10-mm-segment. Results In the animal study, among the 16 corresponding 1-mm-segments, there were significant correlations of count and volume between both the modalities (count r2=0.80, P<0.01; volume r2 =0.50, P<0.01) and a good agreement with a systemic bias toward underestimation with m-CT. In the human study, there was a significant positive correlation between MCV and PV (segment number=24, r2 =0.63, P<0.01). Conclusion Our results suggest that evaluation of MCV with 3D OCT imaging might be a novel method to estimate the amount of adventitial VV in vivo, and further has the potential to provide a pathophysiological insight into a role of the VV in allograft vasculopathy.
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Affiliation(s)
- Tatsuo Aoki
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | | | - Yoshiki Matsuo
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Andrew Cassar
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Teak-Geun Kwon
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Federico Franchi
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Rajiv Gulati
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Sudhir S Kushwaha
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Ryan J Lennon
- Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN, USA
| | | | - Erik L Ritman
- Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA
| | - Amir Lerman
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA.
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12
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Quantification of the myocardial area at risk using coronary CT angiography and Voronoi algorithm-based myocardial segmentation. Eur Radiol 2014; 25:49-57. [DOI: 10.1007/s00330-014-3388-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2014] [Revised: 07/18/2014] [Accepted: 08/06/2014] [Indexed: 11/26/2022]
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13
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Zhang Z, Takarada S, Molloi S. Quantification of absolute coronary flow reserve and relative fractional flow reserve in a swine animal model using angiographic image data. Am J Physiol Heart Circ Physiol 2012; 303:H401-10. [PMID: 22661513 DOI: 10.1152/ajpheart.00153.2012] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Coronary flow reserve (CFR) and fractional flow reserve (FFR) are important physiological indexes for coronary disease. The purpose of this study was to validate the CFR and FFR measurement techniques using only angiographic image data. Fifteen swine were instrumented with an ultrasound flow probe on the left anterior descending artery (LAD). Microspheres were gradually injected into the LAD to create microvascular disruption. An occluder was used to produce stenosis. Contrast material injections were made into the left coronary artery during image acquisition. Volumetric blood flow from the flow probe (Q(q)) was continuously recorded. Angiography-based blood flow (Q(a)) was calculated by using a time-density curve based on the first-pass analysis technique. Flow probe-based CFR (CFR(q)) and angiography-based CFR (CFR(a)) were calculated as the ratio of hyperemic to baseline flow using Q(q) and Q(a), respectively. Relative angiographic FFR (relative FFR(a)) was calculated as the ratio of the normalized Q(a) in LAD to the left circumflex artery (LC(X)) during hyperemia. Flow probe-based FFR (FFR(q)) was measured from the ratio of hyperemic flow with and without disease. CFR(a) showed a strong correlation with the gold standard CFR(q) (CFR(a) = 0.91 CFR(q) + 0.30; r = 0.90; P < 0.0001). Relative FFR(a) correlated linearly with FFR(q) (relative FFR(a) = 0.86 FFR(q) + 0.05; r = 0.90; P < 0.0001). The quantification of CFR and relative FFR(a) using angiographic image data was validated in a swine model. This angiographic technique can potentially be used for coronary physiological assessment during routine cardiac catheterization.
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Affiliation(s)
- Zhang Zhang
- Department of Radiological Sciences, University of California, Irvine, USA
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14
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Zhang Z, Takarada S, Molloi S. Quantification of coronary microvascular resistance using angiographic images for volumetric blood flow measurement: in vivo validation. Am J Physiol Heart Circ Physiol 2011; 300:H2096-104. [PMID: 21398596 DOI: 10.1152/ajpheart.01123.2010] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Structural coronary microcirculation abnormalities are important prognostic determinants in clinical settings. However, an assessment of microvascular resistance (MR) requires a velocity wire. A first-pass distribution analysis technique to measure volumetric blood flow has been previously validated. The aim of this study was the in vivo validation of the MR measurement technique using first-pass distribution analysis. Twelve anesthetized swine were instrumented with a transit-time ultrasound flow probe on the proximal segment of the left anterior descending coronary artery (LAD). Microspheres were injected into the LAD to create a model of microvascular dysfunction. Adenosine (400 μg·kg(-1)·min(-1)) was used to produce maximum hyperemia. A region of interest in the LAD arterial bed was drawn to generate time-density curves using angiographic images. Volumetric blood flow measurements (Q(a)) were made using a time-density curve and the assumption that blood was momentarily replaced with contrast agent during the injection. Blood flow from the flow probe (Q(p)), coronary pressure (P(a)), and right atrium pressure (P(v)) were continuously recorded. Flow probe-based normalized MR (NMR(p)) and angiography-based normalized MR (NMR(a)) were calculated using Q(p) and Q(a), respectively. In 258 measurements, Q(a) showed a strong correlation with the gold standard Q(p) (Q(a) = 0.90 Q(p) + 6.6 ml/min, r(2) = 0.91, P < 0.0001). NMR(a) correlated linearly with NMR(p) (NMR(a) = 0.90 NMR(p) + 0.02 mmHg·ml(-1)·min(-1), r(2) = 0.91, P < 0.0001). Additionally, the Bland-Altman analysis showed a close agreement between NMR(a) and NMR(p). In conclusion, a technique based on angiographic image data for quantifying NMR was validated using a swine model. This study provides a method to measure NMR without using a velocity wire, which can potentially be used to evaluate microvascular conditions during coronary arteriography.
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Affiliation(s)
- Zhang Zhang
- Dept. of Radiological Sciences, Univ. of California-Irvine, Medical Sciences B, B-140, Irvine, CA 92697, USA
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15
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Zhu L, Gao Y, Mohan V, Stillman A, Faber T, Tannenbaum A. Estimation of Myocardial Volume at Risk from CT Angiography. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2011; 7963:79632A-79632A6. [PMID: 21572535 DOI: 10.1117/12.878249] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
The determination of myocardial volume at risk distal to coronary stenosis provides important information for prognosis and treatment of coronary artery disease. In this paper, we present a novel computational framework for estimating the myocardial volume at risk in computed tomography angiography (CTA) imagery. Initially, epicardial and endocardial surfaces, and coronary arteries are extracted using an active contour method. Then, the extracted coronary arteries are projected onto the epicardial surface, and each point on this surface is associated with its closest coronary artery using the geodesic distance measurement. The likely myocardial region at risk on the epicardial surface caused by a stenosis is approximated by the region in which all its inner points are associated with the sub-branches distal to the stenosis on the coronary artery tree. Finally, the likely myocardial volume at risk is approximated by the volume in between the region at risk on the epicardial surface and its projection on the endocardial surface, which is expected to yield computational savings over risk volume estimation using the entire image volume. Furthermore, we expect increased accuracy since, as compared to prior work using the Euclidean distance, we employ the geodesic distance in this work. The experimental results demonstrate the effectiveness of the proposed approach on pig heart CTA datasets.
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Affiliation(s)
- Liangjia Zhu
- School of Electrical & Computer Engineering, Georgia Institute of Technology, Atlanta GA 30332
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16
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Estimation of coronary artery hyperemic blood flow based on arterial lumen volume using angiographic images. Int J Cardiovasc Imaging 2011; 28:1-11. [PMID: 21213052 PMCID: PMC3094746 DOI: 10.1007/s10554-010-9766-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2010] [Accepted: 12/07/2010] [Indexed: 10/31/2022]
Abstract
The purpose of this study is to develop a method to estimate the hyperemic blood flow in a coronary artery using the sum of the distal lumen volumes in a swine animal model. The limitations of visually assessing coronary artery disease are well known. These limitations are particularly important in intermediate coronary lesions where it is difficult to determine whether a particular lesion is the cause of ischemia. Therefore, a functional measure of stenosis severity is needed using angiographic image data. Coronary arteriography was performed in 10 swine (Yorkshire, 25-35 kg) after power injection of contrast material into the left main coronary artery. A densitometry technique was used to quantify regional flow and lumen volume in vivo after inducing hyperemia. Additionally, 3 swine hearts were casted and imaged post-mortem using cone-beam CT to obtain the lumen volume and the arterial length of corresponding coronary arteries. Using densitometry, the results showed that the stem hyperemic flow (Q) and the associated crown lumen volume (V) were related by Q = 159.08 V(3/4) (r = 0.98, SEE = 10.59 ml/min). The stem hyperemic flow and the associated crown length (L) using cone-beam CT were related by Q = 2.89 L (r = 0.99, SEE = 8.72 ml/min). These results indicate that measured arterial branch lengths or lumen volumes can potentially be used to predict the expected hyperemic flow in an arterial tree. This, in conjunction with measured hyperemic flow in the presence of a stenosis, could be used to predict fractional flow reserve based entirely on angiographic data.
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18
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Casciaro ME, Craiem D, Graf S, Gurfinkel EP, Armentano RL. Estimation of coronary length-volume allometric relations of human arteries in vivo using CT. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2010; 2010:5716-5719. [PMID: 21097325 DOI: 10.1109/iembs.2010.5627870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Assessing the individual geometry of the coronary arteries in a patient can help to explain diffuse artery disease. Some allometric functions, relating arterial length and volume, were verified in porcine arteries and human autopsies but not in vivo. In this work we use skeletonization methods on MSCT images to render the whole coronary tree in healthy and cardiovascular patients. Twenty patients with and without coronary artery disease were recruited. The coronary was segmented with minimum user intervention. Vessels were separated and measured. A 3D coronary map was individually calculated. The allometric length-volume function L=k(v)V(β) was evaluated in each patient and plotted in a Log-Log scale. The coefficient k(v) ranged 1.00 ± 0.35. Slopes ranged β = 0.69-0.88 and seemed to overlap in the scatter Log plot. The analysis of covariance verified this perception and concluded that lines were parallel. In other words, the allometric function stood for all patients. Values were not different from other studies in humans and pigs. The combination of multislice CT with morphological extraction algorithms was effective to extract allometric functions from coronary arteries in patients and can be easily applied in the clinic.
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Le HQ, Wong JT, Molloi S. Allometric scaling in the coronary arterial system. Int J Cardiovasc Imaging 2008; 24:771-81. [PMID: 18360777 DOI: 10.1007/s10554-008-9303-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2008] [Accepted: 02/28/2008] [Indexed: 11/30/2022]
Abstract
Biological variables such as basal metabolic rate scale with body mass through a power law relationship. The coronary arterial system also exhibits power law relations between morphological parameters such as total distal arterial length and lumen volume. The current study validated this power law and extended the relations to include the regional myocardial mass. The coronary arteries of 10 swine hearts were casted with a radio-opaque polymer solution and were imaged with cone-beam computed tomography. The CT images were analyzed by segmenting the vessels and myocardium. The vessels were tracked in 3D and the branch diameter, length, and lumen volume were computed. Regional myocardial mass were then computed for each branch. The perfusion beds of the three main coronary arterial trees were also colored differently to validate the measured mass and CT computed mass. The power laws for the morphological characteristics were then analyzed and the exponents were found to be 3/4 for the length-mass and length-volume relationships, and 1.0 for the volume-mass relationship. The CT computed myocardial mass (MCT) and the actual measured mass (MA) were related by MCT = 1.002 MA + 2.033 g. The relationship of the morphological parameters of the coronary arterial tree can potentially be used for quantification of diffuse coronary artery disease and anatomic area at risk.
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Affiliation(s)
- Huy Q Le
- Department of Radiological Sciences, Medical Sciences I, B-140, University of California, Irvine, Irvine, CA 92697, USA
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