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Ding X, Cui L, Li J, Cao J, Ding M, Wang H, Zhang F, Wang H. Assessing the diagnostic value of left ventricular synchrony indices derived from phase analysis by D-SPECT in identifying obstructive coronary artery disease. THE INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING 2024; 40:1919-1930. [PMID: 38960945 DOI: 10.1007/s10554-024-03182-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Accepted: 06/28/2024] [Indexed: 07/05/2024]
Abstract
This study aimed to assess the diagnostic efficacy of left ventricular synchrony (LVS) for detecting coronary artery disease (CAD). We explored whether the LVS index derived from phase analysis of D-SPECT provides superior diagnostic value compared to conventional perfusion analysis in identifying obstructive CAD. Patients with suspected or confirmed CAD underwent drug-stress/rest gated D-SPECT myocardial perfusion imaging (MPI) and coronary angiography (CAG). A 50% stenosis was set as the threshold for obstructive CAD. 110 participants were enrolled in this analysis. There were significant differences in phase standard deviation (PSD), phase histogram bandwidth (PHB) and entropy among the four groups. Patients without cardiac disease and those with mild-moderate stenosis exhibited no noticeable contraction asynchrony. However, LVS indices demonstrated a gradual increase with the progression of coronary stenosis when compared to NC (P < 0.001). Obstructive CAD was identified in 43 out of 110 participants (39%). Optimal cutoff values for diagnosing obstructive CAD during stress were determined as 7.6° for PSD, 24° for PHB, and 37% for entropy, respectively. Notably, PSD, PHB, and entropy indices exhibited higher sensitivity compared to MPI. The integration of the stress-induced LVS indices into routine MPI analysis resulted in a significantly greater area under the curve (AUC), leading to improved diagnostic performance and enhanced differential capacity. Stress-induced LVS indices increase with the severity of coronary artery stenosis by D-SPECT phase analysis. Further, the indices-derived phase analysis exhibits superior sensitivity and discriminatory ability compared to MPI in detecting obstructive CAD.
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Affiliation(s)
- Xinhua Ding
- Department of Nuclear Medicine, Gansu Province, Gansu Provincial Hospital, 204 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Lanlan Cui
- PET/CT Center, Gansu Provincial Hospital, Lanzhou, China
| | - Jianfeng Li
- Department of Cardiology, Gansu Province, Gansu Provincial Hospital, 204 Donggang West Road, Chengguan District, Lanzhou, 730000, China
| | - Jiancang Cao
- Department of Radiology, Gansu Provincial Hospital, Lanzhou, China
| | - Mingjia Ding
- School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Haiyong Wang
- Department of Ultrasound, Gansu Provincial Hospital, Lanzhou, China
| | - Fu Zhang
- Department of Cardiology, Gansu Province, Gansu Provincial Hospital, 204 Donggang West Road, Chengguan District, Lanzhou, 730000, China.
| | - Haijun Wang
- Department of Nuclear Medicine, Gansu Province, Gansu Provincial Hospital, 204 Donggang West Road, Chengguan District, Lanzhou, 730000, China.
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Wang S, Tsai W, Lin K, Yu C, Yang S, Shueng P, Wu Y, Hsu C, Wu T. Integrating subvolume dose and myocardial perfusion imaging parameters to assess the impact of radiation therapy on heart function in breast cancer patients: A comparative analysis between left- and right-sided breast cancer. Thorac Cancer 2023; 14:2696-2706. [PMID: 37553772 PMCID: PMC10493477 DOI: 10.1111/1759-7714.15056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 07/14/2023] [Accepted: 07/17/2023] [Indexed: 08/10/2023] Open
Abstract
BACKGROUND This study aimed to utilize an innovative method of integrating the 20 subvolume dose of left ventricle and the Tl-201 single photon emission computed tomography (SPECT) with myocardial perfusion imaging (MPI) parameters in patients with left- and right-sided breast cancer after radiation therapy. METHODS Female patients with breast cancer underwent SPECT MPI before commencing radiotherapy and 12 months later were enrolled from January 2014 to December 2018. The images of CT simulation and SPECT MPI were integrated into the treatment planning system. The differences of doses and parameters of MPI in all cardiac subvolumes between left- and right-sided breast cancer patients were analyzed. RESULTS Patients with left-sided breast cancer (n = 61) received a higher radiation dose to the heart, left ventricular, and its territories and subvolumes, compared to patients with right-sided breast cancer (n = 19). The 20-segment analysis also showed statistically significant disparities in the average radiation doses received by the two groups. In different coronary artery territories, the end-diastolic perfusion and end-systolic perfusion showed a decrease in both sides, with no significant differences. However, the wall motion and wall thickening showed a significant decline in subregions within the left- and right-sided coronary artery territories. CONCLUSION This study demonstrates an innovative integrated method combining the left ventricular 20 regional doses with SPECT MPI which shows that left-sided breast cancer patients receive a higher subvolume dose than right-sided breast cancer patients. Further research is needed to confirm the potential impact on heart function after radiotherapy on both sides.
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Affiliation(s)
- Shan‐Ying Wang
- Department of Biomedical Imaging and Radiological SciencesNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Department of Nuclear MedicineFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Wei‐Ta Tsai
- Department of Biomedical Imaging and Radiological SciencesNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Department of Radiation Oncology, Dalin Tzu Chi HospitalBuddhist Tzu Chi Medical FoundationChiayiTaiwan
| | - Kuan‐Heng Lin
- Department of Biomedical Imaging and Radiological SciencesNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Division of Radiation Oncology, Department of RadiologyFar Eastern Memorial HospitalNew Taipei CityTaiwan
- Industrial Ph.D. Program of Biomedical Science and EngineeringNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
| | - Chih‐Wei Yu
- Department of Radiation OncologyChina Medical University Hsinchu HospitalZhubei CityTaiwan
- Institute of Nuclear Engineering and ScienceNational Tsing Hua UniversityHsinchu CityTaiwan
| | - Shu‐Ya Yang
- Department of Nuclear MedicineCheng Hsin General HospitalTaipeiTaiwan
| | - Pei‐Wei Shueng
- Division of Radiation Oncology, Department of RadiologyFar Eastern Memorial HospitalNew Taipei CityTaiwan
- School of Medicine, College of MedicineNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
| | - Yen‐Wen Wu
- Department of Nuclear MedicineFar Eastern Memorial HospitalNew Taipei CityTaiwan
- School of Medicine, College of MedicineNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Division of Cardiology, Cardiovascular Medical CenterFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Chen‐Xiong Hsu
- Department of Biomedical Imaging and Radiological SciencesNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
- Division of Radiation Oncology, Department of RadiologyFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Tung‐Hsin Wu
- Department of Biomedical Imaging and Radiological SciencesNational Yang Ming Chiao Tung UniversityTaipeiTaiwan
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Ko CL, Lin SS, Huang CW, Chang YH, Ko KY, Cheng MF, Wang SY, Chen CM, Wu YW. Polar map-free 3D deep learning algorithm to predict obstructive coronary artery disease with myocardial perfusion CZT-SPECT. Eur J Nucl Med Mol Imaging 2023; 50:376-386. [PMID: 36102963 DOI: 10.1007/s00259-022-05953-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 08/23/2022] [Indexed: 01/10/2023]
Abstract
PURPOSE Deep learning (DL) models have been shown to outperform total perfusion deficit (TPD) quantification in predicting obstructive coronary artery disease (CAD) from myocardial perfusion imaging (MPI). However, previously published methods have depended on polar maps, required manual correction, and normal database. In this study, we propose a polar map-free 3D DL algorithm to predict obstructive disease. METHODS We included 1861 subjects who underwent MPI using cadmium-zinc-telluride camera and subsequent coronary angiography. The subjects were divided into parameterization and external validation groups. We implemented a fully automatic algorithm to segment myocardium, perform registration, and apply normalization. We further flattened the image based on spherical coordinate system transformation. The proposed model consisted of a component to predict patent arteries and a component to predict disease in each vessel. The model was cross-validated in the parameterization group, and then further tested using the external validation group. The performance was assessed by area under receiver operating characteristic curves (AUCs) and compared with TPD. RESULTS Our algorithm preprocessed all images accurately as confirmed by visual inspection. In patient-based analysis, the AUC of the proposed model was significantly higher than that for stress-TPD (0.84 vs 0.76, p < 0.01). In vessel-based analysis, the proposed model also outperformed regional stress-TPD (AUC = 0.80 vs 0.72, p < 0.01). The addition of quantitative images did not improve the performance. CONCLUSIONS Our proposed polar map-free 3D DL algorithm to predict obstructive CAD from MPI outperformed TPD and did not require manual correction or a normal database.
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Affiliation(s)
- Chi-Lun Ko
- Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan
- Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan
- College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Shau-Syuan Lin
- Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan
| | - Cheng-Wen Huang
- Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan
| | - Yu-Hui Chang
- Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan
| | - Kuan-Yin Ko
- Department of Nuclear Medicine, National Taiwan University Cancer Center, Taipei, Taiwan
| | - Mei-Fang Cheng
- Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan
- College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Shan-Ying Wang
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Chung-Ming Chen
- Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan
| | - Yen-Wen Wu
- Department of Nuclear Medicine, National Taiwan University Hospital, Taipei, Taiwan.
- College of Medicine, National Taiwan University, Taipei, Taiwan.
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.
- Division of Cardiology, Cardiovascular Medical Center, Far Eastern Memorial Hospital, No. 21, Sec. 2, Nanya S. Rd., Banciao Dist., New Taipei City, 220, Taiwan.
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.
- Graduate Institute of Medicine, Yuan Ze University, Taoyuan, Taiwan.
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Sun Q, Huang R, Fu S, Wu C, Guo X, Li T, Hou Y, Wang F, Xi R, Li S. Relationship between left ventricular mechanical synchrony and left ventricular systolic function: a CZT-SPECT analysis. BMC Cardiovasc Disord 2022; 22:420. [PMID: 36138379 PMCID: PMC9494855 DOI: 10.1186/s12872-022-02863-8] [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: 06/18/2022] [Accepted: 09/13/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND CZT-SPECT has good agreement in the evaluation of mechanical synchronization compared with conventional SPECT. The aim of this study was to evaluate the correlation between left ventricular mechanical contraction synchrony and left ventricular systolic function by gated myocardial perfusion imaging (GMPI) using cadmium-zine-telluride (CZT) single photon emission computed tomography (SPECT). METHODS This retrospective study involved 371 patients (239 males and 132 females, mean age 61.06 ± 11.78 years old) who underwent GMPI at the Nuclear Medicine Department of Shanxi Cardiovascular Hospital from January 2020 to August 2020. Systolic synchrony parameters and left ventricular systolic function parameters were calculated via Emory Cardiac Toolbox, including PP, PSD, PHB, HS, HK, EDV, ESV, and LVEF. Based on LVEF value, patients were divided into the severe reduction group (group 1, 127 cases, EF < 35%), moderate reduction group (group 2, 47 cases, 35% ≤ EF < 45%), mild reduction group (group 3, 50 cases, 45% ≤ EF < 50%) and normal group (group 4, 147 cases, EF ≥ 50%). Differences in PP, PSD, PHB, HS and HK among the four groups were compared using one-way ANOVA. Differences between two groups were compared using LSD-t test. The correlation among functional and mechanical contraction synchrony factors were analyzed using Pearson test. RESULTS PP, PSD, PHB, HS and HK were significantly different among the four groups (F = 5.20, 188.72, 202.88, 171.05, 101.36, P < 0.001). Pairwise comparison tests showed significant differences in PSD and PHB in each two groups, and HS and HK in each two groups except for group 2 and 3 (t = 0.28 and 0.39, both P > 0.001). PP was significantly higher in group 1, relative to group 3 (t = 2.43, P < 0.001) and group 4 (t = 3.67, P < 0.001). Pearson correlation analysis revealed that LVEF negatively correlates with PP, PSD, PHB (r = 0.194, - 0.790, - 0.799, all P < 0.001). HS and HK showed positive correlation for LVEF (r = 0.778 and 0.795, P < 0.001), PSD, PHB and ESV were had good positive correlation (r = 0.778, 0.795, P < 0.001), PSD, PHB and EDV had good positive correlation (r = 0.722, 0.732, P < 0.001). However, PP had poor correlation with EDV (r = 0.095, P > 0.001). HS and HK were negatively correlated with EDV and ESV (r = - 0.700 to - 0.594, P < 0.001). CONCLUSION CZT SPECT GMPI provided left ventricular mechanical contraction synchrony parameters that correlated well with left ventricular systolic function. Worse left ventricular mechanical contraction synchrony lead to decreased LVEF, making the systolic synchrony parameters valuable in the prediction of left ventricular systolic function.
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Affiliation(s)
- Qiting Sun
- grid.452461.00000 0004 1762 8478Department of Nuclear Medicine, First Hospital of Shanxi Medical University, Collaborative Innovation Center for Molecular Imaging of Precision Medicine, 85 Jiefang Nan Road, Taiyuan, 030001 Shanxi Province China
| | - Ruiliang Huang
- grid.477944.d0000 0005 0231 8693Department of Radiology, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Songhai Fu
- grid.477944.d0000 0005 0231 8693Department of Nuclear Medicine, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Chen Wu
- grid.477944.d0000 0005 0231 8693Department of Nuclear Medicine, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Xuliang Guo
- grid.477944.d0000 0005 0231 8693Department of Nuclear Medicine, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Tianliang Li
- grid.477944.d0000 0005 0231 8693Department of Ultrasound, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Yuehong Hou
- grid.477944.d0000 0005 0231 8693Department of Radiology, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Fei Wang
- grid.477944.d0000 0005 0231 8693Department of Cardiology, Shanxi Cardiovascular Hospital, Taiyuan, China
| | - Rui Xi
- grid.452461.00000 0004 1762 8478Department of Nuclear Medicine, First Hospital of Shanxi Medical University, Collaborative Innovation Center for Molecular Imaging of Precision Medicine, 85 Jiefang Nan Road, Taiyuan, 030001 Shanxi Province China
| | - Sijin Li
- grid.452461.00000 0004 1762 8478Department of Nuclear Medicine, First Hospital of Shanxi Medical University, Collaborative Innovation Center for Molecular Imaging of Precision Medicine, 85 Jiefang Nan Road, Taiyuan, 030001 Shanxi Province China
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Jiang Z, Zhou W. Left ventricular mechanical dyssynchrony for CAD diagnosis: Does it have incremental clinical values? J Nucl Cardiol 2020; 27:251-253. [PMID: 30218216 DOI: 10.1007/s12350-018-1440-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2018] [Accepted: 08/31/2018] [Indexed: 12/01/2022]
Affiliation(s)
- Zhixin Jiang
- Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu, China.
| | - Weihua Zhou
- School of Computing, University of Southern Mississippi, Long Beach, MS, 39560, USA.
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Liu FS, Wang SY, Shiau YC, Wu YW. The clinical value and safety of ECG-gated dipyridamole myocardial perfusion imaging in patients with aortic stenosis. Sci Rep 2019; 9:12443. [PMID: 31455862 PMCID: PMC6712027 DOI: 10.1038/s41598-019-48901-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Accepted: 08/15/2019] [Indexed: 12/31/2022] Open
Abstract
The role of vasodilator myocardial perfusion imaging (MPI) for aortic stenosis (AS) is controversial due to safety and accuracy concerns. In addition, its utility after aortic valve (AV) interventions remains unclear. Patients with AS who underwent thallium-201-gated dipyridamole MPI using a cadmium-zinc-telluride camera were retrospectively reviewed and divided into three groups: mild AS, moderate-to-severe AS, and prior AV interventions. Patients with coronary artery disease with ≥50% stenosis, severe arrhythmia, left ventricular ejection fraction (LVEF) <40%, left bundle branch block or no follow-up were excluded. Relationships between the severity of AS, clinical characteristics, hemodynamic response, serious adverse events (SAE) and MPI parameters were analyzed. None of the 47 patients had SAE, including significant hypotension or LVEF reduction. The moderate-to-severe AS group had higher summed stress scores (SSSs) and depressed LVEF than the mild AS group, however there were no differences after AV interventions. SSS was positively correlated with AV mean pressure gradient, post-stress lung-heart ratio (LHRs), and post-stress end-diastolic volume (EDVs) (P < 0.05). In multivariate analysis, LHRs and EDVs were independent contributors to SSS. Dipyridamole-induced ischemia and LV dysfunction is common, and dipyridamole stress could be a safe diagnostic tool in evaluation and follow-up in patients with AS.
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Affiliation(s)
- Fang-Shin Liu
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Shan-Ying Wang
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.,Department of Nuclear Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei City, Taiwan
| | - Yu-Chien Shiau
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Yen-Wen Wu
- Department of Nuclear Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan. .,Division of Cardiology, Cardiovascular Medical Center, Far Eastern Memorial Hospital, New Taipei City, Taiwan. .,National Yang-Ming University School of Medicine, Taipei, Taiwan. .,Department of Nuclear Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei City, Taiwan.
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