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Hemmingsson J, Svensson J, Hallqvist A, Smits K, Johanson V, Bernhardt P. Specific Uptake in the Bone Marrow Causes High Absorbed Red Marrow Doses During [ 177Lu]Lu-DOTATATE Treatment. J Nucl Med 2023; 64:1456-1462. [PMID: 37290797 PMCID: PMC10478826 DOI: 10.2967/jnumed.123.265484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 05/03/2023] [Indexed: 06/10/2023] Open
Abstract
Bone marrow suppression is a common side effect after [177Lu]Lu-DOTATATE treatment of neuroendocrine neoplasms. Neuroendocrine neoplasms share expression of somatostatin receptor type 2 with CD34-positive hematopoietic progenitor cells, potentially leading to active uptake in the radiosensitive red marrow region where these cells are located. This study aimed to identify and quantify specific red marrow uptake using SPECT/CT images collected after the first treatment cycle. Methods: Seventeen patients diagnosed with neuroendocrine neoplasms were treated with [177Lu]Lu-DOTATATE. Seven of them had confirmed bone metastases. After the first treatment cycle, each patient went through 4 SPECT/CT imaging sessions 4, 24, 48, and 168 h after administration. Monte Carlo-based reconstructions were used to quantify activity concentrations in tumors and multiple skeletal sites presumed to house red marrow: the T9-L5 vertebrae and the ilium portion of the hip bones. The activity concentration from the descending aorta was used as input in a compartment model intended to establish a pure red marrow biodistribution by separating the nonspecific blood-based contribution from the specific activity concentration in red marrow. The biodistributions from the compartment model were used to perform red marrow dosimetry at each skeletal site. Results: Increased uptake of [177Lu]Lu-DOTATATE was observed in the T9-L5 vertebrae and hip bones in all 17 patients compared with activity concentrations in the aorta. The mean specific red marrow uptake was 49% (range, 0%-93%) higher than the nonspecific uptake. The median (±SD) total absorbed dose to the red marrow was 0.056 ± 0.023 Gy/GBq and 0.043 ± 0.022 Gy/GBq for the mean of all vertebrae and hip bones, respectively. The patients with bone metastases had an absorbed dose of 0.085 ± 0.046 Gy/GBq and 0.069 ± 0.033 Gy/GBq for the vertebrae and hip bones, respectively. The red marrow elimination phase was statistically slower in patients with fast tumor elimination, which is in line with transferrin transport of 177Lu back to the red marrow. Conclusion: Our results suggest that specific red marrow uptake of [177Lu]Lu-DOTATATE is in line with observations of somatostatin receptor type 2-expressing hematopoietic progenitor cells within the bone marrow. Blood-based dosimetry methods fail to account for the prolonged elimination of specific uptake and underestimate the absorbed dose to red marrow.
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Affiliation(s)
- Jens Hemmingsson
- Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden;
| | - Johanna Svensson
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden
- Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Andreas Hallqvist
- Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden
- Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Katja Smits
- Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden
| | - Viktor Johanson
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden; and
| | - Peter Bernhardt
- Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, Gothenburg, Sweden
- Department of Medical Physics and Medical Bioengineering, Sahlgrenska University Hospital, Gothenburg, Sweden
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Zavadovsky KV, Mochula AV, Maltseva AN, Shipulin VV, Sazonova SI, Gulya MO, Liga R, Gimelli A. The current status of CZT SPECT myocardial blood flow and reserve assessment: Tips and tricks. J Nucl Cardiol 2022; 29:3137-3151. [PMID: 33939162 DOI: 10.1007/s12350-021-02620-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 03/29/2021] [Accepted: 03/29/2021] [Indexed: 01/18/2023]
Abstract
Cardiac PET-derived measurements of myocardial blood flow (MBF) and myocardial flow reserve (MFR) are proven robust indexes of the severity of coronary artery disease (CAD). They facilitate the diagnosis of diffuse epicardial and microvascular disease and are also of prognostic significance. However, low availability and high cost have limited their wide clinical implementation. Over the last 15 years, cadmium zinc telluride (CZT)-based detectors have been implemented into SPECT imaging devices. Myocardial perfusion scintigraphy can be performed faster and with less radiation exposure as compared with standard gamma cameras. Rapid dynamic SPECT studies with higher count rates can be performed. This technological breakthrough has renewed the interest in SPECT MBF assessment in patients with CAD. Currently, two cardiac-centered CZT gamma cameras are available commercially-Discovery NM530c and D-SPECT. They differ in parameters such as collimator design, number of detectors, sensitivity, spatial resolution and image reconstruction. A number of publications have focused on the feasibility of dynamic CZT SPECT and on the correlation with cardiac PET and invasive coronary angiography measurements of fractional flow reserve. Current study reviews the present status of MBF and MFR assessment with CZT SPECT. It also aims to provide an overview of specific issues related to acquisition, processing and interpretation of quantitative studies in patients with CAD.
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Affiliation(s)
- Konstantin V Zavadovsky
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia.
- Siberian State Medical University, Tomsk, Russia.
| | - Andrew V Mochula
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia
| | - Alina N Maltseva
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia
| | - Vladimir V Shipulin
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia
| | - Svetlana I Sazonova
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia
| | - Marina O Gulya
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kievskaya Str 111A, Tomsk, 634012, Russia
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Huh Y, Shrestha UM, Gullberg GT, Seo Y. Monte Carlo Simulation and Reconstruction: Assessment of Myocardial Perfusion Imaging of Tracer Dynamics With Cardiac Motion Due to Deformation and Respiration Using Gamma Camera With Continuous Acquisition. Front Cardiovasc Med 2022; 9:871967. [PMID: 35911544 PMCID: PMC9326051 DOI: 10.3389/fcvm.2022.871967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 06/16/2022] [Indexed: 11/24/2022] Open
Abstract
Purpose Myocardial perfusion imaging (MPI) with single photon emission computed tomography (SPECT) is routinely used for stress testing in nuclear medicine. Recently, our group extended its potential going from 3D visual qualitative image analysis to 4D spatiotemporal reconstruction of dynamically acquired data to capture the time variation of the radiotracer concentration and the estimated myocardial blood flow (MBF) and coronary flow reserve (CFR). However, the quality of reconstructed image is compromised due to cardiac deformation and respiration. The work presented here develops an algorithm that reconstructs the dynamic sequence of separate respiratory and cardiac phases and evaluates the algorithm with data simulated with a Monte Carlo simulation for the continuous image acquisition and processing with a slowly rotating SPECT camera. Methods A clinically realistic Monte Carlo (MC) simulation is developed using the 4D Extended Cardiac Torso (XCAT) digital phantom with respiratory and cardiac motion to model continuous data acquisition of dynamic cardiac SPECT with slowly rotating gamma cameras by incorporating deformation and displacement of the myocardium due to cardiac and respiratory motion. We extended our previously developed 4D maximum-likelihood expectation-maximization (MLEM) reconstruction algorithm for a data set binned from a continuous list mode (LM) simulation with cardiac and respiratory information. Our spatiotemporal image reconstruction uses splines to explicitly model the temporal change of the tracer for each cardiac and respiratory gate that delineates the myocardial spatial position as the tracer washes in and out. Unlike in a fully list-mode data acquisition and reconstruction the accumulated photons are binned over a specific but very short time interval corresponding to each cardiac and respiratory gate. Reconstruction results are presented showing the dynamics of the tracer in the myocardium as it continuously deforms. These results are then compared with the conventional 4D spatiotemporal reconstruction method that models only the temporal changes of the tracer activity. Mean Stabilized Activity (MSA), signal to noise ratio (SNR) and Bias for the myocardium activities for three different target-to-background ratios (TBRs) are evaluated. Dynamic quantitative indices such as wash-in (K1) and wash-out (k2) rates at each gate were also estimated. Results The MSA and SNR are higher with higher TBRs while biases were improved with higher TBRs to less than 10%. The correlation between exhalation-inhalation sequence with the ground truth during respiratory cycle was excellent. Our reconstruction method showed better resolved myocardial walls during diastole to systole as compared to the ungated 4D image. Estimated values of K1 and k2 were also consistent with the ground truth. Conclusion The continuous image acquisition for dynamic scan using conventional two-head gamma cameras can provide valuable information for MPI. Our study demonstrated the viability of using a continuous image acquisition method on a widely used clinical two-head SPECT system. Our reconstruction method showed better resolved myocardial walls during diastole to systole as compared to the ungated 4D image. Precise implementation of reconstruction algorithms, better segmentation techniques by generating images of different tissue types and background activity would improve the feasibility of the method in real clinical environment.
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Affiliation(s)
- Yoonsuk Huh
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Uttam M. Shrestha
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Grant T. Gullberg
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
- Molecular Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Youngho Seo
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
- Molecular Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Department of Nuclear Engineering, University of California, Berkeley, Berkeley, CA, United States
- *Correspondence: Youngho Seo,
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de Souza ACDAH, Harms HJ, Martell L, Bibbo C, Harrington M, Sullivan K, Hainer J, Dorbala S, Blankstein R, Taqueti VR, Foley Kijewski M, Park MA, Meretta A, Breault C, Roth N, Poitrasson-Rivière A, Soman P, Gullberg GT, Di Carli MF. Accuracy and Reproducibility of Myocardial Blood Flow Quantification by Single Photon Emission Computed Tomography Imaging in Patients With Known or Suspected Coronary Artery Disease. Circ Cardiovasc Imaging 2022; 15:e013987. [PMID: 35674051 DOI: 10.1161/circimaging.122.013987] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Single photon emission computed tomography (SPECT) has limited ability to identify multivessel and microvascular coronary artery disease. Gamma cameras with cadmium zinc telluride detectors allow the quantification of absolute myocardial blood flow (MBF) and myocardial flow reserve (MFR). However, evidence of its accuracy is limited, and of its reproducibility is lacking. We aimed to validate 99mTc-sestamibi SPECT MBF and MFR using standard and spline-fitted reconstruction algorithms compared with 13N-ammonia positron emission tomography in a cohort of patients with known or suspected coronary artery disease and to evaluate the reproducibility of this technique. METHODS Accuracy was assessed in 34 participants who underwent dynamic 99mTc-sestamibi SPECT and 13N-ammonia positron emission tomography and reproducibility in 14 participants who underwent 2 99mTc-sestamibi SPECT studies, all within 2 weeks. A rest/pharmacological stress single-day SPECT protocol was performed. SPECT images were reconstructed using a standard ordered subset expectation maximization (OSEM) algorithm with (N=21) and without (N=30) application of spline fitting. SPECT MBF was quantified using a net retention kinetic model' and MFR was derived as the stress/rest MBF ratio. RESULTS SPECT global MBF with splines showed good correlation with 13N-ammonia positron emission tomography (r=0.81, P<0.001) and MFR estimates (r=0.74, P<0.001). Correlations were substantially weaker for standard reconstruction without splines (r=0.61, P<0.001 and r=0.34, P=0.07, for MBF and MFR, respectively). Reproducibility of global MBF estimates with splines in paired SPECT scans was good (r=0.77, P<0.001), while ordered subset expectation maximization without splines led to decreased MBF (r=0.68, P<0.001) and MFR correlations (r=0.33, P=0.3). There were no significant differences in MBF or MFR between the 2 reproducibility scans independently of the reconstruction algorithm (P>0.05 for all). CONCLUSIONS MBF and MFR quantification using 99mTc-sestamibi cadmium zinc telluride SPECT with spatiotemporal spline fitting improved the correlation with 13N-ammonia positron emission tomography flow estimates and test/retest reproducibility. The use of splines may represent an important step toward the standardization of SPECT flow estimation.
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Affiliation(s)
- Ana Carolina do A H de Souza
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Hendrik J Harms
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Laurel Martell
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Courtney Bibbo
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.).,Spectrum Dynamics Medical, Caesarea, Israel (C.B., N.R.)
| | - Meagan Harrington
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Kyle Sullivan
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Jon Hainer
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Sharmila Dorbala
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Ron Blankstein
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Viviany R Taqueti
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Marie Foley Kijewski
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Mi-Ae Park
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Alejandro Meretta
- Instituto Cardiovascular de Buenos Aires, Buenos Aires, Argentina (A.M.)
| | - Christopher Breault
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
| | - Nathaniel Roth
- Spectrum Dynamics Medical, Caesarea, Israel (C.B., N.R.)
| | | | - Prem Soman
- Heart and Vascular Institute, University of Pittsburgh Medical Center, Pittsburgh, PA (P.S.)
| | - Grant T Gullberg
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA (G.T.G.)
| | - Marcelo F Di Carli
- Cardiovascular Imaging Program, Departments of Medicine and Radiology, Brigham and Women's Hospital, Boston, MA (A.C.d.A.H.d.S., H.J.H., L.M., C.B., M.H., K.S., J.H., S.D., R.B., V.R.T., M.F., M.-A.P., M.F.D.C.)
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Abstract
Cardiac imaging has a pivotal role in the prevention, diagnosis and treatment of ischaemic heart disease. SPECT is most commonly used for clinical myocardial perfusion imaging, whereas PET is the clinical reference standard for the quantification of myocardial perfusion. MRI does not involve exposure to ionizing radiation, similar to echocardiography, which can be performed at the bedside. CT perfusion imaging is not frequently used but CT offers coronary angiography data, and invasive catheter-based methods can measure coronary flow and pressure. Technical improvements to the quantification of pathophysiological parameters of myocardial ischaemia can be achieved. Clinical consensus recommendations on the appropriateness of each technique were derived following a European quantitative cardiac imaging meeting and using a real-time Delphi process. SPECT using new detectors allows the quantification of myocardial blood flow and is now also suited to patients with a high BMI. PET is well suited to patients with multivessel disease to confirm or exclude balanced ischaemia. MRI allows the evaluation of patients with complex disease who would benefit from imaging of function and fibrosis in addition to perfusion. Echocardiography remains the preferred technique for assessing ischaemia in bedside situations, whereas CT has the greatest value for combined quantification of stenosis and characterization of atherosclerosis in relation to myocardial ischaemia. In patients with a high probability of needing invasive treatment, invasive coronary flow and pressure measurement is well suited to guide treatment decisions. In this Consensus Statement, we summarize the strengths and weaknesses as well as the future technological potential of each imaging modality.
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Sciammarella M, Shrestha UM, Seo Y, Gullberg GT, Botvinick EH. A combined static-dynamic single-dose imaging protocol to compare quantitative dynamic SPECT with static conventional SPECT. J Nucl Cardiol 2019; 26:763-771. [PMID: 28776314 PMCID: PMC5920770 DOI: 10.1007/s12350-017-1016-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2017] [Revised: 07/11/2017] [Indexed: 11/28/2022]
Abstract
BACKGROUND SPECT myocardial perfusion imaging (MPI) is a clinical mainstay that is typically performed with static imaging protocols and visually or semi-quantitatively assessed for perfusion defects based upon the relative intensity of myocardial regions. Dynamic cardiac SPECT presents a new imaging technique based on time-varying information of radiotracer distribution, which permits the evaluation of regional myocardial blood flow (MBF) and coronary flow reserve (CFR). In this work, a preliminary feasibility study was conducted in a small patient sample designed to implement a unique combined static-dynamic single-dose one-day visit imaging protocol to compare quantitative dynamic SPECT with static conventional SPECT for improving the diagnosis of coronary artery disease (CAD). METHODS Fifteen patients (11 males, four females, mean age 71 ± 9 years) were enrolled for a combined dynamic and static SPECT (Infinia Hawkeye 4, GE Healthcare) imaging protocol with a single dose of 99mTc-tetrofosmin administered at rest and a single dose administered at stress in a one-day visit. Out of 15 patients, eleven had selective coronary angiography (SCA), 8 within 6 months and the rest within 24 months of SPECT imaging, without intervening symptoms or interventions. The extent and severity of perfusion defects in each myocardial region was graded visually. Dynamically acquired data were also used to estimate the MBF and CFR. Both visually graded images and estimated CFR were tested against SCA as a reference to evaluate the validity of the methods. RESULTS Overall, conventional static SPECT was normal in ten patients and abnormal in five patients, dynamic SPECT was normal in 12 patients and abnormal in three patients, and CFR from dynamic SPECT was normal in nine patients and abnormal in six patients. Among those 11 patients with SCA, conventional SPECT was normal in 5, 3 with documented CAD on SCA with an overall accuracy of 64%, sensitivity of 40% and specificity of 83%. Dynamic SPECT image analysis also produced a similar accuracy, sensitivity, and specificity. CFR was normal in 6, each with CAD on SCA with an overall accuracy of 91%, sensitivity of 80%, and specificity of 100%. The mean CFR was significantly lower for SCA detected abnormal than for normal patients (3.86±1.06 vs 1.94±0. 0.67, P < 0.001). CONCLUSIONS The visually assessed image findings in static and dynamic SPECT are subjective, and may not reflect direct physiologic measures of coronary lesion based on SCA. The CFR measured with dynamic SPECT is fully objective, with better sensitivity and specificity, available only with the data generated from the dynamic SPECT method.
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Affiliation(s)
- Maria Sciammarella
- Division of Cardiology, Department of Medicine, University of California, San Francisco, CA, USA
| | - Uttam M Shrestha
- Department of Radiology and Biomedical Imaging, University of California, 185 Berry St., Suite 350, San Francisco, CA, 94143-0946, USA.
| | - Youngho Seo
- Department of Radiology and Biomedical Imaging, University of California, 185 Berry St., Suite 350, San Francisco, CA, 94143-0946, USA
| | - Grant T Gullberg
- Department of Radiology and Biomedical Imaging, University of California, 185 Berry St., Suite 350, San Francisco, CA, 94143-0946, USA
| | - Elias H Botvinick
- Division of Cardiology, Department of Medicine, University of California, San Francisco, CA, USA
- Department of Radiology and Biomedical Imaging, University of California, 185 Berry St., Suite 350, San Francisco, CA, 94143-0946, USA
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7
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Abstract
Cardiac SPECT continues to play a critical role in detecting and managing cardiovascular disease, in particularly coronary artery disease (CAD) (Jaarsma et al 2012 J. Am. Coll. Cardiol. 59 1719-28), (Agostini et al 2016 Eur. J. Nucl. Med. Mol. Imaging 43 2423-32). While conventional dual-head SPECT scanners using parallel-hole collimators and scintillation crystals with photomultiplier tubes are still the workhorse of cardiac SPECT, they have the limitations of low photon sensitivity (~130 count s-1 MBq-1), poor image resolution (~15 mm) (Imbert et al 2012 J. Nucl. Med. 53 1897-903), relatively long acquisition time, inefficient use of the detector, high radiation dose, etc. Recently our field observed an exciting growth of new developments of dedicated cardiac scanners and collimators, as well as novel imaging algorithms for quantitative cardiac SPECT. These developments have opened doors to new applications with potential clinical impact, including ultra-low-dose imaging, absolute quantification of myocardial blood flow (MBF) and coronary flow reserve (CFR), multi-radionuclide imaging, and improved image quality as a result of attenuation, scatter, motion, and partial volume corrections (PVCs). In this article, we review the recent advances in cardiac SPECT instrumentation and imaging methods. This review mainly focuses on the most recent developments published since 2012 and points to the future of cardiac SPECT from an imaging physics perspective.
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Affiliation(s)
- Jing Wu
- Department of Radiology and Biomedical Imaging, Yale University, New Haven, United States of America
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8
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Mohseni M, Faghihi R, Haghighatafshar M, Entezarmahdi SM. Effects of the attenuation correction and reconstruction method parameters on conventional cardiac dynamic SPECT. Medicine (Baltimore) 2018; 97:e12239. [PMID: 30278494 PMCID: PMC6181552 DOI: 10.1097/md.0000000000012239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Accepted: 08/11/2018] [Indexed: 11/25/2022] Open
Abstract
Nuclear cardiology has not witnessed development of new tracers or hardware for many years. Hence there is a need for the development of improvised techniques. Dynamic cardiac single photon emission computed tomography (SPECT) is one such technique that has a potential to overcome the limitations of conventional myocardial SPECT including the absolute quantification of blood flow. The main goal of this study is to evaluate the effect of attenuation correction (AC) on estimation of the washout parameters extracted from dynamic SPECT using a conventional protocol. The effect of the postprocessing on quantitative evaluation of dynamic SPECT is also assessed.A physical phantom was employed to physically simulate the dynamic behavior of a heart in the thorax. Using a dual detector SPECT system, 180° tomographic data in every 90 seconds were acquired. The SPECT data were reconstructed using ordered subset expectation maximization (OSEM) method while different iterations and a Butterworth filter with different cut-off frequencies were applied. Estimated washout parameter of the time activity curves (TACs) was compared with applying AC or without it.Results show that AC can improve the bias of computed washout parameter in normal regions (average bias reduction in normal ROI: 7%). Moreover, the postreconstruction filtering and reducing the number of iterations in reconstructing phase can reduce the variance of the computed washout values in normal regions (from 3.99% for cut-off frequency 0.5 cycle/cm and 32 times update in OSEM to 2.05% for cut-off frequency 0.35 cycle/cm and 16 times update in OSEM). They also reduce the actual size of the defect region (13% reduction in defect extent for above change in reconstruction parameters).According to the results, the AC and postprocessing filtration can directly affect the standard deviation of washout value acquired by cardiac dynamic SPECT. These parameters also showed a direct effect on the defect extent in final results. The study showed that the AC may partly improve the bias of calculated normal washout value. The effect of attenuation correction on the defective washout value could not be answered comprehensively in this paper.
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Affiliation(s)
- Mohammadreza Mohseni
- Nuclear Medicine and Molecular Imaging Research Center, Namazi Teaching Hospital, Shiraz University of Medical Sciences
- Nuclear Engineering Department
| | - Reza Faghihi
- Nuclear Engineering Department
- Radiation Research Center, Shiraz University, Shiraz
| | - Mahdi Haghighatafshar
- Nuclear Medicine and Molecular Imaging Research Center, Namazi Teaching Hospital, Shiraz University of Medical Sciences
| | - Seyed Mohammad Entezarmahdi
- Nuclear Medicine and Molecular Imaging Research Center, Namazi Teaching Hospital, Shiraz University of Medical Sciences
- Radiation Medicine Engineering Department, Shahid Beheshti University, GC, Tehran, Iran
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9
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Mitra D, Abdalah M, Boutchko R, Chang H, Shrestha U, Botvinick E, Seo Y, Gullberg GT. Comparison of sparse domain approaches for 4D SPECT dynamic image reconstruction. Med Phys 2018; 45:4493-4509. [PMID: 30027577 DOI: 10.1002/mp.13099] [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: 01/05/2018] [Revised: 07/04/2018] [Accepted: 07/06/2018] [Indexed: 02/04/2023] Open
Abstract
PURPOSE Dynamic imaging (DI) provides additional diagnostic information in emission tomography in comparison to conventional static imaging at the cost of being computationally more challenging. Dynamic single photon emission computed tomography (SPECT) reconstruction is particularly difficult because of the limitations in the sampling geometry present in most existing scanners. We have developed an algorithm Spline Initialized Factor Analysis of Dynamic Structures (SIFADS) that is a matrix factorization method for reconstructing the dynamics of tracers in tissues and blood directly from the projections in dynamic cardiac SPECT, without first resorting to any 3D reconstruction. METHODS SIFADS is different from "pure" factor analysis in dynamic structures (FADS) in that it employs a dedicated spline-based pre-initialization. In this paper, we analyze the convergence properties of SIFADS and FADS using multiple metrics. The performances of the two approaches are evaluated for numerically simulated data and for real dynamic SPECT data from canine and human subjects. RESULTS For SIFADS, metrics analyzed for reconstruction algorithm convergence show better features of the metric curves vs iterations. In addition, SIAFDS provides better tissue segmentations than that from pure FADS. Measured computational times are also typically better for SIFADS implementations than those with pure FADS. CONCLUSION The analysis supports the utility of the pre-initialization of a factorization algorithm for better dynamic SPECT image reconstruction.
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Affiliation(s)
- Debasis Mitra
- School of Computing, Florida Institute of Technology, 150 West University Blvd., Melbourne, FL, 32901, USA
| | - Mahmoud Abdalah
- Radiology and Cancer Imaging, 12902 USF Magnolia Drive, Tampa, FL, 33612, USA
| | - Rostyslav Boutchko
- Molecular Biophys. & Integ. Bio., Lawrence Berkeley National Lab, MS 55R0121, Berkeley, CA, 94720, USA
| | - Haoran Chang
- School of Computing, Florida Institute of Technology, 150 West University Blvd., Melbourne, FL, 32901, USA
| | - Uttam Shrestha
- Physics Research Laboratory, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, 94143-0946, USA
| | - Elias Botvinick
- Physics Research Laboratory, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, 94143-0946, USA
| | - Youngho Seo
- Physics Research Laboratory, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, 94143-0946, USA
| | - Grant T Gullberg
- Molecular Biophys. & Integ. Bio., Lawrence Berkeley National Lab, MS 55R0121, Berkeley, CA, 94720, USA.,Physics Research Laboratory, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, 94143-0946, USA
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Pan H, Chang H, Mitra D, Gullberg GT, Seo Y. Sparse domain approaches in dynamic SPECT imaging with high-performance computing. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2017; 7:283-294. [PMID: 29348983 PMCID: PMC5768923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 05/26/2017] [Accepted: 12/02/2017] [Indexed: 06/07/2023]
Abstract
Iterative reconstruction algorithms often have relatively large computation time affecting their clinical deployment. This is especially true for 4D reconstruction in dynamic imaging (DI). In this work, we have shown how sparse domain approaches and parallelization for static 3D image reconstruction and 4D dynamic image reconstruction (directly from sinogram) in Single Photon Emission Computed Tomography (SPECT), without any intermediate 3D reconstructions, can improve computational efficiency. DI in SPECT is one of the hardest inverse problems in medical image reconstruction area and slow reconstruction is a challenge for this promising protocol. Our work hopefully, paves a new direction toward making DI in SPECT clinically viable. Our 4D reconstruction also is a novel application of non-negative matrix factorization (NNMF) in an inverse problem.
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Affiliation(s)
- Hui Pan
- School of Computing, Florida Institute of TechnologyMelbourne, FL 32901, USA
| | - Haoran Chang
- School of Computing, Florida Institute of TechnologyMelbourne, FL 32901, USA
| | - Debasis Mitra
- School of Computing, Florida Institute of TechnologyMelbourne, FL 32901, USA
| | - Grant T Gullberg
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA 94143, USA
| | - Youngho Seo
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA 94143, USA
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Shrestha UM, Seo Y, Botvinick EH, Gullberg GT. Image reconstruction in higher dimensions: myocardial perfusion imaging of tracer dynamics with cardiac motion due to deformation and respiration. Phys Med Biol 2015; 60:8275-301. [PMID: 26450115 DOI: 10.1088/0031-9155/60/21/8275] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Myocardial perfusion imaging (MPI) using slow rotating large field of view cameras requires spatiotemporal reconstruction of dynamically acquired data to capture the time variation of the radiotracer concentration. In vivo, MPI contains additional degrees of freedom involving unavoidable motion of the heart due to quasiperiodic beating and the effects of respiration, which can severely degrade the quality of the images. This work develops a technique for a single photon emission computed tomography (SPECT) that reconstructs the distribution of the radiotracer concentration in the myocardium using a tensor product of different sets of basis functions that approximately describe the spatiotemporal variation of the radiotracer concentration and the motion of the heart. In this study the temporal B-spline basis functions are chosen to reflect the dynamics of the radiotracer, while the intrinsic deformation and the extrinsic motion of the heart are described by a product of a discrete set of Gaussian basis functions. Reconstruction results are presented showing the dynamics of the tracer in the myocardium as it deforms due to cardiac beating, and is displaced due to respiratory motion. These results are compared with the conventional 4D-spatiotemporal reconstruction method that models only the temporal changes of the tracer activity. The higher dimensional reconstruction method proposed here improves bias, yet the signal-to-noise ratio (SNR) decreases slightly due to redistribution of the counts over the cardiac-respiratory gates. Additionally, there is a trade-off between the number of gates and the number of projections per gate to achieve high contrast images.
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Affiliation(s)
- Uttam M Shrestha
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA. Structural Biology and Imaging Department, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
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12
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A new murine model of sustainable and durable chronic critical limb ischemia fairly mimicking human pathology. Eur J Vasc Endovasc Surg 2015; 49:205-12. [PMID: 25579876 DOI: 10.1016/j.ejvs.2014.12.010] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Accepted: 12/04/2014] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To establish a chronic mouse model of critical limb ischemia (CLI) with in vivo and ex vivo validation, closely mimicking human pathology. METHODS Swiss mice (n = 28) were submitted to sequential unilateral femoral (day 0) and iliac (day 4) ligatures. Ischemia was confirmed by clinical scores (tissue and functional damages) and methoxyisobutylisonitrile (MIBI) scintigraphies at days 0, 4, 6, 10, 20, and 30. At days 10, 20, and 30, muscle mitochondrial respiration, calcium retention capacity (CRC), and production of reactive oxygen species (ROS) were investigated, together with transcripts of mitochondrial biogenesis and antioxidant enzymes. Histological analysis was also performed. RESULTS Clinical and functional damage confirmed CLI. MIBI scintigraphies showed hypoperfusion of the ischemic limb, which remained stable until day 30. Mitochondrial respiration was impaired in ischemic muscles compared with controls (Vmax = 7.93 ± 0.99 vs. 10.09 ± 2.87 mmol/L O2/minute/mg dry weight [dw]; p = .01), together with impaired CRC (7.4 ± 1.6 mmol/L minute/mg dw vs. 11.9 ± 0.9 mmol/L minute/mg dw; p < .001) and biogenesis (41% decrease in peroxisome proliferator-activated receptor gamma coactivator [PGC]-1α, 49% decrease in PGC-1β, and 41% decrease in nuclear respiratory factor-1). Ischemic muscles also demonstrated increased production of ROS under electron paramagnetic resonance (0.084 ± 0.029 vs. 0.051 ± 0.031 mmol/L minute/mg dw; p = .03) and with dihydroethidium staining (3622 ± 604 arbitrary units of fluorescence vs. 1224 ± 324; p < .01), decreased antioxidant enzymes (32% decrease in superoxide dismutase [SOD]1, 41% decrease in SOD2, and 49% decrease in catalase), and myopathic features (wider range in fiber size, rounded shape, centrally located nuclei, and smaller cross-sectional areas). All defects were stable over time. CONCLUSION Sequential femoral and iliac ligatures closely mimic human functional, clinical, scintigraphic, and skeletal muscle mitochondrial characteristics, and could prove useful for testing therapeutic approaches.
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Petretta M, Storto G, Pellegrino T, Bonaduce D, Cuocolo A. Quantitative Assessment of Myocardial Blood Flow with SPECT. Prog Cardiovasc Dis 2015; 57:607-14. [PMID: 25560327 DOI: 10.1016/j.pcad.2014.12.007] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The quantitative assessment of myocardial blood flow (MBF) and coronary flow reserve (CFR) may be useful for the functional evaluation of coronary artery disease, allowing judgment of its severity, tracking of disease progression, and evaluation of the anti-ischemic efficacy of therapeutic strategies. Quantitative estimates of myocardial perfusion and CFR can be derived from single-photon emission computed tomography (SPECT) myocardial perfusion images by use of equipment, tracers, and techniques that are available in most nuclear cardiology laboratories. However, this method underestimates CFR, particularly at high flow rates. The recent introduction of cardiac-dedicated gamma cameras with solid-state detectors provides very fast perfusion imaging with improved resolution, allowing fast acquisition of serial dynamic images during the first pass of a flow agent. This new technology holds great promise for MBF and CFR quantification with dynamic SPECT. Future studies will clarify the effectiveness of dynamic SPECT flow imaging.
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Affiliation(s)
- Mario Petretta
- Department of Translational Medical Sciences, University Federico II, Naples, Italy
| | - Giovanni Storto
- Nuclear Medicine Unit, IRCCS Regional Cancer Hospital CROB, Rionero in Vulture, Italy
| | - Teresa Pellegrino
- Institute of Biostructure and Bioimaging, National Council of Research, Naples, Italy
| | - Domenico Bonaduce
- Department of Translational Medical Sciences, University Federico II, Naples, Italy
| | - Alberto Cuocolo
- Department of Advanced Biomedical Sciences, University Federico II, Naples, Italy.
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Wells RG, Timmins R, Klein R, Lockwood J, Marvin B, deKemp RA, Wei L, Ruddy TD. Dynamic SPECT measurement of absolute myocardial blood flow in a porcine model. J Nucl Med 2014; 55:1685-91. [PMID: 25189340 DOI: 10.2967/jnumed.114.139782] [Citation(s) in RCA: 109] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
UNLABELLED Absolute myocardial blood flow (MBF) and myocardial flow reserve (MFR) provide incremental diagnostic and prognostic information over relative perfusion alone. Recent development of dedicated cardiac SPECT cameras with better sensitivity and temporal resolution make dynamic SPECT imaging more practical. In this study, we evaluate the measurement of MBF using a multipinhole dedicated cardiac SPECT camera in a pig model of rest and transient occlusion at stress using 3 common tracers: (201)Tl, (99m)Tc-tetrofosmin, and (99m)Tc-sestamibi. METHODS Animals (n = 19) were injected at rest/stress with (99m)Tc radiotracers (370/1,100 MBq) or (201)Tl (37/110 MBq) with a 1-h delay between rest and dipyridamole stress. With each tracer, microspheres were injected simultaneously as the gold standard measurement for MBF. Dynamic images were obtained for 11 min starting with each injection. Residual resting activity was subtracted from stress data and images reconstructed with CT-based attenuation correction and energy window-based scatter correction. Dynamic images were processed with kinetic analysis software using a 1-tissue-compartment model to obtain the uptake rate constant K(1) as a function of microsphere MBF. RESULTS Measured extraction fractions agree with those obtained previously using ex vivo techniques. Converting K(1) back to MBF using the measured extraction fractions produced accurate values and good correlations with microsphere MBF: r = 0.75-0.90 (P < 0.01 for all). The correlation in the MFR was between r = 0.57 and 0.94 (P < 0.01). CONCLUSION Noninvasive measurement of absolute MBF with stationary dedicated cardiac SPECT is feasible using common perfusion tracers.
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Affiliation(s)
- R Glenn Wells
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Rachel Timmins
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Ran Klein
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Julia Lockwood
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Brian Marvin
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Robert A deKemp
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
| | - Lihui Wei
- Nordion Inc., Ottawa, Ontario, Canada
| | - Terrence D Ruddy
- Division of Cardiology, University of Ottawa Heart Institute, Ottawa, Ontario, Canada; and
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Zan Y, Boutchko R, Huang Q, Li B, Chen K, Gullberg GT. Fast direct estimation of the blood input function and myocardial time activity curve from dynamic SPECT projections via reduction in spatial and temporal dimensions. Med Phys 2014; 40:092503. [PMID: 24007179 DOI: 10.1118/1.4816944] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Reconstruction of parametric images from dynamic single photon emission computed tomography (SPECT) data acquired with slow rotating cameras is a challenge because the estimation of the time-activity curves (TACs) may involve fitting data to an inconsistent underdetermined system of equations. This work presents a novel algorithm for the estimation of the blood input function and myocardial TAC with high accuracy and high efficiency directly from these projections. METHODS In the proposed dynamic reconstruction method, the information from the segmentation of functional regions from the static reconstructed image was used as a prior to construct a sparse matrix, through which the spatial distribution of the radioactive tracer was represented. Then the temporal distribution of the radioactive tracer was modeled by nonuniform B-spline basis functions which were determined according to a new selection rule. With reduction in both the spatial and temporal dimensions of the reconstructed image, the blood input function and myocardial TAC were estimated using the 4D maximum likelihood expectation maximization algorithm. The method was validated using data from both digital phantom simulations and an experimental rat study. RESULTS Compared with the conventional dynamic SPECT reconstruction method without the reduction in spatial dimensions, the proposed method provides more accurate TACs with less computation time in both phantom simulation studies and a rat experimental study. CONCLUSIONS The proposed method is promising in both providing more accurate time-activity curves and reducing the computation time, which makes it practical for small animal studies using clinical systems with slow rotating cameras.
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Affiliation(s)
- Yunlong Zan
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200030, China and Rui Jin Hospital, School of medicine, Shanghai Jiao Tong University, Shanghai 200030, China
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Alhassen F, Nguyen N, Bains S, Gould RG, Seo Y, Bacharach SL, Song X, Shao L, Gullberg GT, Aparici CM. Myocardial blood flow measurement with a conventional dual-head SPECT/CT with spatiotemporal iterative reconstructions - a clinical feasibility study. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2013; 4:53-59. [PMID: 24380045 PMCID: PMC3867729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 09/23/2013] [Accepted: 10/03/2013] [Indexed: 06/03/2023]
Abstract
Cardiac single photon emission computed tomography (SPECT) cameras typically rotate too slowly around a patient to capture changes in the blood pool activity distribution and provide accurate kinetic parameters. A spatiotemporal iterative reconstruction method to overcome these limitations was investigated. Dynamic rest/stress (99m)Tc-methoxyisobutylisonitrile ((99m)Tc-MIBI) SPECT/CT was performed along with reference standard rest/stress dynamic positron emission tomography (PET/CT) (13)N-NH3 in five patients. The SPECT data were reconstructed using conventional and spatiotemporal iterative reconstruction methods. The spatiotemporal reconstruction yielded improved image quality, defined here as a statistically significant (p<0.01) 50% contrast enhancement. We did not observe a statistically significant difference between the correlations of the conventional and spatiotemporal SPECT myocardial uptake K 1 values with PET K 1 values (r=0.25, 0.88, respectively) (p<0.17). These results indicate the clinical feasibility of quantitative, dynamic SPECT/CT using (99m)Tc-MIBI and warrant further investigation. Spatiotemporal reconstruction clearly provides an advantage over a conventional reconstruction in computing K 1.
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Affiliation(s)
- Fares Alhassen
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Nhan Nguyen
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
- Nuclear Medicine Service, San Francisco Veterans Affairs Medical CenterSan Francisco, CA, USA
| | - Sukhkarn Bains
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Robert G Gould
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Youngho Seo
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Stephen L Bacharach
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | | | | | - Grant T Gullberg
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
- Department of Radiotracer Development & Imaging Technology, Lawrence Berkeley National LaboratoryBerkeley, CA, USA
| | - Carina Mari Aparici
- Center for Molecular and Functional Imaging, Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
- Department of Radiotracer Development & Imaging Technology, Lawrence Berkeley National LaboratoryBerkeley, CA, USA
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