PET Mapping of Receptor Occupancy Using Joint Direct Parametric Reconstruction
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作者:
Marin, Thibault
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Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Marin, Thibault
[1
,2
]
Belov, Vasily
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Cerevel Therapeut, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Belov, Vasily
[1
,4
]
Chemli, Yanis
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Chemli, Yanis
[1
,2
]
Ouyang, Jinsong
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Ouyang, Jinsong
[1
,2
]
Najmaoui, Yassir
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机构:
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USA
Univ Sherbrooke, Dept Comp Engn, Sherbrooke, PQ, CanadaHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Najmaoui, Yassir
[2
,3
]
El Fakhri, Georges
论文数: 0引用数: 0
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
El Fakhri, Georges
[1
,2
]
Duvvuri, Sridhar
论文数: 0引用数: 0
h-index: 0
机构:Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Duvvuri, Sridhar
Iredale, Philip
论文数: 0引用数: 0
h-index: 0
机构:Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Iredale, Philip
Guehl, Nicolas J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Guehl, Nicolas J.
[1
,2
]
Normandin, Marc D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Normandin, Marc D.
[1
,2
]
Petibon, Yoann
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Takeda, Tokyo 1038668, JapanHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
Petibon, Yoann
[5
,6
]
机构:
[1] Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Dept Radiol, Boston, MA 02115 USA
[2] Yale Univ, Yale PET Ctr, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USA
Kinetic theory;
Image reconstruction;
Estimation;
Drugs;
Data models;
Biomedical measurement;
Positron emission tomography;
Brain modeling;
Noise;
Linear programming;
Direct reconstruction;
drug development;
dynamic PET;
joint reconstruction;
parametric imaging;
receptor occupancy;
POSITRON-EMISSION-TOMOGRAPHY;
IMAGE-RECONSTRUCTION;
ORDERED SUBSETS;
IN-VIVO;
BINDING;
ALGORITHMS;
D O I:
10.1109/TBME.2024.3486191
中图分类号:
R318 [生物医学工程];
学科分类号:
0831 ;
摘要:
Receptor occupancy (RO) studies using PET neuroimaging play a critical role in the development of drugs targeting the central nervous system (CNS). The conventional approach to estimate drug receptor occupancy consists in estimation of binding potential changes between two PET scans (baseline and post-drug injection). This estimation is typically performed separately for each scan by first reconstructing dynamic PET scan data before fitting a kinetic model to time activity curves. This approach fails to properly model the noise in PET measurements, resulting in poor RO estimates, especially in low receptor density regions. Objective: In this work, we evaluate a novel joint direct parametric reconstruction framework to directly estimate distributions of RO and other kinetic parameters in the brain from a pair of baseline and post-drug injection dynamic PET scans. Methods: The proposed method combines the use of regularization on RO maps with alternating optimization to enable estimation of occupancy even in low binding regions. Results: Simulation results demonstrate the quantitative improvement of this method over conventional approaches in terms of accuracy and precision of occupancy. The proposed method is also evaluated in preclinical in-vivo experiments using 11C-MK-6884 and a muscarinic acetylcholine receptor 4 positive allosteric modulator drug, showing improved estimation of receptor occupancy as compared to traditional estimators. Conclusion: The proposed joint direct estimation framework improves RO estimation compared to conventional methods, especially in intermediate to low-binding regions. Significance: This work could potentially facilitate the evaluation of new drug candidates targeting the CNS.
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Belov, Vasily
Guehl, Nicolas J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
100 Church St, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Guehl, Nicolas J.
Duvvuri, Sridhar
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Duvvuri, Sridhar
Iredale, Philip
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Iredale, Philip
Moon, Sung-Hyun
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Moon, Sung-Hyun
Dhaynaut, Maeva
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Dhaynaut, Maeva
Chakilam, Srinivas
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Chakilam, Srinivas
MacDonagh, Alexander C.
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
MacDonagh, Alexander C.
Rice, Peter A.
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h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Rice, Peter A.
Yokell, Daniel L.
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h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Yokell, Daniel L.
Renger, John J.
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Renger, John J.
El Fakhri, Georges
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
El Fakhri, Georges
Normandin, Marc D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
801 Howard Ave,POB 208048, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
机构:
Univ London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Cunningham, Vincent J.
Rabiner, Eugenii A.
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机构:
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Rabiner, Eugenii A.
Slifstein, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Psychiat, New York, NY USAUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Slifstein, Mark
Laruelle, Marc
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Psychiat, New York, NY USA
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Laruelle, Marc
Gunn, Roger N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Belov, Vasily
Guehl, Nicolas J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
100 Church St, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Guehl, Nicolas J.
Duvvuri, Sridhar
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Duvvuri, Sridhar
Iredale, Philip
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Iredale, Philip
Moon, Sung-Hyun
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Moon, Sung-Hyun
Dhaynaut, Maeva
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Dhaynaut, Maeva
Chakilam, Srinivas
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Chakilam, Srinivas
MacDonagh, Alexander C.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
MacDonagh, Alexander C.
Rice, Peter A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Rice, Peter A.
Yokell, Daniel L.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Yokell, Daniel L.
Renger, John J.
论文数: 0引用数: 0
h-index: 0
机构:
Cerevel Therapeut LLC, Cambridge, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
Renger, John J.
El Fakhri, Georges
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
El Fakhri, Georges
Normandin, Marc D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
801 Howard Ave,POB 208048, New Haven, CT 06520 USAHarvard Med Sch, Massachusetts Gen Hosp, Gordon Ctr Med Imaging, Boston, MA USA
机构:
Univ London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Cunningham, Vincent J.
Rabiner, Eugenii A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Rabiner, Eugenii A.
Slifstein, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Psychiat, New York, NY USAUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Slifstein, Mark
Laruelle, Marc
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Psychiat, New York, NY USA
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England
Laruelle, Marc
Gunn, Roger N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
Univ London Imperial Coll Sci Technol & Med, Div Neurosci & Mental Hlth, London W12 0NN, EnglandUniv London Imperial Coll Sci Technol & Med, Hammersmith Hosp, Clin Imaging Ctr, GlaxoSmithKline, London W12 0NN, England