4.6 Article

DOI estimation through signal arrival time distribution: a theoretical description including proof of concept measurements

Journal

PHYSICS IN MEDICINE AND BIOLOGY
Volume 66, Issue 9, Pages -

Publisher

IOP Publishing Ltd
DOI: 10.1088/1361-6560/abf604

Keywords

time-of-flight PET; time resolution; depth-of-interaction; scintillation detectors

Funding

  1. Natural Sciences and Engineering Research Council of Canada (NSERC) [RGPIN-2019-06187]
  2. ERC [338953]
  3. Alexander Graham Bell Graduate Scholarship
  4. NSERC
  5. Mitacs Globalink Research Internship grant
  6. Quebec Bio-imaging Network (QBIN) Training Abroad grant
  7. Sherbrooke Molecular Imaging Center
  8. European Research Council (ERC) [338953] Funding Source: European Research Council (ERC)

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The paper discusses the challenges in achieving 10 ps CTR in TOF-PET globally and presents the concept of time-based DOI estimation. Experimental measurements and simulation studies demonstrate the effectiveness of this concept in improving timing precision of detectors. This two-step approach provides insights into utilizing timing signal features for DOI estimation in order to achieve ultra-fast CTR while maintaining detection efficiency for TOF PET.
The challenge to reach 10 ps coincidence time resolution (CTR) in time-of-flight positron emission tomography (TOF-PET) is triggering major efforts worldwide, but timing improvements of scintillation detectors will remain elusive without depth-of-interaction (DOI) correction in long crystals. Nonetheless, this momentum opportunely brings up the prospect of a fully time-based DOI estimation since fast timing signals intrinsically carry DOI information, even with a traditional single-ended readout. Consequently, extracting features of the detected signal time distribution could uncover the spatial origin of the interaction and in return, provide enhancement on the timing precision of detectors. We demonstrate the validity of a time-based DOI estimation concept in two steps. First, experimental measurements were carried out with current LSO:Ce:Ca crystals coupled to FBK NUV-HD SiPMs read out by fast high-frequency electronics to provide new evidence of a distinct DOI effect on CTR not observable before with slower electronics. Using this detector, a DOI discrimination using a double-threshold scheme on the analog timing signal together with the signal intensity information was also developed without any complex readout or detector modification. As a second step, we explored by simulation the anticipated performance requirements of future detectors to efficiently estimate the DOI and we proposed four estimators that exploit either more generic or more precise features of the DOI-dependent timestamp distribution. A simple estimator using the time difference between two timestamps provided enhanced CTR. Additional improvements were achieved with estimators using multiple timestamps (e.g. kernel density estimation and neural network) converging to the Cramer-Rao lower bound developed in this work for a time-based DOI estimation. This two-step study provides insights on current and future possibilities in exploiting the timing signal features for DOI estimation aiming at ultra-fast CTR while maintaining detection efficiency for TOF PET.

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