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Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney Faculty of Health Sciences, University of Sydney Roger Fulton

Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

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Page 1: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Software and Hardware Advances in

Nuclear Cardiology

Department of Medical Physics, Westmead Hospital, Sydney

Faculty of Health Sciences, University of Sydney

Roger Fulton

Page 2: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Software Advances :

Iterative Reconstruction Algorithms

Page 3: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PatientOriginal projections

Estimated projectionsCurrent estimate

original estimate

update(x ratio)

FP

BP NOCHANGE

Maximum Likelihood Expectation Maximisation (MLEM)

Page 4: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Iterative reconstruction algorithms can• model the imaging system and other factors

affecting the measured projections, such as• attenuation• noise• scatter• factors degrading spatial resolution • patient motion

4

Page 5: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Modelling the system response for resolution recovery

Piccinelli M. et al. (2016) Cardiology Clinics, 34(1), 1.

5

Page 6: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PatientOriginal projections

Estimated projectionsCurrent estimate

original estimate

update(x ratio)

FP

BP NOCHANGE

Maximum Likelihood Expectation Maximization (MLEM)

6

Page 7: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Accelerating Iterative Reconstruction :

Ordered Subsets EM (OSEM)

Page 8: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

2 projections/subset8 subsets

4 projections/subset4 subsets

8 projections/subset2 subsets

‘Ordered Subsets’ reconstruction

Acceleration factor = Number of subsets

Page 9: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Acceleration with Ordered Subsets (OSEM)

Allessio A. & Kinahan P., in Henkin R. (ed.), Nuclear Medicine, 2nd ed., 2006.9

Page 10: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PET point spread function (PSF) modelling

Page 11: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PSF modelling

Casey M. (2007) Siemens Molecular Imaging

Radial distance (cm)

Ave

rage

Res

olut

ion

(mm

FW

HM

)

11

Page 12: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Casey M. (2007) Siemens Molecular Imaging

Anthropomorphic Torso Phantom with four 12mm 1.4 MBq 68Ge spheres in warm background.

PSF

AW-OSEM

PSF modelling – realistic conditions

AW-OSEM PSF

Distance from center (mm)

Lesi

on to

Bac

kgro

und

12

Page 13: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PET resolution recovery with OSEM

Le Meunier L et al., J Nucl Cardiol 2010;17(3):414-426

OSEM +RR

OSEM

13

Page 14: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

SPECT Hardware Advances

Page 15: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Dedicated cardiac imaging systems• Optimized for cardiac imaging• New solid state detectors• Multi-pinhole or high-sensitivity parallel-hole

collimators.

Goals• reduced acquisition time • reduced radiation dose

15

Page 16: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Cadmium zinc telluride (CZT) detectors

• high count rate capability (> 10 million photons/s/mm2).• superior intrinsic spatial resolution (~2.5mm FWHM)• superior resolution (~1.5% @ 140 keV)• expensive. • Convert -ray energy directly to electrical signal – no need for

PMTs.• enable smaller and more efficient devices

16

Page 17: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

D-SPECT (Spectrum Dynamics)

• Detector columns swivel through 110º

• Pixelated as 16x16 CZT elements.

• High-sensitivity parallel hole collimator

17

Page 18: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Discovery NM 530c (GE)

• 19 pinhole collimators, each with 4 pixelated CZT detectors

• No detector motion

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Page 19: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

IQ-SPECT (Siemens)

• Confocal collimators with conventional SPECT[/CT] camera.

• Converging holes magnify the heart

• Sensitivity more than double conventional SPECT.

19

Page 20: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Cardius 3 XPO (Digirad)

• 3 solid state detectors

• Pixelated CsI(Tl), silicon photodiodes

• Rotating chair

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Page 21: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Dedicated Cardiac SPECT cameras

• Better image resolution and improved count sensitivity than conventional dual-head SPECT systems.

• Improved sensitivity => shorter imaging times (or lower injected dose), dynamic studies.

Slomka PJ et al. Seminars in Nuclear Medicine. 2014; 44(4): 232-51. 21

Page 22: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Attenuation correction• Offered by most vendors;

• IQ SPECT, NM 530c – SPECT/CT configuration available• Cardius 3 XPO – x-ray based system optional• D-SPECT – not available• If hardware unavailable AC can be performed using a separately acquired

CT scan.

Slomka P et al., Semin Nucl Med 44:232-251, 2014

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Page 23: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PET Hardware Advances

Page 24: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PET/CT Cardiac Imaging

GE Discovery MI Siemens mCT

• F18-FDG for viability, N13- ammonia or Rb82 for perfusion imaging.• Higher spatial and temporal resolution, and sensitivity, than

SPECT• Combines structure and function• High-end CTs => CT-coronary angiography and calcium scoring.

Philips Ingenuity TF

24

Page 25: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

T1T2

c = speed of light2)12( cTTx

x0

Time-of-Flight (TOF) PET

Courtesy M. Conti, Siemens Medical Solutions

Page 26: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Non-TOF TOF

Time-of-Flight (TOF) PET

Page 27: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

TOF and RR reconstruction (82Rb PET/CT)

Slomka, P. et al. J Nucl Cardiol (2005) 12: 66

OSEM with TOF and RROSEM

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Page 28: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

PET/MR

• Concurrent imaging => simultaneous cardiac gating of PET and MR data.

• No radiation exposure from CT• Advanced functional and molecular cardiac imaging with MR• Deriving attenuation map is challenging• Electromagnetic fields problematic for patients with pacemakers,

implantable defibrillators.

Siemens mMRGE Signa PET/MR

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Page 29: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Conclusions

Software advances• Efficient iterative reconstruction algorithms with ability to model and

compensate for physical effects that degrade image quality, e.g.

• attenuation

• noise

• scatter

• spatial resolution loss

• motion

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Page 30: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Conclusions

SPECT Hardware• new dedicated cardiac SPECT systems give up to 2x improvement in spatial

resolution and 7x reduction of radiation dose or time compared with conventional SPECT.

• dedicated scanners are relatively costly.

• conventional SPECT systems will be around for a while

• some vendors offer retrofitting of dedicated cardiac collimators to conventional scanners.

• not all offer attenuation correction

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Page 31: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Conclusions

PET Hardware• Hybrid PET/CT

• New detectors - digital silicon photomultipliers (Si-PMs) and avalanche photodiodes (APDs) have enabled simultaneous PET/MR

• Si-PMs => good timing resolution

• TOF imaging

• Simultaneous PET/MR has entered the clinical arena.

• Time will tell its ultimate clinical role.

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Page 32: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Thank you

32

Page 33: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

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Page 34: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Recent PET state-of-the-art• Fast scintillators (LSO, LYSO) for improved high count rate performance, and

and better random rejection than previous BGO

• 3D acquisition for improved sensitivity

• Smaller detector elements for increased spatial resolution (~ 4.5mm FWHM)

• Large axial coverage (up to 25cm)

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Page 35: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

SUMMARY

Recent software and hardware developments in nuclear cardiology have delivered many improvements.• Iterative reconstruction algorithms for improved image

quality and quantitative accuracy

• New detectors with improved high count rate performance, energy resolution and timing resolution

• Dedicated SPECT systems with improved sensitivity and spatial resolution

• Hybrid PET/CT and PET/MR systems with TOF and resolution modelling.

• All of these have already-established or potential benefits for cardiac imaging. Time will determine their ultimate role.

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Page 36: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Reconstructing Attenuation Map from Emission data

MLAA • Simultaneous iterative (maximum likelihood) reconstruction of 

attenuation and activity Nuyts et al. IEEE Trans Med Imag 18(5): 393‐403, 1999.

• Both attenuation and activity derived from the  measured emission data.

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Page 37: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

TOF-PET data determine the attenuation up to a constant

CT-based attenuation

TOF-PET-based attenuation

37

Page 38: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

TOF-PET data determine the attenuation up to a constant

CT-based attenuation

TOF-PET-based attenuation

Exchanging contours reveals PET/CT mismatch38

Page 39: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Dose Reduction - D-SPECT Simulation

Nakazato R et al. , J Nucl Med 2013; 54:373–379 39

Page 40: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

In and out pressure from ventilator

Gel with background activity

Inflatable balloon

Hot spheres attached to balloon (10mm diameter)

Vent

Methods: Tumor Phantom Model

PETExternal trigger

MR

“Beating Phantom”

Guerin and El Fakhri, Med Phys 2011

Page 41: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Tumor Phantom Results: Motion estimation

Source Target Estimated motion

Page 42: Software and Hardware Advances in Nuclear Cardiology...2016/10/12  · Software and Hardware Advances in Nuclear Cardiology Department of Medical Physics, Westmead Hospital, Sydney

Methods: Tagged MR

GRE sequence GRE sequence with tagging

Tagging patterns provide additional motion information.