Abstract
Summary and Future perspectives
7
Chapter 7. Summary and Future perspectives
7.1 Summary
Immuno positron emission tomography (immunoPET) is a new diagnostic
tool that combines the specificity of a monoclonal antibody for targeting
specific antigens (over-expressed in tumours) and the high sensitivity of a
PET scanner. In this thesis, new methods for PET/computed tomography
(PET/CT) based in vivo quantification of 89Zr labelled monoclonal antibodies
(mAbs) are presented, investigating their impact on accurate estimation
of organ absorbed and effective radiation doses. In clinical research, firstin-human
PET studies of radiolabelled mAbs can provide information on
the optimal drug dose for tumour targeting, as well as on uptake in critical
(normal) organs to predict toxicity. In addition, pre-therapy PET scans may
have added value in patient selection, as they may give insight in receptor
expression in tumours and drug accumulation over time. Another important
aspect of PET imaging of radiolabelled mAbs is whether the dose deposited
to normal tissue and whole body remains within certain limits. According
to ICRP (1), an investigation that involves an effective radiation dose of >
10mSv is regarded to have a moderate level of risk. ImmunoPET studies
may exceed the latter dose limit, but this can be justified if the benefit of the
patient is substantial such as prevention of serious disease or saving of life. In
conventional [18F]FDG PET/CT studies an important aspect of quantification
in multicentre studies is harmonization of imaging procedures, thereby
ensuring comparable quantitative data between institutes. Although the
same harmonization procedures can be also applied to 89Zr PET/CT studies,
additional radionuclide specific factors (e.g. low count rates, emission of
cascade γ rays) need to be considered and adjustments to the harmonization
protocol may be required. This thesis also deals with PET/CT based radiation
dosimetry for 89Zr-cetuximab with special emphasis on determining
the red marrow absorbed dose. In addition, a fast and accurate method
for semi-automatic delineation of organs in successive scans was developed,
allowing for time-efficient estimation of organ absorbed doses. Finally, an
automatic red marrow delineation method based on active contour was developed
and its impact on accurate estimation of activity concentration and
absorbed dose was investigated against a manual delineation method. This
is of particular interest as red marrow can be the dose limiting tissue in
immunotherapy applications.
Chapters 2 and 3 describe and validate harmonization strategies for
[
18F]FDG and 89Zr PET/CT multicentre studies, respectively. The aim
of this part of the thesis was to explore whether it is feasible to acquire
quantitatively accurate and consistent PET/CT images (for 18F or 89Zr) in
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7.1. Summary
a multicentre setting.
Chapter 2 deals with harmonization strategies for [18F]FDG PET/CT
studies in multicentre trials. Phantom and clinical data were reconstructed
using various settings (i.e. number of iterations and subsets, time-of-flight
kernel width, and blob radius) and were analysed using three different methods
to define volumes of interest (VOI: VOIA50%, VOI3Dpeak and VOImax).
This variation in settings allowed for simulating, to a certain extent, differences
in PET image characteristics that may be encountered in multicentre
trials. The phantom images showed variation in recovery coefficients
(RC) for different reconstruction settings and VOI types. It was shown
that the modified EANM/NEMA phantom was best suited for harmonizing
image quality and quantification, whereas the SNM-CTN phantom was
better suited for assessing lesion detectability. For both phantom and clinical
data, VOIA50% and VOImax showed similar (high) sensitivity of RC and
standardized uptake value (SUV) results to variations in reconstruction settings.
A substantially lower sensitivity was obtained for VOI3Dpeak. Therefore,
VOI3Dpeak appears to be the most suitable VOI for use in multicentre
studies.
Extending this harmonization concept to a completely different class
of radiopharmaceuticals, Chapter 3 investigates the feasibility of accurate
quantification and harmonized image quality in multicentre 89Zr PET/CT
studies. Accurate quantitative data in 18F PET/CT multicentre data require
standardization of image acquisition, reconstruction and analysis procedures,
as prescribed in the European Association of Nuclear Medicine
guidelines for tumour imaging and implemented in the EARL accreditation
program. For 89Zr, however, additional factors should be considered,
i.e. the emission of non-prompt 900 keV γ rays after each positron emission
may affect cross calibration between PET/CT scanner and local dose
calibrator. In addition, low count rates due to low injected dose and late
imaging time may lead to degradation of image quality. To this end, a
method that consists of certain additional steps for EARL accredited scanners,
i.e. calibration of the local dose calibrator to a common dose calibrator
and post-reconstruction smoothing of images acquired on Gemini or Discovery
scanners is implemented. In addition, use of VOI3Dpeak for analysis
of activity concentrations in lesions can minimize interscanner differences.
This method led to improved accuracy in measuring local activity concentrations
and minimized RC variability for each sphere across all PET/CT
scanners, enabling quantitatively accurate multicentre 89Zr PET/CT studies
with harmonized image quality.
Chapter 4, 5 and 6 focus on quantification and dosimetry of 89Zriii
Chapter 7. Summary and Future perspectives
cetuximab PET/CT studies. The wider purpose of the studies described in
this part of the thesis is the development of novel methods for extracting
organ VOI, allowing for time-efficient and accurate estimation of both organ
time activity curves and dosimetry of 89Zr PET/CT studies.
Chapter 4 reports on PET/CT based whole body dosimetry of 89Zrcetuximab
with special emphasis on determining red marrow absorbed dose.
Whole body PET/CT scans as well as blood samples were obtained 1,
24, 48, 94 and 144 h post injection. Red marrow activity concentrations
were calculated from manual delineation of the lumbar vertebrae (image
based approach) and from blood samples assuming a constant red marrow
to plasma activity concentration ratio (plasma based approach). The
(self and total) red marrow and organ absorbed doses as well as the effective
whole body absorbed dose were obtained using dose conversion factors
from OLINDA/EXM 1.1. The plasma based approach deviated by –21%
in self dose and –6% in total dose from the image based one. A simplified
dosimetry approach with only three time points (1, 48 and 144 h) was also
evaluated and the organ dose estimates obtained with this approach deviated
by at most 5% from the full dosimetry approach. The highest 89Zr
absorbed dose was observed in liver at 2.60 ± 0.78 mGy⋅MBq−1
, followed by
kidneys, spleen and lungs, whilst the effective whole body dose was 0.61 ±
0.09 mSv⋅MBq−1
. Although total red marrow dose estimates obtained with
image and plasma based approaches only differed by at most 6%, the image
based approach is preferred, as it accounts for non-constant red marrow to
plasma activity concentration ratios. This may be of particular importance
in radio-immunotherapy using mAbs labelled with pure or nearly pure β
−
emitters (90Y or 177Lu), where only the self dose component is relevant in
red marrow dose estimation. In this case discrepancies in self dose, when
using the plasma based approach, may exceed 20% and the image based
approach should be used. The simplified approach using only three timepoints
appeared to be feasible, reducing logistical costs and scanning time
required.
The purpose of the study described in Chapter 5 was to develop and
validate simplified VOI delineation methods that would enable accurate and
time-efficient absorbed dose estimates for 89Zr PET/CT studies using 89Zrcetuximab
as an example. To this end, simplified manual VOIs were drawn
independently on CT scans using various voxel sizes. In addition, rigid
and non-rigid registration algorithms were used to enable projection of the
VOIs from the first CT scan onto all successive CT scans of the same patient.
Dice similarity coefficients and Haussdorf distances were used to assess
the performance of the various registration strategies. Organ total activity,
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7.2. Future perspectives
organ absorbed dose and effective dose were calculated for all methods.
Semi-automatic delineation based on non-rigid registration showed excellent
agreement for lungs and liver (DSC: 0.90 ± 0.04; 0.81 ± 0.06) and
good agreement for spleen and kidneys (DSC: 0.71 ± 0.07; 0.66 ± 0.08).
Hausdorff distance ranged from 13 mm to 16 mm depending on the organ.
Simplified manual delineation methods, in liver and lungs, performed
similarly as semi-automatic delineation methods. For kidneys and spleen,
however, poorer accuracy in total activity and absorbed dose was observed,
as voxel size increased. Organ absorbed dose and total activity based on
non-rigid registration were within 10%. The effective dose was within ±3%
for all VOI delineation methods. In summary, a fast, semi-automatic and
accurate delineation method based on non-rigid registration was developed
for determination of organ absorbed and effective dose of 89Zr-cetuximab,
which may also be applied to other long-lived radionuclides.
In Chapter 6, the impact of manual and automatic VOI delineation
methods on accurate estimation of bone marrow activity concentrations and
absorbed doses of 89Zr PET/CT studies was investigated. VOIs in the lumbar
vertebrae component of the spine were drawn manually on all five CT
scans of each patient. In addition, the bone marrow volume of the lumbar
vertebrae was delineated using an active contour method based on an
iterative optimization scheme applied to the CT scan. The (self and total)
red marrow absorbed doses were obtained using dose conversion factors
from OLINDA/EXM 1.1. Average percentage differences in red marrow
activity concentrations and total absorbed doses between manual and automatic
methods were 5% and 3%, respectively. In conclusion, this automatic
method can be used for dosimetry purposes, obviating the need for manually
defining VOIs in a series of CT scans.
7.2 Future perspectives
Further research can be directed towards the development of an atlas based
VOI definition method for whole body studies, as this would enable truly
automatic VOI extraction. This will, however, require a large PET/CT
database that can serve as basis for the production of different probabilistic
templates tailored to patient specific characteristics. VOI probability maps,
produced on the basis of a database of MR images, have been used extensively
in brain PET studies, providing an objective and reproducible way to
assess regional brain values from PET scans (2). Unlike the brain, the other
human organs (i.e. liver, lungs, heart) may enlarge, shrink, and/or move
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Chapter 7. Summary and Future perspectives
making it more challenging to generate VOI probability maps. Nevertheless,
efforts to generate such VOI templates is important, as it will obviate
the need for manual VOI delineation and therefore only require minimal
observer intervention.
Unlike 89Zr, 124I has a complex decay scheme that poses specific challenges
to PET/CT imaging. Prompt emission of γ rays in ∼50% of the
disintegrations may introduce quantitative bias and degrade image quality.
This necessitates the development and validation of prompt γ correction
techniques. However, it should be noted that differences in prompt γ correction
algorithms between different PET/CT systems will lead to incomparable
quantitative parameters. Such issues may be tackled again using a
multicentre calibration procedure (3), similar to the approach in the present
thesis for 89Zr.
vi
References
[1] ICRP and Radiological Protection in Biomedical Research. Icrp publication 62. Ann
ICRP, 22, 1992.
[2] C. Svarer, K. Madsen, S.G. Hasselbalch, L.H. Pinborg, S. Haugbl, V.G. Frkjaer,
S. Holm, and O.B. Paulson G.M. Knudsen. Mr-based automatic delineation of volumes
of interest in human brain pet images using probability maps. Neuroimage, 24:
969–979, 2005.
[3] M. van der Vlies, J. Kist, H. Greuter, A. van Lingen, M. Stokkel, W. Vogel,
B. de Keizer, O. Hoekstra, and M. Huisman. Multi-center calibration of pet/ct scanners
for iodine-124. J Nucl Med, 54(Suppl 2), 2013.
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Original language | English |
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Qualification | Doctor of Philosophy |
Supervisors/Advisors |
|
Award date | 16-Jun-2015 |
Place of Publication | [s.l.] |
Publisher | |
Publication status | Published - 16-Jun-2015 |
Externally published | Yes |