The present disclosure relates in general to a method for improved registration of computed tomography (CT) scan images and positron emission tomography (PET) scan images acquired in a PET/CT study, which provides improved correction of image registration for errors caused by patient respiratory movement during scanning.
CT scanning and PET scanning are well known methods for diagnostic medical imaging. CT scanning employs multiple X-ray images taken in multiple directions to generate a 3-dimensional image or multiple tomographic image “slices.” PET scanning employs a gamma-emitting radiopharmaceutical ingested by a patient or injected into a patient. Multiple gamma ray images are taken in multiple directions to generate a 3-dimensional PET image or multiple slices. CT and PET scanning provide different information. For example, CT scanning generally has higher resolution and is superior for providing structural data such as the structure of bones, organs, etc. PET scanning generally has lower resolution but provides more useful information regarding the functional condition of body tissues and systems such as the cardiovascular system. PET is superior for indicating the presence of soft tissue tumors or decreased blood flow to certain organs or areas of the body, for example. The complementary strengths of CT and PET scanning can be provided simultaneously by performing both methods in a single apparatus and imaging session. However, combining CT and PET scanning presents technical challenges because CT and PET require different scan times and have different sensitivities to patient motion.
PET scanning requires a relatively long duration data acquisition period on the order of about 15 minutes for a typical clinically sufficient image. Typically, a large number of PET data acquisitions are acquired during this period. Also, during the PET scan, data in each slice are acquired at all respiratory phases, whereas, during a CT scan in a typical PET/CT study, such as a spiral CT scan, each CT image slice is acquired at a particular respiratory phase or amplitude because the CT scan is relatively fast. These differences result in a mismatch of the two modalities and limits the accuracy of the physician's interpretation of the scan.
Accordingly, there is a need in the art for improved methods for combined CT and PET scanning. It would be particularly beneficial to provide a method for combined CT and PET scanning that can correct for inaccuracies caused by patient motion such as motion caused by respiration.
According to an aspect of the present disclosure, the mismatch of the CT and PET scan modalities is corrected by selecting PET image slices aligned with the phase and amplitude in which the CT was acquired.
In some embodiments, a method for matching a non-gated CT scan data, acquired during free breathing by a patient, to an emission scan, the method comprising the steps of:
(a) simultaneously recording the patient's respiratory waveform and performing a non-gated CT scan of the patient, wherein the recorded respiratory waveform represents a first respiratory waveform and the non-gated CT scan generating a set of axial slice CT images;
(b) simultaneously recording the patient's respiratory waveform and performing an emission scan of the patient, wherein the recorded respiratory waveform represents a second respiratory waveform and the emission scan generating a set of emission scan images;
(c) associating each of the axial slice CT images with a corresponding respiration phase interval or an amplitude interval on the first respiratory waveform, thus resulting in a plurality of CT scan-matched respiration phase intervals or amplitude intervals; and
(d) matching each of the axial slice CT image to an emission scan image that is associated with the same respiration phase interval or amplitude interval as the corresponding CT scan-matched respiration phase interval or amplitude interval.
In some embodiments, the step (d) comprises:
identifying a plurality of respiration phase intervals or amplitude intervals on the second respiratory waveform that correspond to the plurality of CT scan-matched respiration phase intervals or amplitude intervals, thus resulting in a plurality of emission scan-matched respiration phase intervals or amplitude intervals; and
identifying, among the set of emission scan images, those emission scan images corresponding to the plurality of emission scan-matched respiration phase intervals or amplitude intervals, thereby the emission scan images are matched to the attenuation and anatomy information in the axial slice CT images.
According to another aspect of the present disclosure a machine-readable storage medium is disclosed. The machine-readable storage medium tangibly embodies a program of instructions executable by a processor to cause the processor to perform operations for matching a non-gated computed tomography (CT) scan data, acquired during free breathing by a patient, to an emission scan, wherein the operations comprise the steps of:
(a) simultaneously recording the patient's respiratory waveform and performing a non-gated CT scan of the patient, wherein the recorded respiratory waveform represents a first respiratory waveform and the non-gated CT scan generating a set of axial slice CT images;
(b) simultaneously recording the patient's respiratory waveform and performing an emission scan of the patient, wherein the recorded respiratory waveform represents a second respiratory waveform and the emission scan generating a set of emission scan images;
(c) associating each of the axial slice CT images with a corresponding respiration phase interval or an amplitude interval on the first respiratory waveform, thus resulting in a plurality of CT scan-matched respiration phase intervals or amplitude intervals; and
(d) matching each of the axial slice CT image to an emission scan image that is associated with the same respiration phase interval or amplitude interval as the corresponding CT scan-matched respiration phase interval or amplitude interval.
The following will be apparent from elements of the figures, which are provided for illustrative purposes and are not necessarily to scale.
This description of the exemplary embodiments is intended to be read in connection with the accompanying drawings, which are to be considered part of the entire written description.
The nomenclature of the coordinate system in PET/CT scanning of a patient discussed herein is as follows: x=anatomically left to right with respect to the patient's body with increasing values further to the left; y=anatomically anterior to posterior, with increasing values toward the patient's posterior; z=anatomically inferior to superior with increasing values toward the patient's head.
PET/CT combines a PET scan (used to visualize and quantify physiology) with a CT scan (used to identify anatomical landmarks and pathology). Typically, the CT and PET scanners are in a single gantry and, typically, the PET and CT scans are performed a few minutes apart. The patient lies upon a bed that moves automatically between the CT scanner and the PET scanner. Commonly, a fast spiral CT scan is performed first. The bed moves across the patient z axis at a speed of several cm/s. This is followed by a PET scan that is performed in one of two ways: either step-and-shoot mode, with scans lasting 1 to 5 minutes at each of several bed positions along the z axis; or in continuous bed motion mode, with the scanner moving at a speed of approximately 1 mm/s.
Typically, in a 109-slice PET scanner the bed overlap parameter is 47 slices, meaning that the bed advances by 109−47=62 slices between bed positions. Since the slice thickness is 2 mm, this means that the bed advances 124 mm between bed positions.
PET/CT spatial alignment is likely to be imperfect because of patient motion between CT and PET. Even if the patient lies perfectly still, respiratory motion contributes to spatial misalignment. Free breathing normally occurs in these procedures. Human respiration is quite variable, with a combination of deep and shallow breaths occurring all the time. Since a period of 5 sec between breaths is common, although by no means universal, and since respiration affects the entire torso, and since 5 cm/s is a typical bed speed during spiral CT, one expects one or more breaths to occur during the CT portion of a PET/CT scan of the torso. A large number of breaths will occur during a PET measurement, perhaps as many as 20 or more.
Spatial alignment in PET/CT can be improved by quantifying the patient's breathing. This quantification is based on measuring something that moves with respiration, and using this measurement as a proxy for gating the CT or PET images so they are not three-dimensional functions of (X, Y, Z) but instead four-dimensional functions of (X, Y, Z, respiration). For example, the patient's chest elevation above the bed can be measured optically using an optical tracking device, or the tightness of a belt around the chest can be measured with a strain gauge provided in the belt. There are three common approaches to using the measurements. (1) Respiratory motions are neglected. This is the usual state of the art. We will say that a PET, a CT, or a PET/CT scan done this way is ungated. (2) The interval from one inspiration to the next is said to represent phases that range from 0 to 360 degrees. In one approach, the phases are said to increase linearly across the interval. PET or CT data can then be associated with phase intervals or bins. In the case of ten phase bins, 0 to 36 degrees represents bin 1, 36 to 72 degrees represents bin 2, etc. This approach is called phase-based gating. Motion-related differences between the two modalities can be reduced by applying the same gating criteria to PET and CT. (3) One records the respiration amplitude at each moment in time. The amplitude could be chest elevation or strain-gauge readout. PET or CT data can then be associated with amplitude intervals. This approach is called amplitude-based gating.
In some embodiments of the method, the recording of the respiratory waveform comprises using triggers. A trigger is a voltage level sent from the waveform recording system to the acquisition computers to mark a moment in time at which the respiratory phase reaches a particular phase, for example 0 degrees.
The principle of the present invention is that each z position in the CT image volume is uniquely associated with one amplitude or one phase, whereas each z position in a gated-PET image volume is associated with all possible amplitudes or phases. Thus, in the method of the present disclosure, CT images are matched to PET images at all z positions (i.e., positions along the z axis).
PET scanning is based on measuring the concentration of positron-emitting tracer at each point in a patient's body. The spatial coordinates are:
X represents a CT or PET X coordinate;
Y represents a CT or PET Y coordinate;
Z represents a CT or PET Z coordinate;
R(Z) represents a respiratory phase or amplitude bin in a CT image at a given Z position;
r represents a phase or amplitude bin in a gated PET sinogram or image;
s, phi, z, theta represent the four indices that specify all possible lines of response in an ungated PET sinogram as well recognized in the art;
an ungated PET sinogram is written mungated (s, phi, z, theta); and
a respiratory gated PET sinogram is written mgated (s, phi, z, theta, r).
The present method associates a different amplitude or phase with each slice of the CT image. From the five-dimensional PET sinogram mgated(s, phi, z, theta, r), create a four-dimensional PET sinogram mungated(s, phi, z, theta) by selecting a particular m at each slice (z). The rule is mungated(s, phi, z, theta)=mgated(s, phi, z, theta, r(z)); the fifth index (the respiration coordinate, r) depends on the third one (the z axis position). From mungated(s, phi, z, theta), we reconstruct PETmatched(X, Y, Z) image. This method requires one image reconstruction for each phase range or amplitude range.
The present invention provides a method for matching or registering the PET and CT scan images acquired during free respiration. The registration compensates for the patient respiratory motion during PET scanning and allows more accurate matching of PET scan images to the CT scan images. The present method uses a respiratory waveform acquired during the CT scan while the patient is freely breathing and associates each axial CT slice with a particular phase or amplitude of the respiration. The PET reconstruction also uses waveform data and the image voxels from a given respiratory phase or amplitude are spatially rearranged so as to occupy the position at which the voxel was seen by the CT scanner.
The method disclosed in the present disclosure can be carried using a CT scanner and a PET scanner that can acquire image data in list mode.
The data processing system 200 can be a general-purpose computer that includes the processor 510 as well as a memory 504 for storing control programs and the like. In various embodiments, the memory 504 also includes programs 506 (i.e. software routines) for performing the embodiments described herein. The processor 510 cooperates with conventional support circuitry 508 such as power supplies, clock circuits, cache memory and the like as well as circuits that assist in executing the programs 506 stored in the memory 504. As such, it is contemplated that some of the process steps discussed herein as software processes can be loaded from a storage device (e.g., an optical drive, floppy drive, disk drive, etc.) and implemented within the memory 504 and executed by the processor 510. Thus, various steps and methods of the present invention can be stored on a computer readable medium. The data processing system 200 also contains input-output circuitry 502 that forms an interface between the various functional elements communicating with the data processing system 200.
Although
In other embodiments, the respiratory amplitude can be measured by an instrument other than a strain gauge. For example, devices commonly used in radiation therapy use optical tracking devices such as digital cameras to optically track of the position of a marker placed on the patient's abdomen. Associated circuitry and computers in these devices supply a respiratory amplitude measurement which is communicated to the imaging system. Another example, commonly used in standalone magnetic resonance imaging scanner examinations (MRI), is a pneumatic device which generates an electronic signal corresponding to the air pressure in a flexible bladder held against the thorax and held tightly in place with a strap. The data processing system 200 is configured with software that generates respiratory waveform from the respiratory amplitude measurements.
In the following discussion of an example of the present inventive method, the emission scan is a PET scan.
The CT scanner 12 can be operated both normally and with triggering, and also can be configured to acquire a topogram. As per standard PET/CT imaging protocols, after the patient has received an appropriate dose of radiopharmaceutical (e.g., FDG), the patient is positioned on the patient bed 18, and an initial topogram is acquired. The topogram is used subsequently to define the examination range for the PET/CT image acquisition.
In accordance with one embodiment of the invention, after the acquisition of a topogram by the CT scanner, the operator reviews the topogram to determine and set the scanning positional limits for the diagnostic CT and PET scans. The PET/CT apparatus 100 is configured to perform the method for matching a non-gated CT scan data, acquired during free breathing by a patient, to an emission scan.
Referring to the flowchart 300 shown in
In some embodiments, the matching step (d) comprises: identifying a plurality of respiration phase intervals or amplitude intervals on the second respiratory waveform that correspond to the plurality of CT scan-matched respiration phase intervals or amplitude intervals, thus, resulting in a plurality of emission scan-matched respiration phases (See Box 310); and identifying, among the set of emission scan images, those emission scan images corresponding to the plurality of emission scan-matched respiration phase intervals or amplitude intervals, thereby the emission scan images are matched to the attenuation and anatomy information in the axial slice CT images (See Box 312).
In some embodiments of the method, the CT scan is spiral CT scan and the emission scan can be single-photon emission computed tomography (SPECT) scan. SPECT is a nuclear-medicine modality similar to PET, in which radiation from the patient are recorded by a gamma camera.
In some embodiments of the method, wherein the step (c) comprises associating each axial slice CT image with the respiration phase interval or amplitude interval, on the first respiratory waveform, that corresponds to the position z of the axial slice CT image.
In some embodiments of the method, wherein the step (d) comprises:
(e) forming gated PET sinograms (s, phi, z, theta, gate);
(f) reconstructing the gated PET sinograms to form images (x, y, z, gate); and
(g) at each axial slice, selecting the PET gate that matches the CT scan-matched respiration phase interval or amplitude interval acquired at position z in the CT scan, thereby forming images (x, y, z). Indices (s, phi, z, theta) represent commonly used coordinates that specify a line of response through the patient, connecting two detection crystals on opposite sides of the patient; s and phi are polar coordinates expressing the position of the line of response relative to the PET scanner's central axis, z expresses the line's position along that axis, and theta is the angle that the line forms relative to the central axis. The gate index is used to sort acquired information into various phases of respiration.
In some embodiments of the method, wherein the step (g) comprises: identifying a plurality of respiration phase intervals or amplitude intervals on the second respiratory waveform that correspond to the plurality of CT scan-matched respiration phase intervals or amplitude intervals, thus resulting in a plurality of PET scan-matched respiration phases; and identifying, among the set of PET scan images, those PET scan images corresponding to the plurality of PET scan-matched respiration phase intervals or amplitude intervals, thereby the PET scan images are matched to the attenuation and anatomy information in the axial slice CT images.
In some embodiments of the method, wherein the step (d) is based on:
(h) forming one PET sinogram (s, phi, z, theta) that selects PET data that matches the CT scan-matched respiration phase acquired at position z in the CT scan; and
(i) reconstructing the PET sinogram to form images (x, y, z).
In some embodiments of the method, wherein the step (h) comprises: identifying a plurality of respiration phase intervals or amplitude intervals on the second respiratory waveform that correspond to the plurality of CT scan-matched respiration phase intervals or amplitude intervals, thus resulting in a plurality of PET scan-matched respiration phase intervals or amplitude intervals; and identifying, among the set of PET scan images, those PET scan images corresponding to the plurality of PET scan-matched respiration phase intervals or amplitude intervals, thereby the PET scan images are matched to the attenuation and anatomy information in the axial slice CT images.
According to another aspect of the present disclosure a machine-readable storage medium, such as the memory 504 of the data processing system 200 is disclosed. The machine-readable storage medium tangibly embodies a program of instructions executable by a processor, such as the processor 510, to cause the processor to perform operations for matching a non-gated computed tomography (CT) scan data, acquired during free breathing by a patient, to an emission scan, wherein the operations comprise the steps of the method illustrated in the flow chart 300 of
PHANTOM DEMONSTRATION OF RESPIRATORY PHASE MATCHING IN PET/CT SCAN: Referring to
Since PET/CT requires a CT scan and a PET scan, we first scanned the phantom with a CT scanner to generate a topogram to determine the range for the PET scan. Then, a CT scan, also referred to as the fast or high-pitch scan, was conducted at 120 kV, 5 mm slice, 64×0.6 mm, recon increment 5 mm, pitch 1.4, 0.5 s rotation, in craniocaudal scan direction while the strain gauge recorded the waveform of the phantom's moving barrel simulating a patient's respiratory waveform. It is to this CT scan, or one like it, that the invention will match the PET scan whose acquisition is now described.
Next, a PET scan was conducted in a 2 minute list-mode acquisition. Next, a second CT scan, also referred to as the slow or low-pitch scan, was conducted with the same parameters as the first CT scan except that the pitch was 0.4. The invention applies equally to the fast CT scan and to this slow CT scan. This fact is illustrated by showing results from both.
OVERVIEW OF THE RECONSTRUCTED CT AND PET IMAGES:
DETERMINING TIME AND RESPIRATORY PHASE IN THE CT SCAN AND MATCHING THE CT IMAGES TO THE PET IMAGES: The process of determining time and respiratory phase in the CT scan and matching the CT images to the PET images will be described two times, once for the high-pitch scan and once for the low-pitch scan. The waveform signal 710 and beam-on signal 720 from the high-pitch CT scan are shown by
Plots of the waveform signal 910 and the beam-on signal 920 from the low-pitch CT scan data are shown in
The CT acquisition computer identified each CT image with a time tag (T) and an axial position tag (z), which the inventor noted. From the time information it was possible to determine the duration of the CT scan. Values for the first and last images are shown in Table 2.
The inventor used this information to relate the CT scanner data to the respiratory waveform data. PHASE-MATCHING CALCULATION: The static and optimally gated (HD-Chest) PET images can be written PETstatic (x, y, z) and PETog (x, y, z). x, y and z represent the row, the column numbers and the image number. The phase-gated PET images had an additional index. We write PETgated (x, y, z, g).
In order to match PET and CT, at each position on the z axis, the gate that best matched PET to CT at each axial position z is selected. The equation EQ1 is
PETmatched(x,y,z)=PETgated(z,y,z,g(z)) (EQ 1)
To determine g(z) we assumed that triggers were at peak inspiration, then used linear interpolation or extrapolation between the peaks. The steps were:
PHASE-MATCHED IMAGES: The equations 1 and 2 were applied to the moving-phantom experiment. PET-only images matched to the fast and slow CT scans are shown in
PET's relation to CT is represented in
Next, referring to
The apparatuses and processes are not limited to the specific embodiments described herein. In addition, components of each apparatus and each process can be practiced independent and separate from other components and processes described herein.
The previous description of embodiments is provided to enable any person skilled in the art to practice the disclosure. The various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without the use of inventive faculty. The present disclosure is not intended to be limited to the embodiments shown herein, but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
This application claims priority under 35 U.S.C. § 119(e) to U.S. Provisional Application Ser. No. 62/222,334 filed Sep. 23, 2015, the contents of which are incorporated herein by reference.
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20170079608 A1 | Mar 2017 | US |
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62222334 | Sep 2015 | US |