WO2007100550A2 - Method for imaging plaque using dual energy ct - Google Patents
Method for imaging plaque using dual energy ct Download PDFInfo
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- WO2007100550A2 WO2007100550A2 PCT/US2007/004376 US2007004376W WO2007100550A2 WO 2007100550 A2 WO2007100550 A2 WO 2007100550A2 US 2007004376 W US2007004376 W US 2007004376W WO 2007100550 A2 WO2007100550 A2 WO 2007100550A2
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
- A61B6/40—Arrangements for generating radiation specially adapted for radiation diagnosis
- A61B6/405—Source units specially adapted to modify characteristics of the beam during the data acquisition process
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/02—Detecting, measuring or recording for evaluating the cardiovascular system, e.g. pulse, heart rate, blood pressure or blood flow
- A61B5/02007—Evaluating blood vessel condition, e.g. elasticity, compliance
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
- A61B6/02—Arrangements for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
- A61B6/03—Computed tomography [CT]
- A61B6/032—Transmission computed tomography [CT]
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
- A61B6/40—Arrangements for generating radiation specially adapted for radiation diagnosis
- A61B6/4007—Arrangements for generating radiation specially adapted for radiation diagnosis characterised by using a plurality of source units
- A61B6/4014—Arrangements for generating radiation specially adapted for radiation diagnosis characterised by using a plurality of source units arranged in multiple source-detector units
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
- A61B6/48—Diagnostic techniques
- A61B6/482—Diagnostic techniques involving multiple energy imaging
Definitions
- the present invention relates to computed tomography (CT) imaging apparatus; and more particularly, to the imaging of arterial plaque.
- CT computed tomography
- an x-ray source projects a fan- shaped beam which is collimated to lie within an X-Y plane of a Cartesian coordinate system, termed the "imaging plane.”
- the x-ray beam passes through the object being imaged, such as a medical patient, and impinges upon an array of radiation detectors.
- the intensity of the transmitted radiation is dependent upon the attenuation of the x-ray beam by the object and each detector produces a separate electrical signal that is a measurement of the beam attenuation.
- the attenuation measurements from all the detectors are acquired separately to produce the transmission profile.
- the source and detector array in a conventional CT system are rotated on a gantry within the imaging plane and around the object so that the angle at which the x-ray beam intersects the object constantly changes.
- a group of x-ray attenuation measurements from the detector array at a given angle is referred to as a "view” and a "scan" of the object comprises a set of views made at different angular orientations during one revolution of the x-ray source and detector.
- a 2D scan data is processed to construct an image that corresponds to a two dimensional slice taken through the object.
- the prevailing method for reconstructing an image from 2D data is referred to in the art as the filtered backprojection technique although a number of other methods are also used.
- This process converts the attenuation measurements from a scan into integers called “CT numbers” or “Hounsfield units”, which are used to control the brightness of a corresponding pixel on a display.
- CT numbers integers
- Hounsfield units integers used to control the brightness of a corresponding pixel on a display.
- MRI has been used to detect intraplaque hemorrhage in human carotid arteries.
- Basic requirements for clinically feasible imaging methods which detect enhanced vascularization by virtue of the enhanced perfusion of the lesion reflected by the increase in transient opacification of the arterial wall during an intravascular injection of contrast agent is high temporal and spatial resolution.
- Contrast-enhanced multi-detector computed tomography permits reliable visualization of coronary arteries.
- Recent studies showed a high sensitivity and specifity of 16-slice MDCT for the detection of hemodynamically significant coronary stenosis and in addition to the luminal narrowing it is recognized that MDCT also visualizes the atherosclerotic diseased vessel wall directly.
- Calcified atherosclerotic lesions have been investigated extensively during the past years, indicating an association of calcified plaques and cardiovascular events. But up to now, imaging of non-calcified, advanced (“vulnerable”) lesions remains elusive. [0008] Intraplaque hemorrhage is an important process in the progression of asymptomatic plaques into high-risk unstable lesions, and neoangiogenesis of Vasa Vasorum (W) is closely associated with lesion progression and is likely the primary source of intraplaque hemorrhage. In the past decade, rival techniques for assessment of atherosclerotic lesions have been developed, e.g.
- the present invention is a method for imaging vascular plaque to detect the presence of iron deposits that are indicative of vulnerable plaque. More specifically, two CT images are acquired at two different x-ray beam energy levels, the images are normalized such that calcium has substantially the same gray scale level in both images, and the two normalized images are subtracted to produce an image of the vasculature in which iron deposits can be seen if they are present in the plaque. [0010]
- the present invention is based on the discovery that a change in CT number shows a linear relationship between iron and calcium concentrations at different energies.
- Fig. 3 is a log/log plot of the CT value at the different energies. The calcium and iron relations to their concentrations are linear but differ in off-set (gain in linear space).
- FIG. 1 is a pictorial view of a CT imaging system in which the present invention may be employed;
- FIG. 2 is a block schematic diagram of the CT imaging system
- Fig. 3 is a graphic indication of the CT numbers of iron and calcium at different concentrations and x-ray beam energy levels.
- Fig. 4 is a flow chart of the preferred method for practicing the present invention.
- the CT scanner 1 includes a patient table 3 for supporting and positioning an examination subject 5.
- the region of interest in the patient 5 can be inserted into an opening 7 (diameter 70 cm) in the housing 8 of the tomography apparatus 1 by means of a movable table top.
- a gantry (not visible) is mounted so as to be rotated with high speed around a rotation axis 9 running through the patient.
- a continuous axial feed is effected with the positioning device 3.
- a control unit 10 is provided for operation of the tomography apparatus 1 by a doctor or an assistant.
- Two data acquisition systems are mounted on the gantry.
- a first acquisition system has an x-ray tube as a first radiator 11 and a first data acquisition unit DMS1 formed as a multi row x-ray detector array as a first detector 13.
- a second acquisition system has a separate x-ray tube as a second radiator 15 and furthermore a second data acquisition unit DMS2 formed as a separate multi row x- ray detector array as a second detector 17.
- the arrangement of the two radiators 1 1 , 15 and the two detectors 13, 17 on the gantry is fixed during the operation of the tomography apparatus 1, such that their relative separations are constant during operation.
- the x-ray detector arrays are fashioned on a base of an electronically readable scintillator ceramic, known as a UFC ceramic. Surface detectors, for example with 256 or more lines, alternatively can be used.
- the electronic signals generated by the x-ray detector arrays are conditioned in respective downstream electronic data processing units 14 and 18 that, together with the respective associated detector 13 and 17, form the data acquisition units DMS1 and DMS2. In the data processing units 14 and 18, the electronic signals are integrated and digitized.
- the projection data of both acquisition systems are supplied via wiper rings or an optical transmission system to the stationary part of the gantry, and then to an image computer 19.
- the acquired projection views are processed using an image reconstruction method into a CT image that can be displayed on a display device 20.
- the image computer 19 is fashioned such that the reconstruction of an image can be implemented separately using projection data or raw data from each acquisition systems.
- the tomography apparatus 1 is controlled by a control unit 21 that is connected with the image computer 19 and with the operating unit 10.
- the control unit is also connected with the data processing units 14 and 18 via a data transmission line L1.
- the control unit 21 operates through lines L3, L4 two voltage generators 23, 24 that respectively supply the x-ray tubes 11 and 15 with energy.
- Fig. 2 shows both acquisition systems of FIG. 1 in detail.
- both x-ray tubes 11 , 15 (and the focus F1 and focus F2) rotate in the arrow direction on a common rotation path 29 around the rotation z-axis 9 (which is perpendicular to the plane of the drawing) and alternately radiate x-ray fan beams that are respectively shown with edge rays 31 and 35 and a middle rays 33 and 37.
- raw data are generated from different projection angles for a subsequent image reconstruction.
- FIG. 2 only one line of the respective detectors 13 and 17 (with detector elements 13a, 13a, 13c and 17a, 17a, 17c, . . . ) is shown.
- each detector 13 and 17 is curved around the respective focus of the associated radiators 11 and 15, and are different, such that, in the representation of FIG. 2, detectable x-ray beams of different sizes arise for the two acquisition systems, and maximum measurement fields 38 and 29 of different sizes result.
- the control unit 21 acts on the voltage generators 23, 24 such that the x- rays tubes or radiators 11 , 15 alternately radiate. More importantly, the control unit 21 separately controls the voltage applied to each x-ray tube 11 and 15 such that two images may be acquired simultaneously from a region of interest in the patient at two different energy levels.
- the CT system is operated to simultaneously acquired two images from a region of interest in the patient at two different energy levels as indicated at process block 100. In the preferred embodiment energies of 80 and 120 kVp at 250 mAs were used. Each image is separately reconstructed as indicated at process block 102 using a conventional image reconstruction method.
- the next step is to normalize the images such that the CT numbers for calcium are the same in both images. This is accomplished by identifying a region common to both images such as bone and adjusting the intensity level in one or both images until the pixels in this region have the same intensity. All of the image pixels are changed in this normalization step, and it is the change in pixels depicting iron that becomes different in the two images.
- the normalization can be done manually, but preferably it is performed automatically after the calcium region is selected.
- the next step is to subtract one normalized image from the other. This is a subtraction of the CT numbers in one image from the CT numbers of the corresponding pixels in the other image.
- the resulting difference image depicts pixels containing iron deposits in arterial plaque at a brighter level.
- This image may be displayed as indicated at process block 108 along with diagnostic data such as the percentage of iron in a selected region of interest or the like.
- the simultaneous acquisition of both images as described above is preferred because the tissues depicted in the two images are perfectly aligned, or registered. This is required for the subtraction step to properly reveal iron.
- the two images can be acquired sequentially and measures taken to limit patient motion, or to correct for patient motion.
- a single x-ray generator may be employed at one energy level to acquire one image and then the same x-ray generator may be employed at a second energy level to acquire a second image.
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Abstract
Two x-ray CT images are acquired of arterial plaque using x-rays at two different energy levels. The reconstructed images are normalized by adjusting pixel brightness until pixels depicting a region containing calcium have substantially the same brightness. The normalized images are subtracted to produce an image that depicts iron in the arterial plaque.
Description
METHOD FOR IMAGING PLAQUE USING DUAL ENERGY CT
CROSS-REFERENCE TO RELATED APPLICATIONS
[0001] This application claims the benefit of U.S. Provisional patent application Serial No. 60/776,645 filed on February 24, 2006 and entitled "Imaging Vulnerable Plaque Using Dual Energy CT'.
STATEMENT REGARDING FEDERALLY SPONSORED RESEARCH [0002] This invention was made with government support under Grant No. HL65342 and EB000305 awarded by the National Institute of Health. The United States Government has certain rights in this invention.
BACKGROUND OF THE INVENTION
[0003] The present invention relates to computed tomography (CT) imaging apparatus; and more particularly, to the imaging of arterial plaque. [0004] In a current computed tomography system, an x-ray source projects a fan- shaped beam which is collimated to lie within an X-Y plane of a Cartesian coordinate system, termed the "imaging plane." The x-ray beam passes through the object being imaged, such as a medical patient, and impinges upon an array of radiation detectors. The intensity of the transmitted radiation is dependent upon the attenuation of the x-ray beam by the object and each detector produces a separate electrical signal that is a measurement of the beam attenuation. The attenuation measurements from all the detectors are acquired separately to produce the transmission profile.
[0005] The source and detector array in a conventional CT system are rotated on a gantry within the imaging plane and around the object so that the angle at which the x-ray beam intersects the object constantly changes. A group of x-ray attenuation measurements from the detector array at a given angle is referred to as a "view" and a "scan" of the object comprises a set of views made at different angular orientations during one revolution of the x-ray source and detector. In a 2D scan, data is processed to construct an image that corresponds to a two dimensional slice taken through the object. The prevailing method for reconstructing an image from 2D data is referred to in the art as the filtered backprojection technique although a number of other methods are also used. This process converts the attenuation measurements
from a scan into integers called "CT numbers" or "Hounsfield units", which are used to control the brightness of a corresponding pixel on a display. [0006J Atherosclerosis is characterized by the formation of plaque in the patient's arteries. This plaque is asymptomatic until it blocks a substantial percentage of the artery or it ruptures and spawns a clot which flows down stream to block a smaller vessel. Many methods are available to detect the presence of plaque, but the ability to detect plaque that is vulnerable to becoming symptomatic is limited. The ultimate test of any hypothesis about plaque vulnerability and plaque rupture will depend on technologies that allow us to serially image advanced atherosclerotic lesions by noninvasive studies. Recently, MRI has been used to detect intraplaque hemorrhage in human carotid arteries. Basic requirements for clinically feasible imaging methods which detect enhanced vascularization by virtue of the enhanced perfusion of the lesion reflected by the increase in transient opacification of the arterial wall during an intravascular injection of contrast agent is high temporal and spatial resolution. [0007] Contrast-enhanced multi-detector computed tomography (MDCT) permits reliable visualization of coronary arteries. Recent studies showed a high sensitivity and specifity of 16-slice MDCT for the detection of hemodynamically significant coronary stenosis and in addition to the luminal narrowing it is recognized that MDCT also visualizes the atherosclerotic diseased vessel wall directly. Calcified atherosclerotic lesions have been investigated extensively during the past years, indicating an association of calcified plaques and cardiovascular events. But up to now, imaging of non-calcified, advanced ("vulnerable") lesions remains elusive. [0008] Intraplaque hemorrhage is an important process in the progression of asymptomatic plaques into high-risk unstable lesions, and neoangiogenesis of Vasa Vasorum (W) is closely associated with lesion progression and is likely the primary source of intraplaque hemorrhage. In the past decade, rival techniques for assessment of atherosclerotic lesions have been developed, e.g. clinically: magnetic resonance imaging and multi-slice computed tomography or experimentally: serial section histology and micro-computed tomography. The relation of fibro-calcified lesions, as determined by CT using the Agatston score, and cardio-vascular events has been demonstrated in the past, but imaging of advanced, vulnerable lesions with clinical imaging modalities like CT or MRI has remained difficult if not impossible.
SUMMARY OF THE INVENTION
[0009] The present invention is a method for imaging vascular plaque to detect the presence of iron deposits that are indicative of vulnerable plaque. More specifically, two CT images are acquired at two different x-ray beam energy levels, the images are normalized such that calcium has substantially the same gray scale level in both images, and the two normalized images are subtracted to produce an image of the vasculature in which iron deposits can be seen if they are present in the plaque. [0010] The present invention is based on the discovery that a change in CT number shows a linear relationship between iron and calcium concentrations at different energies. Fig. 3 is a log/log plot of the CT value at the different energies. The calcium and iron relations to their concentrations are linear but differ in off-set (gain in linear space). The subtraction of images obtained at different energies, such that the calcium signal cancels out (Δca = 0), will leave the iron signal as indicated in the smaller plot (ΔFe = lie — 1.534*124)- Images acquired at two energy levels were subtracted after the high-energy images were biased such that bone had the same gray scale as the lower-energy images. Areas identified as calcified lesions cancelled out, whereas those bright spots identified as iron deposits remain in the subtracted image. The development of calcified lesions and iron deposits within advanced atherosclerotic lesions is confirmed by histology. Iron and calcium deposits also accumulate in advanced lesions with high spatial coincidence and nearly similar size. The presence of iron in hemorrhaged lesions (AHA classification Type VIb) and calcium (AHA classification Type Vb) was confirmed by histology with high spatial correspondence.
BRIEF DESCRIPTION OF THE DRAWINGS
[0011] Fig. 1 is a pictorial view of a CT imaging system in which the present invention may be employed;
[0012] Fig. 2 is a block schematic diagram of the CT imaging system;
[0013] Fig. 3 is a graphic indication of the CT numbers of iron and calcium at different concentrations and x-ray beam energy levels; and
[0014] Fig. 4 is a flow chart of the preferred method for practicing the present invention.
DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENT [0015] Referring to Fig. 1 , the CT scanner 1 includes a patient table 3 for supporting and positioning an examination subject 5. The region of interest in the patient 5 can be inserted into an opening 7 (diameter 70 cm) in the housing 8 of the tomography apparatus 1 by means of a movable table top. Inside the housing 8, a gantry (not visible) is mounted so as to be rotated with high speed around a rotation axis 9 running through the patient. Moreover, for a spiral, or helical, scan a continuous axial feed is effected with the positioning device 3. A control unit 10 is provided for operation of the tomography apparatus 1 by a doctor or an assistant. [0016] Two data acquisition systems are mounted on the gantry. A first acquisition system has an x-ray tube as a first radiator 11 and a first data acquisition unit DMS1 formed as a multi row x-ray detector array as a first detector 13. A second acquisition system has a separate x-ray tube as a second radiator 15 and furthermore a second data acquisition unit DMS2 formed as a separate multi row x- ray detector array as a second detector 17. The arrangement of the two radiators 1 1 , 15 and the two detectors 13, 17 on the gantry is fixed during the operation of the tomography apparatus 1, such that their relative separations are constant during operation.
[0017] The x-ray detector arrays are fashioned on a base of an electronically readable scintillator ceramic, known as a UFC ceramic. Surface detectors, for example with 256 or more lines, alternatively can be used. The electronic signals generated by the x-ray detector arrays are conditioned in respective downstream electronic data processing units 14 and 18 that, together with the respective associated detector 13 and 17, form the data acquisition units DMS1 and DMS2. In the data processing units 14 and 18, the electronic signals are integrated and digitized.
[0018] The projection data of both acquisition systems are supplied via wiper rings or an optical transmission system to the stationary part of the gantry, and then to an image computer 19. In the image computer 19, the acquired projection views are processed using an image reconstruction method into a CT image that can be displayed on a display device 20. The image computer 19 is fashioned such that the reconstruction of an image can be implemented separately using projection data or raw data from each acquisition systems. As will be described in more detail below,
■A-
these separate images are then processed to produce a single image which depicts iron deposits in the patient.
[0019] The tomography apparatus 1 is controlled by a control unit 21 that is connected with the image computer 19 and with the operating unit 10. The control unit is also connected with the data processing units 14 and 18 via a data transmission line L1. Moreover, the control unit 21 operates through lines L3, L4 two voltage generators 23, 24 that respectively supply the x-ray tubes 11 and 15 with energy.
[0020] Fig. 2 shows both acquisition systems of FIG. 1 in detail. In particular, both x-ray tubes 11 , 15 (and the focus F1 and focus F2) rotate in the arrow direction on a common rotation path 29 around the rotation z-axis 9 (which is perpendicular to the plane of the drawing) and alternately radiate x-ray fan beams that are respectively shown with edge rays 31 and 35 and a middle rays 33 and 37. During the respective radiation, raw data are generated from different projection angles for a subsequent image reconstruction. In the cross-section of FIG. 2, only one line of the respective detectors 13 and 17 (with detector elements 13a, 13a, 13c and 17a, 17a, 17c, . . . ) is shown.
[0021] The length of each detector 13 and 17 is curved around the respective focus of the associated radiators 11 and 15, and are different, such that, in the representation of FIG. 2, detectable x-ray beams of different sizes arise for the two acquisition systems, and maximum measurement fields 38 and 29 of different sizes result.
[0022] The control unit 21 acts on the voltage generators 23, 24 such that the x- rays tubes or radiators 11 , 15 alternately radiate. More importantly, the control unit 21 separately controls the voltage applied to each x-ray tube 11 and 15 such that two images may be acquired simultaneously from a region of interest in the patient at two different energy levels.
[0023] Referring particularly to Fig. 4, the CT system is operated to simultaneously acquired two images from a region of interest in the patient at two different energy levels as indicated at process block 100. In the preferred embodiment energies of 80 and 120 kVp at 250 mAs were used. Each image is separately reconstructed as indicated at process block 102 using a conventional image reconstruction method.
[0024] As indicated at process block 104, the next step is to normalize the images such that the CT numbers for calcium are the same in both images. This is accomplished by identifying a region common to both images such as bone and adjusting the intensity level in one or both images until the pixels in this region have the same intensity. All of the image pixels are changed in this normalization step, and it is the change in pixels depicting iron that becomes different in the two images. The normalization can be done manually, but preferably it is performed automatically after the calcium region is selected.
[0025] As indicated at process block 106, the next step is to subtract one normalized image from the other. This is a subtraction of the CT numbers in one image from the CT numbers of the corresponding pixels in the other image. The resulting difference image depicts pixels containing iron deposits in arterial plaque at a brighter level. This image may be displayed as indicated at process block 108 along with diagnostic data such as the percentage of iron in a selected region of interest or the like.
[0026] It should be apparent that the simultaneous acquisition of both images as described above is preferred because the tissues depicted in the two images are perfectly aligned, or registered. This is required for the subtraction step to properly reveal iron. However, in the alternative the two images can be acquired sequentially and measures taken to limit patient motion, or to correct for patient motion. For example, a single x-ray generator may be employed at one energy level to acquire one image and then the same x-ray generator may be employed at a second energy level to acquire a second image.
[0027] Based on our findings, iron deposits can be identified and quantitated, and plaque hemorrhage in human coronary arteries can be identified with clinical CT scanners using dual energy CT imaging. Consequently, the combined imaging of transient plaque opacification (as an index of vasa vasorum density) and plaque iron deposits, form a basis for CT imaging-based identification of vulnerable plaques.
Claims
1. A method for imaging iron in arterial plaque with an x-ray computed tomography (CT) system, the steps comprising: a) acquiring image data of the plaque using the CT system operating at a first x-ray energy level; b) acquiring image data of the plaque using the CT system operating at a second x-ray energy level; c) reconstructing two images from the data acquired in respective steps a) and b); d) normalizing the reconstructed images by adjusting the levels of pixel intensities such that pixels depicting calcium have substantially the same intensity; and e) produce an image depicting iron by subtracting the normalized images produced in step d).
2. The method as recited in claim 1 in which steps a) and b) are performed substantially simultaneously by using two x-ray tubes and detector arrays in the CT system.
3. The method as recited in claim 1 in which step d) includes: d)i) selecting a region common to both images which contains calcium; and d)ii) adjusting the pixel levels in one image until the brightness of pixels in the selected region is substantially the same in both images.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US12/280,192 US8009793B2 (en) | 2006-02-24 | 2007-02-20 | Method for imaging plaque using dual energy CT |
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| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US77664506P | 2006-02-24 | 2006-02-24 | |
| US60/776,645 | 2006-02-24 |
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| WO2007100550A2 true WO2007100550A2 (en) | 2007-09-07 |
| WO2007100550A3 WO2007100550A3 (en) | 2008-06-19 |
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| EP2387945A1 (en) * | 2010-05-18 | 2011-11-23 | White Lion Technologies AG | Method and device for digital volumetric tomography |
| EP2548510A1 (en) * | 2011-07-20 | 2013-01-23 | Samsung Electronics Co., Ltd. | Dual-energy X-ray imaging system and control method for the same |
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| US10813612B2 (en) | 2019-01-25 | 2020-10-27 | Cleerly, Inc. | Systems and method of characterizing high risk plaques |
| US11969280B2 (en) | 2020-01-07 | 2024-04-30 | Cleerly, Inc. | Systems, methods, and devices for medical image analysis, diagnosis, risk stratification, decision making and/or disease tracking |
| US20220392065A1 (en) | 2020-01-07 | 2022-12-08 | Cleerly, Inc. | Systems, methods, and devices for medical image analysis, diagnosis, risk stratification, decision making and/or disease tracking |
| JP2023509514A (en) | 2020-01-07 | 2023-03-08 | クリールリー、 インコーポレーテッド | Systems, Methods, and Devices for Medical Image Analysis, Diagnosis, Severity Classification, Decision Making, and/or Disease Tracking |
| US12406365B2 (en) | 2022-03-10 | 2025-09-02 | Cleerly, Inc. | Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination |
| US12440180B2 (en) | 2022-03-10 | 2025-10-14 | Cleerly, Inc. | Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination |
| US20250143657A1 (en) | 2022-03-10 | 2025-05-08 | Cleerly, Inc. | Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination |
| US20250217981A1 (en) | 2022-03-10 | 2025-07-03 | Cleerly, Inc. | Systems, methods, and devices for image-based plaque analysis and risk determination |
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2007
- 2007-02-20 US US12/280,192 patent/US8009793B2/en active Active
- 2007-02-20 WO PCT/US2007/004376 patent/WO2007100550A2/en not_active Ceased
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP2387945A1 (en) * | 2010-05-18 | 2011-11-23 | White Lion Technologies AG | Method and device for digital volumetric tomography |
| EP2548510A1 (en) * | 2011-07-20 | 2013-01-23 | Samsung Electronics Co., Ltd. | Dual-energy X-ray imaging system and control method for the same |
| US9131912B2 (en) | 2011-07-20 | 2015-09-15 | Samsung Electronics Co., Ltd. | Dual-energy X-ray imaging system and control method for the same |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2007100550A3 (en) | 2008-06-19 |
| US8009793B2 (en) | 2011-08-30 |
| US20100316274A1 (en) | 2010-12-16 |
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