The present invention relates to apparatus and methods for non-reciprocal broken ray tomography, including but not limited to x-ray tomography and optical tomography.
Tomography systems have been developed that allow the internal structure and composition of a sample to be studied through non-invasive means. For example, in the field of medicine, a patient may be injected with a fluorescent dye and scanned using electromagnetic radiation at a wavelength selected to cause fluorescence of the dye, to observe the condition of internal organs without the need for surgical intervention.
Tomography systems have been developed that make use of the so-called Broken Ray Transform (BRT). The BRT is defined in terms of integrals of a function (the attenuation coefficient) along two rays with a common vertex. The ray directions are fixed and determined by the directions of the source and detector, although the position of the vertex can be scanned over the plane that contains both rays.
The BRT is typically considered to be reciprocal, meaning that the transform is independent of the direction in which a photon travels along a given broken ray. Consequently, the associated measurements are independent of the interchange of the source and detector. However, in cases where the photon energy can change at the vertex of the ray, for example due to the photon being incoherently scattered or absorbed and then re-emitted, then reciprocity is lost. The loss of reciprocity complicates the process of image reconstruction in such cases.
According to a first aspect of the present invention, there is provided apparatus for constructing a tomographic image of a sample, the apparatus comprising: at least one source configured to emit electromagnetic radiation at a first wavelength; at least one angularly-selective detector configured to detect the electromagnetic radiation at a second wavelength after the electromagnetic radiation has interacted with the sample; and a controller configured to obtain information indicative of an intensity of the electromagnetic radiation detected at a second position by the at least one detector while the at least one source emits the electromagnetic radiation at a first position, and to obtain information indicative of an intensity of the electromagnetic radiation detected by the at least one detector after the source and detector positions are interchanged such that the electromagnetic radiation is emitted from the second position and detected at the first position, wherein said information is obtained for each one of a plurality of vertices within the sample, determine a first coefficient relating to an attenuation of the electromagnetic radiation in the sample at the first wavelength, a second coefficient relating to an attenuation of the electromagnetic radiation in the sample at the second wavelength, and a third coefficient relating to a material property that influences the intensity of the electromagnetic radiation measured by the at least one detector, based on said obtained information, and construct a tomographic image of the sample based on the determined first, second and third coefficients.
In some embodiments according to the first aspect, the apparatus is configured to interchange the source and detector positions by physically moving the at least one source and the at least one detector.
In some embodiments according to the first aspect, the at least one source comprises a first source arranged to emit the electromagnetic radiation from the first position and a second source arranged to emit the electromagnetic radiation from the second position, and the apparatus is configured to interchange the source and detector positions by controlling the first source to stop emitting electromagnetic radiation and controlling the second source to start emitting electromagnetic radiation.
In some embodiments according to the first aspect, the first wavelength is an x-ray wavelength and the third coefficient is a scattering coefficient related to an electron density of the sample at the respective one of the plurality of vertices.
In some embodiments according to the first aspect, the at least one detector is arranged so as to detect the electromagnetic radiation at an angle of about 120 degrees relative to a direction in which the electromagnetic radiation is emitted by the at least one source.
In some embodiments according to the first aspect, the at least one detector comprises: a first detector arranged so as to detect the electromagnetic radiation at an angle of about 120 degrees relative to the direction in which the electromagnetic radiation is emitted by the source; and a second detector arranged so as to detect the electromagnetic radiation at an angle of about 120 degrees relative to the direction in which the electromagnetic radiation is emitted by the at least one source, and at an angle of about 120 degrees relative to the angle at which the first detector is arranged to detect the electromagnetic radiation.
In some embodiments according to the first aspect, the first wavelength is an optical wavelength and the third coefficient is related to a concentration of a fluorescent dye at the respective one of the plurality of vertices.
In some embodiments according to the first aspect, the controller is configured to cause the tomographic image to be displayed on a display.
In some embodiments according to the first aspect, the apparatus comprises the display, configured to receive the tomographic image from the controller and display the tomographic image.
In some embodiments according to the first aspect, the apparatus comprises a source positioning mechanism for automatically moving the at least one source between a plurality of source positions, and a detector positioning mechanism for automatically moving the at least one detector between a plurality of detector positions.
In some embodiments according to the first aspect, after obtaining the information indicative of an intensity of the electromagnetic radiation detected at the second position by the at least one detector while the electromagnetic radiation is emitted from the first position, the controller is configured to control the source and detector positioning mechanisms to interchange the positions of the source and at least one detector, and then obtain the information indicative of an intensity of the electromagnetic radiation detected at the first position by the at least one detector while the electromagnetic radiation is emitted from the second position.
In some embodiments according to the first aspect, the at least one source is configured to emit the electromagnetic radiation along a first axis, and the controller is configured to obtain the information indicative of the intensity of the electromagnetic radiation detected by the at least one detector for a slice through the sample by: controlling the detector positioning mechanism to scan the at least one detectors along a second axis at an angle with respect to the first axis; and controlling the detector positioning mechanism to scan the at least one detectors along a third axis at an angle with respect to the first and second axes.
In some embodiments according to the first aspect, the tomographic image is a three-dimensional image of the sample, and the controller is configured to obtain the information indicative of the intensity of the electromagnetic radiation detected by the at least one detector for a plurality of slices by: controlling the source positioning mechanism to move the at least one source to a new source position offset from the first axis on which electromagnetic radiation was emitted at the previous source position; controlling the detector positioning mechanism to scan the at least one detectors along the first and second axes so as to obtain said information for a new slice containing the new source position; and repeating said steps of controlling the source and detector positioning mechanisms to obtain said information for the plurality of slices.
In some embodiments according to the first aspect, the controller is configured to determine the first coefficient, μe(r), and the second coefficient, μf(r), based on solving the simultaneous equations:
where Φ(+)(r) is a linear combination of symmetric data functions relating to a sum of the intensities of the electromagnetic radiation detected by the at least one detector, Φ(−)(r) is a linear combination of anti-symmetric data functions relating to a difference between the intensities of the electromagnetic radiation detected by the at least one detector, and a is a predefined quantity relating to a geometric arrangement of the source and detector positions, and
wherein the controller is configured to determine the third coefficient ξ(r) based on the equation
Ik(+)(r)+Il(+)(r)+ξ(r)=ϕkl(+)(r)
where
Ik(+)(r)=∫0∞
and wherein ϕkl(+) (r) are symmetric data functions relating to the sum of the intensities of the electromagnetic radiation detected by the at least one detector.
According a second aspect of the present invention, there is provided a method of constructing a tomographic image of a sample using apparatus comprising at least one source configured to emit electromagnetic radiation at a first wavelength, and at least one angularly-selective detector configured to detect the electromagnetic radiation at a second wavelength after the electromagnetic radiation has interacted with the sample, the method comprising: obtaining information indicative of an intensity of electromagnetic radiation detected at a second position by at least one detector while at least one source emits the electromagnetic radiation at a first position, for each one of a plurality of vertices within the sample; obtaining information indicative of an intensity of the electromagnetic radiation detected by the at least one detector after the source and detector positions are interchanged such that the electromagnetic radiation is emitted from the second position and detected at the first position, for each one of the plurality of vertices within the sample; determining an attenuation coefficient of the sample at the first wavelength, an attenuation coefficient of the sample at the second wavelength, and a material property that influences the intensity of the electromagnetic radiation measured by the at least one detector, based on said obtained information; and constructing a tomographic image of the sample based on the determined first, second and third coefficients.
According a third aspect of the present invention, there is provided a computer program comprising software instructions which, when executed, cause performance of a method according to the second aspect.
According a fourth aspect of the present invention, there is provided a non-transitory computer-readable medium arranged to store a computer program according to the third aspect.
Embodiments of the present invention will now be described, by way of example only, with reference to the accompanying drawings, in which:
In the following detailed description, only certain exemplary embodiments of the present invention have been shown and described, simply by way of illustration. As those skilled in the art would realise, the described embodiments may be modified in various different ways, all without departing from the scope of the present invention. Accordingly, the drawings and description are to be regarded as illustrative in nature and not restrictive. Like reference numerals designate like elements throughout the specification.
Referring now to
The source 110 is configured to emit electromagnetic radiation 141 with a wavelength in the x-ray or optical ranges of wavelengths. For example, in an embodiment in which x-ray electromagnetic radiation is used, the wavelength of electromagnetic radiation emitted by the source 110 may be between 0.01 and 10 nanometres (nm). The source 110 is configured to emit electromagnetic radiation 141 having a single wavelength, and so may be referred to as a ‘monochromatic source’ 110 or a ‘single-energy source’. It will be appreciated that in practice, any given source may emit electromagnetic radiation with a narrow range of wavelengths as opposed to a single finite wavelength, and references to ‘monochromatic source’ or ‘single-energy source’ herein should be construed accordingly. The first and second detectors 120a, 120b are disposed on an opposite side of the sample 130 to the source 110, such that the detectors 120a, 120b can detect the electromagnetic radiation 142 after it has passed through the sample 130.
The source 110 is configured to be moveable between a plurality of source positions 111. Similarly, the first and second detectors 120a, 120b are each configured to be moveable between a plurality of detector positions 121. The apparatus may comprise mechanisms for automatically moving the source 110 and the first and second detectors 120a, 120b to respective ones of the source positions in and detector positions 121 during the process of capturing data for reconstructing a tomographic image of the sample 130. Examples of suitable mechanisms for positioning sources and detectors in tomography systems are known in the aft, and a detailed description will not be provided here so as to avoid obscuring the present inventive concept.
The first detector 120a and the second detector 120b are each configured to detect the electromagnetic radiation 142 along the corresponding directions after the beam of electromagnetic radiation 142 has interacted with the sample 130. The electromagnetic radiation 142 that reaches the first and second detectors 120a, 120b has a second wavelength which is different to the first wavelength of the electromagnetic radiation originally emitted by the source 110. In an x-ray tomography embodiment, the change of wavelength from the first to the second wavelength occurs as a result of an energy change due to Compton scattering, and accordingly the first and second detectors 120a, 120b are arranged at angles of 120° with respect to the direction of the beam emitted by the source 110. However, in an optical tomography embodiment the first and second detectors 120a, 120b may be arranged at any angles with respect to the source 110.
In an optical tomography embodiment in which a fluorescent dye is used, the change of wavelength from the first to the second wavelength occurs as a result of dye fluorescence in the sample 130. In some embodiments the first and second detectors 120a, 120b are each configured to detect electromagnetic radiation 142 at the second wavelength without detecting electromagnetic radiation at other wavelengths, and so may be referred to as ‘single-energy’ detectors. It will be appreciated that any given single-energy detector may in practice be sensitive to electromagnetic radiation over a certain limited range of wavelengths, and references to a ‘single-energy detector’ herein should be construed accordingly. In other embodiments, some or all of the detectors used may be capable of detecting electromagnetic radiation across a wide range of wavelengths. In such embodiments, a suitable filter (e.g. an optical filter) may be disposed between the detector and the sample so as to block electromagnetic radiation at other wavelengths (i.e. other than the second wavelength) from reaching the detector.
In the present embodiment, the source 110, the first detector 120a, and the second detector 120b are disposed in the same plane at angles of 120° around a vertex, as shown in
The first and second detectors 120a, 120b are configured to output information indicative of the intensity of the electromagnetic radiation 142 that emerges from the sample 130 along the corresponding directions of the first and second detectors 120a, 120b at the second wavelength, after the electromagnetic radiation has interacted with the sample 130. The intensity of the electromagnetic radiation 142 measured at the first and second detectors 120a, 120b, together with knowledge of the geometry of the system, can be used to derive information about the internal structure of the sample 130. By moving the source 110 and the detectors 120a, 120b between the plurality of source positions in and detector positions 121, and by interchanging the positions of the source 110 and detectors 120a, 120b, data may be captured from a volume of the sample 130 enabling a tomographic image to be constructed showing the internal structure of the sample.
The form in which information is outputted by the first and second detectors 120a, 120b may depend on the type of detectors used. For example, the first and second detectors 120a, 120b may be analogue detectors configured to output an analogue signal with a voltage level that is proportional to the measured intensity of electromagnetic radiation. Alternatively, the first and second detectors 120a, 120b may be digital detectors configured to output a digital codeword representing the measured intensity. In some embodiments a combination of analogue and digital detectors 120a, 120b may be used in the same apparatus.
Referring now to
For the sake of brevity, a detailed description of features common to both the x-ray embodiment of
Referring now to
Depending on the embodiment, any of the source 110, 210, detector 120a, 120a, 220a, 220b, controller 301, display 302, source positioning mechanism 310, and detector positioning mechanism 320 may be embodied in the same physical device, or may be in physically separate devices. For example, in one embodiment the controller 301 and the display 302 may be physically separate from the source 110, 210, detector 120a, 120a, 220a, 220b, source positioning mechanism 310, and detector positioning mechanism 320. In such an embodiment, the controller 301 may transmit commands to the source positioning mechanism 310, and detector positioning mechanism 320 and receive data from the at least one detector 120a, 120a, 220a, 220b over any suitable wired or wireless communication interface or interfaces.
The source positioning mechanism 310 is configured to be responsive to commands received from the controller 301 so as to automatically move the source 110, 120 to respective ones of the source positions 111, 121 during the process of capturing data for reconstructing a tomographic image of the sample 130, 230. Similarly, the detector positioning mechanism 320 is configured to be responsive to commands received from the controller 301 so as to automatically move the first and second detectors 120a, 120b, 220a, 220b to respective ones of the detector positions 121, 221.
In the present embodiment, the controller 301 is configured to control the detector positioning mechanism 320 to move the first and second detectors 120a, 220a, 120b, 220b to each of the plurality of detector positions 121, 221 in turn, while keeping the source 110, 210 position constant. For example, each detector position 121, 221 may correspond to a different position along the vertical axis in the orientation shown in
As described above, the first and second detectors 120a, 220a, 120b, 220b are angularly-selective detectors, meaning that each detector only detects electromagnetic radiation which arrives at the detector from a certain incident angle. Consequently, by scanning the detectors 120a, 120b, 220a, 220b vertically, the detectors 120a, 120b, 220a, 220b can sample rays that originate from different points along the path of the ray emitted by the source 110, 210. In this way, data can be collected for a plurality of vertices along the path of the ray emitted by the source 110, 210, which in
A three dimensional tomographic image can be reconstructed by capturing data in many parallel two-dimensional transverse slices. To acquire information for such two-dimensional ‘slices’ through the sample 130, 230, the source 110, 210 and the detectors 120a, 120b, 220a, 220b may also be scanned in synchronisation with one another along an axis normal to the plane of the drawings in
Once data has been recorded for all detector positions 121, 221 at a given source position, the controller 301 is configured to control the source positioning mechanism 310 to move the source 110, 210 to another one of the source positions 111, 211 in order to target the beam of electromagnetic radiation 141, 241 at a different part of the sample 130, 230, and then repeat the process of moving the detectors 120a, 120b, 220a, 220b to all of the detector positions 121, 221 in turn to capture data relating to the new part of the sample 130, 230. The controller 301 repeats the process until data has been captured for all combinations of source positions 111, 121 and detector positions 121, 221.
In this way, the controller 301 can capture data relating to the same part of the sample 130, 230 from all of the plurality of detector positions 121, 221 in the shortest possible time frame, reducing the likelihood of errors due to movement of the sample 130, 230 while the data is being captured. However, in other embodiments the controller 301 could move the source 110, 210 while keeping the positions of the first and second detectors 120a, 120b, 220a, 220b fixed, and then move the first and second detectors 120a, 120b, 220a, 220b to a different detector position 21, 221 once data has been captured for all source positions 111, 211 at the previous detector position 121, 221.
Methods by which the controller 301 can process data received from the first and second detectors 120a, 120b, 220a, 220b in order to derive information about the internal structure of the sample 130, 230 will now be described in more detail. Although described in relation to tomographic optical fluorescence imaging using a sensor and detector geometry as shown in
By reversing the path of a photon and using the non-reciprocity of the data function, optical properties such as the intrinsic attenuation coefficients of the sample 230 at the excitation and the fluorescence frequency, and the concentration of a contrast agent (e.g. a fluorescent dye), can be simultaneously and independently reconstructed. In practice, the path of the photon can be reversed by swapping the source and the detector positions. For example,
In the following disclosure, we consider a non-reciprocal BRT applicable to the problem of fluorescence imaging in a sample 230 comprising a weakly-scattering or non-scattering medium. In this case, the photon travels along a line until it is absorbed by a fluorophore molecule and then is re-emitted in a different direction and at a different frequency, which is generally lower than the original frequency. The non-reciprocity of the BRT allows additional information about the medium to be determined by interchanging the source and detector in each pair. In particular, this approach allows the attenuation coefficients of the medium at both the excitation and the fluorescence frequencies to be reconstructed independently, as well as the concentration of the fluorophore. The method described below requires doubling the number of physical measurements, but does not involve any assumptions about the spectral dependence of the attenuation coefficient, which can generally differ at different points in the medium.
The method described below is also applicable to embodiments in which x-ray imaging is used. In the case of x-ray imaging, the photon can change its direction due to Compton scattering, which also results in a reduction of the photon energy. Since the attenuation coefficient can depend on energy, this poses an additional challenge. Prior art solutions to this problem typically rely on the assumption that the spectral dependence of the attenuation coefficient is linear. However, as described below, the inventors have shown that by using imaging geometries in which the scattering angles and hence the Compton energy shifts are the same, for example the three-ray star geometry shown in
Forward Problem
In this section, we consider the coupled transport equations and show that, in a non-scattering o r a weakly-scattering medium, the specific intensity of light at the fluorescence frequency due to a collimated incident beam at the excitation frequency is mathematically related to a BRT of the medium.
We begin by considering the physical problem of fluorescence imaging in a weakly-scattering or non-scattering medium, for example the sample 230 shown in
In the absence of scattering, the transport equations describing the propagation of the electromagnetic radiation 241, 242 at the excitation and fluorescent frequencies (distinguished by the subscripts e and f, respectively) are of the form
[ŝ·∇+μe(r)]Ie(r,ŝ)=0, (1a)
[ŝ·∇+μf(r)]If(R,ŝ). (1b)
Here, Ie(r,ŝ), If(r, ŝ) are the specific intensities of light at the position r in the direction ŝ, μe, μf are the attenuation coefficients of the medium in the sample 230 at the excitation and fluorescent frequencies respectively, as indicated by the subscripts e and f, and S is the fluorescent source. Equations (1a) and (1b) are also supplemented by the half-range boundary conditions as follows:
Ie(r,ŝ)=Iinc(r,ŝ) and If(r,ŝ)=0 for ŝ·{circumflex over (n)}(r)<0,r∈∂Ω, (2)
where {circumflex over (n)} is the outward unit normal to δΩ and Iinc is the incident specific intensity at the excitation frequency. Note that no light at the fluorescent frequency enters the sample 230 except due to the source S, which is defined below. For a sample 230 containing fluorescent molecules of the number density n(r), we can write
μe(r)=μe(0)(r)+σen(r), (3a)
μf(r)=μf(0)(r)+σfn(r), (3b)
where μ4(0) (r) and) μf(0) (r) are the intrinsic (background) attenuation coefficients of the medium and σe, σf are the absorption cross sections of the fluorescent molecules at the frequencies indicated by the subscripts. The cross sections are assumed to be known from spectroscopic measurements and it is expected that σf<σe. The source function at the fluorescence frequency is given by
where η is the quantum efficiency of the fluorophores and the energy density μe(r)=∫Ie(r, ŝ)d2s. If the incident light 242 is injected into the sample 230 by the source 210 as a narrow collimated beam, then:
Here r1, and s1 are the location and direction of the source 210, W is the source 210 power, and ∫ab fdl is the integral of f along the line connecting the two points a and b.
Let the specific intensity at the fluorescence frequency be measured at the point r2 ∈ δΩ and in the direction ŝ2. Then it follows from (1b) that
where we have accounted for the isotropy of the source function S. This leads to the final result,
Various geometrical quantities and objects appearing in equation (7) are illustrated in
is the position of the vertex, that is, the point where the two rays shown in
Data Function
In this section, the data function to be used in the reconstruction of the functions of interest is defined. Here, the goal is to reconstruct the three functions μe(o)(r), μf(o)(r) and n(r) separately from collimated boundary measurements of the fluorescence intensity. In an experiment, the latter function n(r) can be registered with the use of a spectral filter that excludes all electromagnetic radiation at the excitation frequency fe.
To proceed, it is convenient to introduce the dimensionless concentration of fluorophores according to ñ(r)=ησe3/2 n(r). We note that ñ˜1 corresponds to a very high concentration and, in practice, we expect that ñ<<1 will hold. Assuming that the condition θ1+θ2<π holds so that the vertex exists, then:
Both sides of this equation are dimensionless. However, the expression is still singular and not amenable to direct interpretation as a measurable signal. This problem can be addressed by noting that the fluorescence intensity at the point of observation r2 depends on the spherical coordinates of the unit vector ŝ2, θ2 and Φ2. The dependence on θ2 is slow (1/sin θ2) while the dependence on φ2 is fast and expressed mathematically by the delta-function δ(φ2−π). On the other hand, all physical detectors measure the specific intensity in some finite solid angle. As described above in relation to
Assuming that the measured quantity is ∫π−δπ+δ Ifdφ2, where δ is a small angle, the data function φ12 (R) can be defined as follows:
Let ŝ1 and ŝ2 be fixed such that the vertex exists. Then there is a one-to-one correspondence between the position of the vertex R and the pair of variables (r1, r2). Viewing R as the independent variable, and applying the definition in equation (9) to equation (8), the following result can be obtained:
Ie,1(R)+If,2(R)+ξ(R)=ϕ12(R), (10)
where
ξ(R)=−log [{tilde over (n)}(R)], (11a)
Ie,1(R)=∫0∞μe(R−ŝ1l)dl, (11b)
If,2(R)=∫0∞μf(R+ŝ2l)dl. (11c)
In equations (10) to (11c), it is assumed that μe(r) and μf(r) are supported in Ω so that the ray integrals can be extended to infinity. It can be noted that the data function can be measured only for such positions of the vertex R that n(R) ñ(R)≠0. If ñ(R)=0, the measured fluorescence intensity is zero, at least, within the approximation used here, and the logarithm in (9) is undefined.
Inverse Problem
The following description explains how the BRT non-reciprocity can be used to formulate the inverse problem. In the previous sections, the case of one broken ray defined by the locations of the source and detector (r1 and r2) and the location of the vertex r has been considered. Hereinafter, the vertex position is denoted by the small letter r. In this section, a more general arrangement of source-detector pairs is allowed, with the assumption that all broken rays corresponding to different source-detector pairs have the same vertex and that this vertex can be scanned with a reasonable spatial resolution over the sub-region of Ω in which ñ(r)>0. Some of the broken rays in a given ‘star’ can have a common edge. The imaging geometry is sketched in
The generalization of equation (10) to the above case is the N-ray star transform equation:
Ie,k(r)+If,l(r)+ξ(r)=ϕkl(r),k,l=1. . . , N,k≠l, (12)
Here,
Ie,k(r)=∫0∞μe(r+ûkl)dl, (13a)
If,k(r)=∫0∞μf(r+ûkl)dl. (13b)
Notably, the data function Økl(r) is not symmetric with respect to the interchange of the indexes k and l. Physically, this means that the measurements do not obey reciprocity under the interchange of the source and the detector. The lack of reciprocity follows from the spectral dependence of the attenuation, that is, from μe(r)≠μf(r). This is different from the star transform that arises in single-scattering tomography, in which the data function is symmetric. In the case considered here, the lack of symmetry of the data function allows a local reconstruction algorithm to be derived which yields all three functions μe(r), μf(r) and ñ(r). Let us consider the symmetric and anti-symmetric linear combinations of the data,
ϕkl(+)(r)=½[ϕkl(r)+ϕlk(r)],ϕkl(−)(r)=ϕkl(r)−ϕlk(r). (14)
It should be noted that measuring these linear combinations requires reversing the path of the photon. In embodiments of the present invention, this is achieved by physically interchanging the source and detector for each broken ray or, alternatively, performing an additional scan with interchanged source and detector arrays. Accordingly, in embodiments of the present invention, the controller 301 is configured to record information indicative of the intensity of the electromagnetic radiation while the source 110, 210 is in a first position and the detector 120a, 120b, 220a, 220b is in a second position. Then, the source and detector positions are interchanged such that the source 110, 210 is in the second position and the detector 120a, 120b, 220a, 220b is in the first position, and the controller 301 proceeds to record information indicative of an intensity of the electromagnetic radiation for the new combination of source and detector positions.
Depending on the embodiment, the source 110, 210 and detectors 120a, 120b, 220a, 220b may be automatically repositioned by the controller 301 using the source and detector positioning mechanisms 310, 320, or the source 110, 210 and detectors 120a, 120b, 220a, 220b may be manually repositioned. When a plurality of detectors 120a, 120b, 220a, 220b are used, the source position may be interchanged with each one of the plurality of detector positions. In some embodiments, the controller 301 may obtain intensity data from the at least one detector for all combinations of source and detector positions at the vertex currently under observation, before returning the source to its original position and then moving the detectors to new detector positions 121, 221 to observe another vertex within the current slice. Once data has been captured for all vertices within the current slice, the source 110, 210 and detectors 120a, 120b, 220a, 220b may be synchronously moved to new source and detector positions 111, 211, 121, 221 as described above, and the process repeated to obtain data for a slice containing the new source position.
From equations (12) and (14), the following set of linear equations can be obtained:
Ik(+)(r)+Il(+)(r)+ξ(r)=ϕkl(+)(r), (15a)
Ik(−)(r)−Il(−)(r)=ϕkl(−)(r). (15b)
where
ik(+)(r)=∫0∞
Ik(−)(r)=∫0∞Δ(r+ûkl)dl, (16b)
and
Δ(r)=μe(r)−μf(r). (17b)
Inversion with Complete Data
In this section, we show how all three functions of interest (the background attenuation coefficients at the excitation and fluorescence frequencies and the concentration of fluorophore) can be reconstructed stably and separately by accounting for the BRT non-reciprocity. Explicit image reconstruction formulas are also derived, based on the assumption that a complete set of data is available.
As mentioned above, the data functions Økl (r) or Økl(±)(r) are defined only for positions of the vertex r such that ñ(r)>0. Otherwise, the data function cannot be measured. In practice, the condition that the data is measurable is stronger and reads ñ(r)≥ñmin(r)>0. Here ñmin(r) is experimentally determined.
The above considerations are illustrated in
In this section, we discuss inversion of equations (16a) and (16b) with complete data. Then, in the next section we consider approaches to reconstruction in cases when complete data are not available. We begin by noting that equation (16a) is equivalent to the star transform of a medium with the attenuation coefficient
By considering the three-ray geometry shown in
Here the scalar coefficients σk satisfy the condition
σ1{circumflex over (u)}1+σ2{circumflex over (u)}2+σ3{circumflex over (u)}3=0. (19)
Such coefficients can always be found, since three vectors on a plane cannot be linearly-independent. We then take the following linear combination of the symmetric functions Økl(+)(r) relating to the sum of the intensities of the electromagnetic radiation detected by the detectors 120a, 120b, 220a, 220b (by symmetry, we mean here the property Økl(+)=Ølk(+)):
From equation (20), it can be seen that the resulting function Φ(+)(r) satisfies
We now use the property −∇.ukIk(+)(r)=ū(r) to find that
In the present embodiment, a three-ray geometry is used and accordingly the denominator is of the form σ1+σ2+σ3, where σ1, σ2, σ3 are predefined quantities in the form of scalar coefficients, as described above in relation to (18) and (19). It will be appreciated that when different source and detector geometries are used, a different size of matrix and a different number of scalar coefficients may be used. In general, in equation (22) the denominator may be any suitable predefined quantity relating to a geometric arrangement of the source and detector positions.
Thus, a local reconstruction formula is obtained for the spectrally-averaged attenuation coefficient
Since it has been assumed that complete data are available in the present case, it is possible to reconstruct
In order to derive a local inversion formula for equation (15a), it is necessary to find a set of vector coefficients a0l that satisfy the following four conditions: (i) akl=alk; (ii) akk=0; (iii) Σ1akl=σkûk; and (iv) Σklakl=0. For the conditions (i) and (iv) to be consistent, the scalar coefficients σk must satisfy Σkσkûk=0. If the above four conditions hold, then ½Σklakl(xk+x1+y)=Σkσkûkxk, where xk and y are arbitrary numbers. This property allows the star transform (equation 15a) to be inverted locally.
In order to invert equation (15b), it is necessary to find a set of coefficients bkl such that ½Σklbkl(xk−xl)=Σkσkûkxk. It can be noted that bkl must satisfy only three conditions, namely, (i) bkl=−blk; (ii) bkk=0; and (iii) Σ1bkl=σkûk. The condition (iv) Σklbkl=0 also holds, but is a consequence of (i) rather than an independent condition. It also follows from (i) and (iii) that σk must still satisfy Σkσkûk=0. For the three-ray geometry considered here, as shown in
The coefficients σk in this matrix are the same as in matrix (18) and are determined from equation (19). Additionally, it can be noted that the matrix shown in (23) does not contain û2 explicitly but û2 is not linearly independent of û1 and û3. In fact, (23) is not a unique choice of coefficients; the conditions stated above for the elements bkl can be written equivalently as b12=b21+σ2û2 and b13+b23=σ3û3. In deriving (23), we have made the choice b13=0. However, an alternative solution would be to take b23=0, which results in the matrix
There are other possible choices in which all six off-diagonal elements of the matrix are non-zero and all three vectors û1, û2 and û3 are explicitly present. This will restore the symmetry, which is seemingly lost in (23). Indeed, there is nothing special about the vector û2, which is not present explicitly in (23) or û1, which is not present in (24).
A linear combination of the anti-symmetric data functions relating to a difference between the intensities of the electromagnetic radiation detected by the detectors 120a, 120b, 220a, 220b is now defined according to
For the matrix of coefficients defined in (23), or for any other such matrix with any choice for the two indices, the right-hand side of (25) is of the form −Σk3 σkûkIk. Therefore, (25) is inverted by taking the divergence. Based on this observation, we find is that the reconstruction formula for the spectral difference of the attenuation coefficients, which is of the form
in complete analogy with (22). Direct reconstruction formulas have therefore been obtained for
Based on these results, the controller 301 can easily obtain μe(r), μf(r) and ñ(r) by using equations (17) and (11a). Additionally, if the controller 301 is provided with information about the absorption cross section and quantum efficiency of a single fluorophore, it is possible to compute the physical number density of the fluorescent molecules n(r) and, once the latter is known, the intrinsic attenuation coefficients of the medium μ(0)(r) and μf(0)(r) can be determined from equation (19). In this way, the controller 301 can be programmed with direct reconstruction formulas for all optical properties of the medium.
Inversion with Incomplete Data In some physical situations, complete data may not be available. In such cases, it may still be possible to reconstruct the total attenuation coefficients μe(r) and μf(r) for r ∈ Σ. To this end, the controller 301 may use equations (22) and (26) to find
One possible solution to this problem is to introduce some assumptions about the spectral dependence of the intrinsic attenuation. For example, we may know that μe(0)(r)/μf(0)(r)=κ, where κ is a position-independent constant which depends on the frequencies ωe and ωf. Based on equation (3) and the above assumption, it can be shown that:
κμf(0)(r)+σen(r)=μe(r),μf(0)(r)+σfn(r)=μf(r), (27)
where the functions μe(r) and μf(r) are known in Σ. From this it can be shown that
The above condition on the spectral dependence is equivalent to the assumption that the medium contains two chemical species of molecules or macroscopic particles that are responsible for the attenuation, one of which is fluorescent (i.e. the dye) and the other of which is not (i.e. the material of the sample 130, 230 under investigation), and that the optical properties of the medium are fully described by two mathematically-independent density functions.
In samples with complex chemical and structural composition, the above assumption might not hold. Since different species of absorbers can have different optical spectra, the assumption) μe(0)(r)/μf(0)(r)=κ may not be justified. In this case, additional spectral measurements could be employed to access the missing information. For instance, in the above description it has been assumed that the light recorded by the detectors 120a, 120b, 220a, 220b has passed through a spectral filter that eliminates light at the excitation frequency ωe. However, another approach is to employ spectrally-resolved detectors that can measure the light intensities at the excitation and fluorescence frequencies separately. Then, if the medium is weakly scattering, intensity measurements at the excitation frequency may be used to reconstruct μe(r) everywhere in Ω. This does not require an additional scan, only a spectrally-resolved measurement of intensity.
Finally, it is noted that knowledge of μe(r) everywhere in Ω is insufficient to reconstruct n(r), since it is also necessary to know μf(r) in Ω. However, this function can be recovered by performing an additional scan using ωf as the excitation frequency, in other words, by using a second source configured to emit electromagnetic radiation at the second wavelength. Fluorescence in this case is not excited, and the signal at ωf is due to single scattering. In this case, the ray integrals Ik(+)(r) can then be computed according to equation (16a), and it is possible to further solve for ξ(r) just as in the case of complete data.
In summary, it has been shown in the foregoing description that the BRT is non-reciprocal if the photon can change its frequency at the vertex of the broken ray. The non-reciprocity provides an opportunity to gain additional information about the medium by interchanging the source and detector in each measurement. The image reconstruction methods described herein are direct and spatially-local.
Additionally, applications of non-reciprocity to tomographic optical imaging of a medium containing a fluorescent contrast agent have been described above. In this case, the quantities of interest are the number density of the fluorophores and the intrinsic attenuation coefficients of the medium at the excitation and fluorescence frequencies. All three functions can be reconstructed simultaneously and independently by inverting the three-ray star transform of the medium (consisting of three broken rays with a common vertex and some common edges, as shown in
The formalism presented above does not make any assumption about the angles of the broken rays, except where applied to Compton scattering of x-rays. As a result, both backscattering and transmission measurement geometries can be implemented, as shown in
The above-described equations are applicable to single scattering x-ray tomography in which the photon energy changes due to Compton scattering, in which case complete data will almost always be available. In order to apply the reconstruction methods described in this paper to Compton scattering, it is important to use only broken rays with the same angle to guarantee that the Compton energy shifts are always the same. The symmetric three-ray star geometry satisfies this condition: all scattering angles in this case are equal to 2π/3 (=120°). The formalism presented here enables a new approach to dual-energy x-ray tomography that could potentially overcome some of the limitations of conventional techniques due to hardware, software, or dose constraints. Indeed, for a Compton scattering angle of 2π/3, the energy separation between the primary (excitation) and scattered radiation is helpful for improved tissue differentiation based on simultaneous reconstruction of tissue properties at two energies. At the same time, this method can be realized with single-energy exposure and single-energy detection. Moreover, the spectral distribution of the detected scattered radiation can be much narrower than that of the detected lower-energy radiation conventionally used in dual-energy computed tomography (CT). This could be useful for ameliorating the artefacts associated with beam hardening.
Whilst certain embodiments of the invention have been described herein with reference to the drawings, it will be understood that many variations and modifications will be possible without departing from the scope of the invention as defined in the accompanying claims.
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