Ilkka Nissilä 3.10.2019 Aalto University School of Science Department of Neuroscience and Biomedical Engineering (NBE)
Practicalities Lectures: 3.10. and 10.10. Exercise sessions: 4.10., 9.10., 11.10. and 16.10. Teachers: Ilkka Nissilä and Tuomas Mutanen The assignment involves familiarization with X ‐ ray propagation and computed tomography Return the exercise by 17.10. and the learning journal by 21.10.
X ‐ ray imaging Computed tomography – three ‐ dimensional imaging using x ‐ rays 1979 Nobel Prize in Medicine: Hounsfield and Cormack
Applications of CT
This week’s lecture Physics of X ‐ ray imaging Generation of X ‐ rays Interaction between X ‐ rays and tissue Detection of X ‐ rays Imaging geometry and forward model Planar imaging (2D) Computed Tomography (3D imaging)
Principle of 2D X ‐ ray imaging (planar imaging) Planar X ‐ ray imaging creates a 2D projection of the tissue • Photoelectric effect (absorption) Scintillator creates contrast between tissues Photodiode array TFT matrix • Scattered x ‐ ray photons reduce contrast
What are x ‐ rays? • X ‐ rays are electromagnetic radiation in the gamma range • Photon energy E = h ν = hc/ λ ~ 6e ‐ 34*3e8/1e ‐ 10J ~ 2 fJ ~ 10keV • X ‐ rays penetrate tissue quite well but are attenuated due to photoelectric effect and Compton scattering • High ‐ energy gamma rays have higher probability of Compton scattering than x ‐ rays
Radiation dose in clinical use • Effective dose equivalents HE = Biological effect of radiation – Dental 0.01 mSv 1 Gy = 1 J/kg absorbed dose – Breast 0.05 mSv 1 Sv = 1 J/kg ”equivalent” in – Chest 0.02 ‐ 0.2 mSv terms of biological effect – Skull 0.15 mSv For gamma and x ‐ ray, – Abdominal 1.0 mSv 1 Gy => 1 Sv – Barium fluoroscopy 5 mSv – Head CT 3 mSv For alpha, 1 Gy => 20 Sv – Body CT 10 mSv • Natural background radiation 0.3 ‐ 3 mSv/year in Finland • Diagnostic x ‐ ray amounts to 14% increase in total radiation worldwide
X ‐ ray source: the x ‐ ray tube 10 ‐ 7 atm pressure • • 15 to 150 kV rectified alternating voltage between cathode and anode • Cathode heated (~2200 deg C) tungsten Number of x ‐ ray photons in � ) � (mA) the beam � ∝ ��� filament wire kVp = accelerating (peak) voltage • Thermionic emission mA = filament current • Anode: rotating disc, covered by a layer of tungsten, tungsten ‐ rhenium or molybdenum, liquid cooling
X ‐ ray tube output energy spectra Different filters Peaks correspond to affect x ‐ ray energy characteristic X ‐ rays content (anode material property) Brehmsstrahlung Electrons hop from outer continuous spectrum Aluminum filter to inner shell => X ‐ ray (deflection of incoming = standard beam electron) energy content (e.g. for imaging the torso) X ‐ ray tube housing Molybdenum filter absorbs = low energy content low ‐ energy (used e.g. in X ‐ rays mammography)
X ‐ ray interaction with tissue Mass attenuation coefficient is absorption coefficient [1/cm] divided by density [g/cm^3] • Interaction of x ‐ rays with tissue includes absorption (photoelectric effect); Compton scattering and Rayleigh scattering • Photoelectric effect is the most frequent event in tissue ‐ x ‐ ray interaction and it produces useful diagnostic contrast • Probability of each event type depends on the energy of the radiation and the material properties
Photoelectric interaction In the photoelectric interaction between X ‐ ray and tissue, an inner electron is ejected by the X ‐ ray An outer electron takes up the vacancy and emits a low ‐ energy characteristic X ‐ ray which is absorbed quickly. � � ��� � ������������� ∝ � � �
Photoelectric absorption in tissue K edge: • Probability of PE event is more likely when the energy of incoming X ‐ ray is just above binding energy of K electron • Contrast between bone and soft tissue increased • Dual ‐ energy imaging can highlight the contrast
Compton scattering In Compton scattering, an outer electron is ejected from a molecule The original X ‐ ray is deflected by an angle θ
Rayleigh scattering Rayleigh scattering is elastic i.e. the emitted X ‐ ray has the same wavelength as the incoming X ‐ ray The angle of deflection is small.
Half ‐ Value Layer (HVL) How thick a slab of given tissue reduces the X ‐ ray beam intensity by 50%? Higher energy X ‐ rays are needed to get a useful image of the torso In mammography, the breast is compressed to a thickness of ~ 4 cm
Dual ‐ energy imaging By starting from images obtained using X ‐ rays generated with two different tube voltages, it is possible to produce different weightings of bone and soft tissue, enhancing contrast Can also suppress artifacts due to metal objects Measurement of electron density
Instrumentation for planar x ‐ ray imaging
Digital Radiography TFT Array Detectors TFT array detectors can be large Indirect method: use scintillator and optical coupling to TFT matrix Direct method: X ‐ rays release ion pairs; electrical coupling to TFT matrix
Anti ‐ scatter grids Lead strips Aluminium Length = h Thickness = t Separation = d Grid ratio = h/d Grid frequency = 1/(d+t) If the X ‐ ray source is close the beam divergence should be considered
Noise in x ‐ ray imaging: photon shot noise n shot N N SNR N n Photon shot noise is a key image quality parameter η is the quantum efficiency, N number of photons hitting the detector during the exposure N follows Poissonian statistics
Additional sources of noise in x ‐ ray detection In addition to photon shot noise, detectors and electronics introduce additional noise sources Dark current is the current that the detector generates when not exposed to X ‐ rays Thermal electrons are separated from the photodetector material and amplified The amplifiers add some noise of their own to the signal In this course we can model these additional noise sources optionally with a Gaussian white noise term added to the photon count or intensity
Instrumentation for CT First and second generation devices used synchronized translation of both the X-ray source and detector on opposite sides of patient First generation used a pencil beam Second generation used a narrow fan beam
Instrumentation for CT Third generation devices use a rotating assembly with an arc of detectors and X-ray source on opposite side Fourth generation systems use a rotating X-ray source and a full ring of detectors
Detectors in CT systems Scintillator crystals convert X-ray into light Optical filler material between each crystal to prevent cross talk Photodiodes convert the light into electrical signals
Mathematical principles of CT ‐ measured data Considering only the PE effect for simplicity, the reduction of the intensity of the x ‐ ray beam along the projection line is proportional to the absorption The measured intensity at a single point at the detector is � � � � � �� � � I 0 = source intensity I = intensity at detector; n = noise
Projection �� � ����� �� � � ���� � � � �� � � � ��� � � � � � � log ��0� ���� � log � � � � � ��� � The projection p is an integral of the absorption coefficient along the line of propagation of the x ‐ rays
Calculating the projections Model of an axial slice with 3 x 3 resolution 4 9 6 Detectors Anti ‐ scatter grid 1 3 2 6 6 X ‐ ray tube positions for 3 2 5 10 5 the second orientation 3 0 1 2 4 Scanning 1 2 3 Rotate tube and order detector array X ‐ ray tube positions for the second orientation Measurements are electrical signals which are proportional to intensities � � � � � � � � � � �� = � � � �� � � � p � log � � � � � � � �� � � �Δ� � ���
Ray ‐ by ‐ ray image reconstruction 2nd iteration 1st iteration � ����,� �� �,� � ����,� �� �,� Correct by Correct by Original Initial guess � � � � 4 6 9 4 6 9 4 6 9 0 0 0 y 6 0 1 3 2 0 0 0 1.33 2 3 1.22 1.89 2.89 6.33 6 10 0 3 2 5 0 0 0 1.33 2 3 2.56 3.22 4.22 6.33 10 3 0 0 1 2 0 0 0 1.33 2 3 0.22 0.89 1.89 6.33 3 x 4 4 0 4 6 6 0 6 � ����,� 9 9 0 9 � � � � ���� � � ����,� � � � � � � � 6.33 3 0 3 6.33 10 0 10 6.33 6 0 6
Projection with multiple directions For the first projection angle � � ���� � � � �, � ∆� ��� r y s � For a general projection direction α x � � � � � � � �, � � ∆� �� � First projection along y axis; translation along x axis. � ��� � � � � ∆� r and s replace x and y in a rotated coordinate system
Sinogram First projection incidated by arrow Original image: attenuation varies between 0 and 1.5 The sinogram contains the measured (or simulated) projections; each row corresponds to a different projection angle and each column to a different translational position
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