dual energy imaging and digital tomosynthesis: innovative x-ray based imaging technologies

31
Dual-Energy imaging and Digital Tomosynthesis: Innovative X-ray based imaging technologies S Sajja, F Ursani, A Ursani, and N S Paul TRIIO Core Laboratory, Departments of Medical Imaging, University Health Network, University of Toronto S Richard, N Packard, X Wang, and L Vogelsang Carestream Health, Rochester

Upload: carestream

Post on 23-Jan-2018

1.248 views

Category:

Healthcare


1 download

TRANSCRIPT

Page 1: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Dual-Energy imaging and Digital Tomosynthesis:

Innovative X-ray based imaging technologies S Sajja, F Ursani, A Ursani, and N S Paul

TRIIO Core Laboratory, Departments of Medical Imaging,

University Health Network, University of Toronto

S Richard, N Packard, X Wang, and L Vogelsang

Carestream Health, Rochester

Page 2: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

2

Outline

•Chest Radiography – Limitations of 2D imaging

•Anatomical clutter

•Dual-Energy (DE) X-ray

•Anatomical clutter reduction via tissue discrimination

•Factors that impact DE imaging performance

•Clinical examples

•Digital Tomosynthesis (DT) X-ray

•Anatomical clutter reduction via spatial discrimination

•Factors that impact DT imaging performance

•Clinical examples

Page 3: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

3

Chest Radiography (CXR)

• Chest Radiography is the most common technique for 2D chest imaging

•Limitation

• A chest radiograph is a 2-dimensional projection of a complex 3-

dimensional volume in which several tissues overlay each other.

• Overlapping anatomy – ribs, lungs and vessels are background

structures which may confound detection of a lung nodule on a single

projection.

Conspicuity (detectability) = Contrast of the object

Complexity of the background

Page 4: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

4

Limitation of Chest Radiography (CXR)

3-d object

2-d projection of

the objects Cylinders made of material 1

Different objects made of

material 2

Page 5: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Overcoming anatomical noise via tissue discrimination

•Removing overlapping ribs via tissue removal using dual-energy imaging.

Material 1 only image 2-d projection

Tissue discrimination using x-ray

imaging results in reduced

background anatomical noise

and improved feature

conspicuity.

DR - Digital Radiography

DE - Dual Energy X-ray

Page 6: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Tissue Discrimination – Dual-Energy (DE) imaging

6

High energy image

Low energy image

Bone image

WbWs

Soft-tissue image

X-ray tube

Anti-scatter bucky grid

flat-panel

digital detector

Page 7: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Energy selection: Choice of

high and low energy values

Dose allocation:

Filtration:

Delay between two

acquisitions:

7

Factors that affect DE imaging performance

• DE soft tissue images of polyethylene nodule

• High energy = 130 kVp (fixed)

• Low energy = 60-90 kVp

Patient (cm) equivalent phantom [acrylic] thicknesses:

“slim patient” (18 cm) [7.5cm]

“average patient” (24 cm) [10cm]

“large patient” (30 cm) [12cm]

Nodule contrast is highest at low kVp (60 kVp) and in a

slim patient Nick Schumat, Masters Thesis, University of Toronto, 2008

Page 8: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Energy selection:

Dose allocation: Ratio of dose

between high and low energies

Filtration:

Delay between two

acquisitions:

8

Factors that affect DE imaging performance

Aε = 0.06 Aε = 0.29

Aε = 0.72 Aε = 0.91

• DE bone-only images at different dose

allocations (AƐ)

• Noticeable increase in image noise at very

low and very high allocations

Nick Schumat, Masters Thesis, University of Toronto, 2008

Page 9: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

9

Factors that affect DE imaging performance

Energy selection:

Dose allocation:

Filtration: helps in increasing the

energy separation between the high

and low energy images

Fixed filtration: Same filtration for both

high and low energy acquisitions.

Delay between two

acquisitions:

4

0 50 100 1500

2

4

6

8

10

12x 10

Inte

nsity

4

keV0 50 100 150

0

2

4

6

8

10

12x 10

Inte

nsity

60 kVp

60 kVp

1 mm Cu

keV

No Filtration – high unused radiation

Fixed Filtration – lower unused radiation

Page 10: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

10

Factors that affect DE imaging performance

Differential Filtration – very low unused

radiation

Energy selection:

Dose allocation:

Filtration: helps in increasing the

energy separation between the high

and low energy images

Differential filtration: Filtration is

changed between high and low

images to separate spectra.

Delay between two acquisitions:

4

keV0 50 100 150

0

2

4

6

8

10

12x 10

Inte

nsity

4

keV0 50 100 150

0

2

4

6

8

10

12x 10

Inte

nsity

60 kVp

1 mm Cu120 kVp

1mm Cu

70 kVp

0.1 mm Cu

120 kVp

0.5 Ag

Fixed Filtration – lower unused radiation

Page 11: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Energy selection:

Dose allocation:

Filtration:

Delay between two

acquisitions: This has an impact

on the motion artifacts observed in

resultant DE image.

11

Factors that affect DE imaging performance

ECG gating can be used to reduce motion artifacts.

Timing diagram displaying the (ECG) trace,

plethysmogram, and digital trigger.

DE “soft-tissue” images acquired (a) with (b) without

cardiac motion – custom built insert for motion

simulation. Some motion blur is observed.

Nick Schumat, Masters Thesis, University of Toronto, 2008

Page 12: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

12

Modelling nodule conspicuity DR

Objective function for system optimization - combines:

MTF – System resolution

GNPS- Noise and anatomical clutter

Wtask- description of task i.e., nodule detection

d‘ – Detectability index – surrogate for nodule conspicuity

Page 13: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

13

Nodule detectability – fixed versus differential filtration DR

DR DE fixed filtrationDE differential

filtration

• Figure shows the detectability index values for

DE fixed and differential filtration.

• The results are normalized such that d’ = 1 for

DR.

• d’ = 1.2 and 1.3 for fixed and differential filtration

respectively.

• d’norm refers to detectability normalized by dose.

• d’norm = 0.7 and 1.1 for fixed and differential

filtration indicating fixed filtration less dose

efficient than differential filtration. Richard S. et al., Diagnostic Imaging, 2015

Page 14: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

14

DE Clinical patient imaging

CXR of a patient with lung nodules:

limited conspicuity due to

overlapping structures

DE-soft tissue of a patient with lung

nodules: Improved conspicuity due

to subtracted ribs.

Page 15: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

15

DE – Cadaver Images

Cadaveric chest x-rays were performed using conventional Digital

Radiography (DR) (a) followed by DE projections decomposed into Bone

only (b) and Soft tissue only (c) images to demonstrate improved

conspicuity of bone and soft tissue details from DE projections compared

to DR chest x-ray.

Page 16: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

How to overcome anatomical clutter via spatial

discrimination

•Separation of overlapping structures. Commonly used techniques –

Computed tomography (CT) and Digital Tomosynthesis (DT) .

Illustration of CT

Illustration of DT

Illustration of spatial discrimination in x-ray medical

imaging resulting in reduced overlying clutter and

improved feature conspicuity.

Page 17: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

17

DT (Spatial discrimination) – Imaging

Detector

Detector

X-ray

tube

Table top

Wall Stand

(a) Working of the tomosynthesis in wallstand position (b) Working of the tomosynthesis in table top

position

Phantom

Phantom

Page 18: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Factors that affect DT imaging performance

Angular range (Ɵ), number of

projections (N) : A smaller range for

image acquisition results in a lower tomo

angle and reduced x-ray dose; but the

depth resolution is also reduced.

Detector binning: The process of

selecting regions of pixel and finding the

mean value. Improves signal-to-noise

ratio, speeds but results in loss of spatial

resolution.

Scan time: The time taken to acquire

the set of projections. This has an impact

on motion artifacts due to cardiac and

respiratory motion.

(a) N=15, Ɵ=30o (b) N=60, Ɵ=30o

(a) N=15, Ɵ=7.5o (b) N=60, Ɵ=30o

Söderman C. et al., Medical Physics, 2015

Page 19: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Factors that affect DT imaging performance

Angular range (Ɵ), number of

projections: A smaller range for

image acquisition results in a lower tomo

angle and reduced x-ray dose; but the

depth resolution is also reduced.

Detector binning: The process of

selecting regions of pixel (NxN, N=

number of pixels) and finding the mean

value. Improves signal-to-noise ratio,

speeds but results in loss of spatial

resolution.

Scan time: The time taken to acquire

the set of projections. This has an impact

on motion artifacts due to cardiac and

respiratory motion.

Pacemaker generator: Greater detail is seen

with 1X1 binning

Page 20: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

Factors that affect DT imaging performance

Angular range (Ɵ), number of

projections: A smaller range for

image acquisition results in a lower tomo

angle and reduced x-ray dose; but the

depth resolution is also reduced.

Detector binning: The process of

selecting regions of pixel (NxN, N=

number of pixels) and finding the mean

value. Improves signal-to-noise ratio,

speeds but results in loss of spatial

resolution. .

Scan time: The time taken to acquire

the set of projections. This has an impact

on motion artifacts due to cardiac and

respiratory motion.

DT phantom images acquired

(a) without motion

(b) with respiratory (breathing) motion

(c) with cardiac motion using a custom built

insert for motion simulation.

Page 21: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

21

Nodule detectability – Impact of dose in IQ

DT 100% DT 50% DT 30%

• Figure shows the detectability index values for

DT at different doses (30%, 50% and 100%).

• The results are normalized such that d’ = 1 for

DR.

• d’ = 11.8, 14.6 and 18.1 for 30%, 50% and

100% of the nominal doses respectively.

• d’norm refers to detectability normalized by dose.

• d’norm = 7.8, 7.7 and 5.9 for 30%, 50% and 100%

respectively since DT becomes anatomical noise

limited as opposed to quantum noise limited. Richard S. et al., Diagnostic Imaging, 2015

Page 22: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

22

DT – Patient imaging

Reconstructed DT patient image Corresponding coronal CT patient

Page 23: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

23

DT – Cadaver Images

Cadaveric DT through

the pulmonary hila

demonstrate high

resolution images of

the bifurcating left

main bronchus (inset)

using:

Slice thickness = 5 mm

Slice interval = 3 mm

Dose = full

Binning=1x1

Page 24: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

24

DT – Cadaver Images

Cadaveric DT

through the

pulmonary hila

demonstrate high

resolution images of

the branch

pulmonary arteries

and veins (inset)

using:

Slice thickness = 5 mm

Slice interval = 3 mm

Dose = full

Binning =1x1

Page 25: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

25

DT – Limitations

A nodule in a vessel branching point may be mistaken for

an enlarged vessel in tomosynthesis – DT (left), CT (right)(Asplund S. , Acta Radiologica, 2011)

•DT involves a limited angle of

acquisition compared to CT.

•This results in limited sampling of

the signal in the frequency domain.

• Depth resolution is poorer in DT

than CT.

• In some cases this may result in

misinterpretation of structures as

seen in the image here.

•This can be alleviated by relating

the location of the ribs as compared

to the structure in question.

•Also for this particular example, the

potential use of contrast medium can

be explored.

Page 26: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

26

DT – Limitations

Nodule close to

pleura border –

With X-ray beam

tangential to ribs

Nodule close to

pleura border –

With X-ray beam

not tangential to

ribs

Nodule close to

pleura border –

With X-ray

beam not

tangential to

ribs

Nodule on vessel

branching point –

may be mistaken

for an enlarged

vessel on DT

DT may provide a false anatomical location of a lung nodule when it is located close to the

pleura; the effect depends on the angle of the incident X-ray beam relative to the nodule.

Asplund S. , Acta Radiologica, 2011

Page 27: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

27

DE-DT – Comparison Study – Low density objects

• Low density objects (cotton spheres) were inserted into the anthropomorphic phantom:

1 dry cotton sphere (green arrow) and 2 cotton spheres dipped in distilled water (blue

arrows)

• The phantom was imaged using (a) DR (b) DE (c) and DT and low dose CT (1mSv).

• CT images served as a reference standard (slide 28).

• DR and soft tissue DE images demonstrate the wet cotton spheres with a faint

projection of the dry cotton sphere. The DT images clearly demonstrate all of the

spheres.

• Lung pathologies (tumors) vary in their water content

• DE-DT may improve lesion characterization

Digital Radiograph Dual Energy Digital Tomosynthesis

Page 28: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

28

DE-DT – Comparison Study – Low density object

Coronal low dose CT images

Digital Radiograph Dual Energy Digital Tomosynthesis

Page 29: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

29

What is the future of DE and DT?

Future innovation: Qualitative to quantitativeIncreased detector spatial resolution will facilitate extraction of quantitative image

data to provide more accurate diagnosis.

Application study: Volume estimation of thoracic water content

• In critically ill patients, clinical assessment of change

in thoracic fluid volume is necessary.

• A method based on temporal subtraction of CXR is

proposed to quantify the change in fluid volume

• Proof of concept testing was done using a chest

anthropomorphic phantom and solid water blocks.

• The estimated volume based on the technique was

compared with the actual volume.

•Dual energy (DE)- soft tissue only images had the

highest accuracy and correlated closely with the actual

volume with a root mean square (RMS)=.4.74 mlSajja et al., World Congress of Med. Phys. and Biomed. Eng. 2015

Page 30: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

30

What is the future of DE and DT?

DE- DT

An integrated DE-DT system would be beneficial for increasing the scope of

thoracic diseases which can be potentially diagnosed using chest radiography.

Illustration of DE-DT – material 1 Illustration of DE-DT – material 2

Page 31: Dual energy imaging and digital tomosynthesis: Innovative X-ray based imaging technologies

31

Summary

• For DR CXR, overlapping of structures confounds the detection of

nodules. This results in anatomical noise.

• Anatomical noise can be overcome either via tissue discrimination or

spatial discrimination.

• Tissue discrimination is achieved via Dual-Energy (DE) which involves

acquisition of paired radiographs at 2 energies.

• Spatial discrimination is achieved via Digital Tomosynthesis (DT) which

involves acquisition of radiographs at different angles.

• It would be beneficial to combine the spatial and tissue discrimination

through an integrated DE-DT system.