Скачать презентацию Image Processing for Interventional MRI Derek Hill Professor Скачать презентацию Image Processing for Interventional MRI Derek Hill Professor

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Image Processing for Interventional MRI Derek Hill Professor of Medical Imaging Sciences King’s College Image Processing for Interventional MRI Derek Hill Professor of Medical Imaging Sciences King’s College London

Image Processing for Interventional MRI Derek Hill Professor of Medical Imaging Sciences University College Image Processing for Interventional MRI Derek Hill Professor of Medical Imaging Sciences University College London

The team • • • Kawal Rhode Marc Miquel Redha Berboutkah David Atkinson Maxime The team • • • Kawal Rhode Marc Miquel Redha Berboutkah David Atkinson Maxime Sermesant Rado Andriantsimiavona • Kate Mc. Leish • Sebastian Kozerke • • Reza Razavi Vivek Muthurangu Sanjeet Hegde Jas Gill Pier Lambraise Cliff Bucknall Eric Rosenthal Shaqueel Qureshi

Context • Interventional MRI provides particular opportunities and challenges for image analysis. – Hostile Context • Interventional MRI provides particular opportunities and challenges for image analysis. – Hostile environment for computers – “real time” requirements – Link between acquisition and analysis

Overview • • Background to XMR guided interventions Integrating x-ray and MRI Automatic cathether Overview • • Background to XMR guided interventions Integrating x-ray and MRI Automatic cathether tracking Integration of image analysis in acquisition

XMR • X-ray + cylindrical bore MRI in the same room • Becoming main XMR • X-ray + cylindrical bore MRI in the same room • Becoming main platform for MR guided interventions – Resection control in neurosurgery – Endovascular procedures • Not ideal for percutaneous procedures

XMR suite at Guy’s (funded of JREI, Philips Medical Systems and Charitable Foundation of XMR suite at Guy’s (funded of JREI, Philips Medical Systems and Charitable Foundation of Guy’s & St Thomas’) Staff Patient

XMR System at Guy’s Hospital q XMR = hybrid X-ray/MR imaging q Common sliding XMR System at Guy’s Hospital q XMR = hybrid X-ray/MR imaging q Common sliding patient table q Provides path to MR-guided intervention

XMR suite at Guy’s XMR suite at Guy’s

Catheter manipulation Catheter manipulation

Visualizing catheters • Fast imaging (70 msec per frame) – TE = 1. 3, Visualizing catheters • Fast imaging (70 msec per frame) – TE = 1. 3, TR = 2. 6 – SSFP sequence (balanced TFE) – Acquisition: 78 x 96, 80% FOV, 80% acq, SENSE factor 2 (ie: only 25 phase encodes!) • Carbon dioxide filled balloon as contrast agent

Catheter Manipulation Images acquired with standard Philips real time or interactive sequences Catheter Manipulation Images acquired with standard Philips real time or interactive sequences

Catheter Manipulation Miquel et al. Visualization and tracking of an inflatable balloon catheter using Catheter Manipulation Miquel et al. Visualization and tracking of an inflatable balloon catheter using SSFP in a flow phantom and in the heart and great vessels of patients. Magn Reson. Med. 51(5): 988 -95 2004

Integrating x-ray and MRI • XMR provide rapid transfer between modalities • No capability Integrating x-ray and MRI • XMR provide rapid transfer between modalities • No capability to integrate the images • X-ray and MRI provide complementary information • Combined x-ray and MR has value in complex interventions eg: electrophysiology

Registration Matrix Calculation q Overall registration transform is composed of a series of stages Registration Matrix Calculation q Overall registration transform is composed of a series of stages q Calibration + tracking during intervention M 1 Scanner Space 3 D Image Space X-ray Table Space T M 2 R*P X-ray C-arm Space M 3 2 D Image Space

XMR Registration: Software Overview XMR Registration: Software Overview

XMR Registration: Calibration q q Acrylic calibration object with 14 markers Interchangeable caps for XMR Registration: Calibration q q Acrylic calibration object with 14 markers Interchangeable caps for MR and X-ray imaging Determine geometric relationship between MR and X-ray system Determine X-ray projection geometry MR X-ray

Calibration (1) Fixing flange for sliding table. (2) Saline-filled acrylic half cylinder with 20 Calibration (1) Fixing flange for sliding table. (2) Saline-filled acrylic half cylinder with 20 divot cap markers in a helical arrangement. (3) Slot in acrylic base plate to allow sliding of half cylinder. (4) & (5) End stops. (6) Fixing to allow MR surface coil attachment

XMR Registration: MR Overlay on X-Ray XMR Registration: MR Overlay on X-Ray

XMR Registration: 3 D Reconstruction XMR Registration: 3 D Reconstruction

XMR Registration: Phantom Validation q. T 1 -weighted MR volume + 5 pairs of XMR Registration: Phantom Validation q. T 1 -weighted MR volume + 5 pairs of tracked x-ray images using calibration object as a phantom q 2 D RMS Error = 4. 2 mm (n=35), Range = 1. 4 to 8. 0 mm q 3 D RMS Error = 4. 6 mm (n=17), Range = 1. 7 to 9. 0 mm

Clinical Example • Patient undergoing electrophysiology study prior to RF ablation of heart rhythm Clinical Example • Patient undergoing electrophysiology study prior to RF ablation of heart rhythm abnormality

MR Imaging - Anatomy q SSFP threedimensional multiphase sequence q 5 phases q 256 MR Imaging - Anatomy q SSFP threedimensional multiphase sequence q 5 phases q 256 x 256 matrix q 152 slices q resolution=1. 33 x 1. 4 mm q TR=3. 0 ms q TE=1. 4 ms q flip angle=45

MR Imaging - Motion q SPAMM tagged imaging sequence q 59 phases SA & MR Imaging - Motion q SPAMM tagged imaging sequence q 59 phases SA & 50 phases LA q 256 x 256 matrix q 11 slices SA & 4 slices LA q resolution=1. 33 x 8. 0 mm q TR=11. 0 ms q TE=3. 5 ms q flip angle=13 q tag spacing=8 mm

X-ray Imaging + Electrical Mapping q Contact electrical mapping system q Constellation catheter (Boston X-ray Imaging + Electrical Mapping q Contact electrical mapping system q Constellation catheter (Boston Scientific) LAO View AP View

MR Anatomy Overlay MR Anatomy Overlay

Catheter Reconstruction Catheter Reconstruction

Refining the Registration q Errors due to limitations of registration technique and patient motion Refining the Registration q Errors due to limitations of registration technique and patient motion q Basket point cloud meshed q Rigid surface-to-image registration used to realign the basket mesh

Visualising the Electrical Data q Cycle 1 - normal q Cycle 2 - ectopic Visualising the Electrical Data q Cycle 1 - normal q Cycle 2 - ectopic

Instantiation of model Instantiation of model

Simulation results LV volume Simulation results LV volume

Catheters re-visited • Essential properties of catheters – Clearly visible – Safe • mechanically Catheters re-visited • Essential properties of catheters – Clearly visible – Safe • mechanically • electrically • Magnetically • Desirable properties – Automatic localization – Tip and length visible • CO 2 filled balloon catheters are safe • Tip location ambiguous • Length not visible • Cannot be localized automatically

Is there an image analysis solution? • Find catheter automatically in modulus image? • Is there an image analysis solution? • Find catheter automatically in modulus image? • Is it easier to find in a phase image?

Better solution: change nucleus • Fluorine is not present in body • High NMR Better solution: change nucleus • Fluorine is not present in body • High NMR sensitivity • Safe blood subsitutes available (eg: PFOB)

Catheter tracking (b) (a) (c) Phantom setup SSFP proton image plus fluorine projections Catheter tracking (b) (a) (c) Phantom setup SSFP proton image plus fluorine projections

Catheter tracking (b) (a) (c) Phantom setup Automatic superposition Of catheter tip on proton Catheter tracking (b) (a) (c) Phantom setup Automatic superposition Of catheter tip on proton image

Lumen visible Lumen visible

Dynamic scan Dynamic scan

Catheter Tracking and Visualization Using 19 F Nuclear Magnetic Resonance • Sebastian Kozerke 1, Catheter Tracking and Visualization Using 19 F Nuclear Magnetic Resonance • Sebastian Kozerke 1, 2, Sanjeet Hegde 3, Tobias Schaeffter 4, Rolf Lamerichs 5, Reza Razavi 3, Derek L. Hill 2 Magn. Reson. Med. 2004 (in press)

Image analysis combined with acquisition • Real time MRI can provide high temporal resolution, Image analysis combined with acquisition • Real time MRI can provide high temporal resolution, but low quality • Can we subsequently combine real time images to generate high image quality?

Real time MRI with slice tracking • Real time undersampled radial acquisitions Navigator Slice Real time MRI with slice tracking • Real time undersampled radial acquisitions Navigator Slice tracking

Registration to compensate for motion Rigid body then non-rigid registration to correct motion During Registration to compensate for motion Rigid body then non-rigid registration to correct motion During scanning

Demonstration on gated volunteer heart images (n=4) • Undersampled images Demonstration on gated volunteer heart images (n=4) • Undersampled images

Demonstration on gated volunteer heart images (n=4) • Combined with no registration Demonstration on gated volunteer heart images (n=4) • Combined with no registration

Demonstration on gated volunteer heart images (n=4) • Combined with rigid registration Demonstration on gated volunteer heart images (n=4) • Combined with rigid registration

Demonstration on gated volunteer heart images (n=4) • Combined with rigid then non-rigid registration Demonstration on gated volunteer heart images (n=4) • Combined with rigid then non-rigid registration

Conclusions • Interventional MRI is fertile area for image analysis • • Real time Conclusions • Interventional MRI is fertile area for image analysis • • Real time requirements New applications (eg: RF ablation) Improving guidance Novel acquisition and reconstruction incorporating image analysis