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MIASMA case study - Microcirculation Analysis - University of ...

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PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

PHYS871 Clinical Imaging Applica>ons <br />

Introduc>on <br />

Microscopy Image <strong>Analysis</strong> SoDware for Medical Applica4ons <br />

What is <strong>MIASMA</strong>? <br />

A brief descrip4on <strong>of</strong> some <strong>of</strong> the projects <br />

A more detailed look at one project <br />

Dr Steve Barre* <br />

April 2013 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

1 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

2 <br />

<strong>MIASMA</strong> <br />

<strong>MIASMA</strong> <br />

So what can a physicist do to make an impact in medicine? <br />

Background in nanoscale physics <br />

Exper>se in image analysis <strong>of</strong> scanning <br />

microscopy images (STM, AFM, SEM) <br />

Recognising molecular shapes <br />

(adsorp>on geometry) <br />

Liverpool Medical Imaging Network (LMI-­‐Net) workshops <br />

Put me in touch with medics who had image analysis problems <br />

Some researchers within UoL, some clinicians in hospitals <br />

Resulted in a number <strong>of</strong> collabora>ons <br />

Iden>fying molecular posi>ons <br />

(substrate registra>on) <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Background <br />

3 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Background <br />

4 <br />

Dr Steve Barre?<br />

April 2013


What is <strong>MIASMA</strong>?<br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Microscopy Image <strong>Analysis</strong> S<strong>of</strong>tware for Medical Applications<br />

<strong>MIASMA</strong> is the collective name for a number <strong>of</strong> projects involving image analysis in which I am collaborating with medics. Since about 1993 I have been<br />

writing s<strong>of</strong>tware for image analysis <strong>of</strong> scanning microscopy images, principally for applications in nanoscience and related disciplines. The s<strong>of</strong>tware that I<br />

have written, and continue to develop and expand, is Image SXM. Although written for scanning microscopy applications, I have found that Image SXM is<br />

an excellent platform on which to develop specialist image analysis solutions for the specific needs <strong>of</strong> users, including those who obtain images from light<br />

microscopes. <strong>MIASMA</strong> is the result <strong>of</strong> a number <strong>of</strong> these specialist applications having some common ground and so benefiting from being considered as<br />

part <strong>of</strong> a larger, overarching project.<br />

What are the <strong>MIASMA</strong> projects?<br />

<strong>MIASMA</strong> <br />

Intracellular Air Pollution Particulates<br />

Collaborators<br />

Aims<br />

SPM Image Display <br />

Projects include… <br />

Carbon par>culate ma*er in lung cells (lung cancer) <br />

Parasite analysis (malaria) <br />

Blood flow veloci>es in capillary networks (meningi>s) <br />

Re>nal image analysis (diabetes) <br />

Parasite morphology and development (leishmania) <br />

Assessing an>bio>c treatments (tuberculosis) <br />

Malaria Parasites<br />

<strong>Microcirculation</strong> Flow<br />

Dr Stephen Gordon<br />

Liverpool School <strong>of</strong> Tropical Medicine<br />

Dr Duncan Fullerton<br />

Liverpool School <strong>of</strong> Tropical Medicine<br />

Collaborator<br />

Pr<strong>of</strong>essor Alister Craig<br />

Liverpool School <strong>of</strong> Tropical Medicine<br />

i) To identify particulate matter and differentiate<br />

it from cell cytoplasm.<br />

ii) To measure the area <strong>of</strong> particulate matter<br />

relative to that <strong>of</strong> the cell cytoplasm.<br />

Documentation <strong>MIASMA</strong>-PMA-v7.pdf<br />

Aim<br />

To identify malaria parasites and differentiate<br />

them from background features.<br />

Documentation <strong>MIASMA</strong>-PCA-v5.pdf<br />

Collaborators<br />

Aims<br />

Dr Enitan Carrol<br />

Institute <strong>of</strong> Child Health, UoL<br />

i) To identify capillaries in videos <strong>of</strong> capillary<br />

networks and measure capillary vessel density.<br />

Dr Richard Sarginson<br />

Alder Hey Children's Hospital<br />

ii) To measure blood flow speed as a function <strong>of</strong><br />

capillary diameter.<br />

Dr Fauzia Paize<br />

UoL and Liverpool Women's Hospital<br />

Documentation <strong>MIASMA</strong>-MCA-v5.pdf<br />

Retinal Imaging<br />

Collaborators<br />

Aims<br />

Pr<strong>of</strong>essor Simon Harding<br />

Ophthalmology Research Unit, UoL<br />

Dr Yalin Zheng<br />

Ophthalmology Research Unit, UoL<br />

To identify specific features such as:<br />

Blood vessel network<br />

Optic disc<br />

Haemorrhages<br />

Exudates<br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Background 5 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> Documentation Not yet available<br />

6 <br />

http://www.liv.ac.uk/~sdb/<strong>MIASMA</strong>/<br />

Page 1 <strong>of</strong> 3<br />

<strong>MIASMA</strong><br />

14/05/12 12:20<br />

Parasite Morphology<br />

Collaborators<br />

Aims<br />

SPM Image Display <br />

Microcircula>on <strong>Analysis</strong> <br />

Lymphocyte Flow<br />

Dr Rod Dillon<br />

Liverpool School <strong>of</strong> Tropical Medicine<br />

Mr Hector Diaz<br />

Liverpool School <strong>of</strong> Tropical Medicine<br />

i) To identify leishmaniasis parasites.<br />

ii) To identify the developmental stage <strong>of</strong> the<br />

parasites by the shape and size <strong>of</strong> the parasite<br />

bodies and flagella.<br />

Documentation Not yet available<br />

Take one <strong>MIASMA</strong> project as an example… <br />

Blood flow veloci>es in capillary networks (meningi>s) <br />

Collaborator<br />

Aims<br />

Dr Carlo Laudanna<br />

Department <strong>of</strong> Pathology<br />

<strong>University</strong> <strong>of</strong> Verona<br />

i) To identify lymphocyte cells flowing through a<br />

glass capillary.<br />

ii) To measure the length <strong>of</strong> time that cells are<br />

arrested by or rolling along the capillary wall.<br />

Documentation <strong>MIASMA</strong>-LFA-v4.pdf<br />

Bacilli Lipid Bodies<br />

Collaborator<br />

Aim<br />

Dr Derek Sloan<br />

Clinical Sciences, UoL<br />

To measure the number <strong>of</strong> bacilli that contain<br />

lipid bodies.<br />

Documentation Not yet available<br />

Fibrillin Micr<strong>of</strong>ibrils<br />

Collaborator<br />

Aim<br />

Dr Riaz Akhtar<br />

Ocular Biomechanics Group<br />

School <strong>of</strong> Engineering, UoL<br />

To speed up the analysis <strong>of</strong> micr<strong>of</strong>ibrils by semiautomating<br />

the process <strong>of</strong> identifying micr<strong>of</strong>ibril<br />

beads and calculating their xy coordinates.<br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Documentation <strong>MIASMA</strong>-MFA-v2.pdf<br />

7 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on <br />

8 <br />

Who is working on <strong>MIASMA</strong> projects?<br />

Apart from me, I recruite project students from Physics degree programmes and Summer students<br />

Name Status Project<br />

Martin Renvoize F303 MPhys Year 4 student <strong>Microcirculation</strong> <strong>Analysis</strong><br />

Fergus Dunn F350 BSc Year 3 student Retinal Imaging (diabetic retinopathy)<br />

Dr Steve Barre?<br />

Simon Blaen F350 BSc Year 3 student Parasite Morphology<br />

Ben Wadsworth Nuffield Bursary student Malaria Parasites<br />

Hannah Burton Nuffield Bursary student Retinal Imaging (optic disc recognition)<br />

James Dorman Nuffield Bursary student Parasite Morphology<br />

April 2013 <br />

Paul Mulligan F303 MPhys Year 4 student Parasite Morphology<br />

Kathryn Rose F300 BSc Year 3 student Lipid Body <strong>Analysis</strong>


PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Sepsis <br />

Magnifica>on <br />

Video Stability <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Sepsis 9 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Video Stability <br />

10 <br />

Video Stability <br />

Video Stability <br />

Rota>on <br />

More likely, all <strong>of</strong> these…<br />

…plus ven>la>on, heartbeat <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Video Stability <br />

11 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Video Stability <br />

12 <br />

Dr Steve Barre?<br />

April 2013


PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Microcircula>on <strong>Analysis</strong> <br />

Microcircula>on <strong>Analysis</strong> <br />

What informa>on can be extracted? <br />

How should the microcircula>on be quan>fied? <br />

What (manual) scoring systems exist? <br />

Percentage <strong>of</strong> perfused vessels (PPV) <br />

( Perfused = flow exists for > 50% <strong>of</strong> the >me ) <br />

Microcircula>on Flow Index (MFI) <br />

( Is the flow ‘intermi*ent’ or ‘sluggish’ or OK? ) <br />

Calcula>on <strong>of</strong> blood flow speeds <br />

• Stabilisa>on <strong>of</strong> the video <br />

• Iden>fica>on <strong>of</strong> the blood vessels (which are invisible) <br />

• Isola>on <strong>of</strong> each capillary vessel <br />

• <strong>Analysis</strong> <strong>of</strong> the movement <strong>of</strong> the blood cells <br />

Quan>fica>on <strong>of</strong> the flow distribu>on (PPV and MFI) <br />

• Flow speed as a func>on <strong>of</strong> >me <br />

• Flow speed as a func>on <strong>of</strong> vessel diameter <br />

• Varia>ons in flow speeds across the vessel network <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Scores <br />

13 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on / Scores <br />

14 <br />

Microcircula>on <strong>Analysis</strong> <br />

Calcula>on <strong>of</strong> blood flow speeds <br />

• Stabilisa>on <strong>of</strong> the video <br />

fica>on <strong>of</strong> the blood vessels (which on <strong>of</strong> each capillary vessel cle <strong>Analysis</strong> <br />

• <strong>Analysis</strong> <strong>of</strong> the movement <strong>of</strong> the blood cells


PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Microcircula>on <strong>Analysis</strong> <br />

Microcircula>on <strong>Analysis</strong> <br />

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PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on <br />

19 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / Microcircula4on <br />

20 <br />

Dr Steve Barre?<br />

April 2013


PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> <br />

Terahertz Imaging <br />

Terahertz Imaging <br />

The latest <strong>MIASMA</strong> project… <br />

Imaging <strong>of</strong> biopsies with THz radia>on (cancer) <br />

Is there a pre-­‐cancer signature in the infrared absorp>on? <br />

Is there a pre-­‐cancer signature in the infrared absorp>on? <br />

ALICE is an accelerator at <br />

Daresbury Laboratory <br />

that is an intense source <br />

<strong>of</strong> infrared light with a <br />

Topography IR λ = 7.3 µm IR λ = 8.6 µm <br />

frequency <strong>of</strong> THz. <br />

This research shows poten>al but is s>ll at an early stage. <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / THz Imaging <br />

21 <br />

PHYS871 Clinical Imaging Applica4ons / <strong>MIASMA</strong> / THz Imaging <br />

22 <br />

Dr Steve Barre?<br />

April 2013

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