Elastic jumps on networks: Quantifying patterns of retinal haemorrhage

Lead Research Organisation: University of Glasgow
Department Name: School of Mathematics & Statistics

Abstract

Non-accidental head injury in infants has far-reaching medical and legal implications. The symptoms typically involve a `triad' including subdural haemorrhage (bleeding in the region between the skull and the brain), retinal haemorrhage (bleeding of the retina at the back of the eye) and brain swelling. However legal investigation is difficult as the cause and effect of the injury are not always easy to distinguish. This project will use mathematical modelling to elucidate the origin(s) of one of these symptoms, retinal haemorrhage, constructing a novel new mechanical framework capable of predicting the onset and severity of retinal bleeding following a traumatic brain injury, in an attempt to correlate the pattern of bleeding to the injury sustained and thus aid clinical decision making.

Such a traumatic brain injury will create a steep pressure wave (like a tsunami) which will propagate through the blood vessels in the retina, causing some of them to burst and hence bleeding (haemorrhage). This project will examine the mathematical properties of such a pressure wave as it spreads across blood vessel junctions and hence across an entire networks of arteries and veins. This project will be to examine and quantify how the final pattern of blood vessel bursting (ie bleeding) correlates to the type of injury sustained. Such a correlation will be of enormous value to doctors and legal practitioners making difficult decisions about the origin of injuries in infants.

Planned Impact

Severe head trauma in infants is an unpleasant but crucially important subject. Retinal haemorrhage (bleeding of the retina at the back of the eye) is one of the three clinically used indicators of such trauma, but the cause and effect of injury can be difficult to decipher.

The primary impact of this research will be to deliver a mathematical framework capable of rational prediction of retinal haemorrhage, correlating the pattern of vessel rupture (bleeding) to the severity and magnitude of trauma sustained. This framework will impact healthcare professionals, developed through extensive collaboration with clinical partners and disseminated through publications in top international medical journals and talks at leading clinical conferences, including events run by the International Brain Mechanics Trauma Laboratory. The research will also impact healthcare professionals through networking activities, such as a two day `Dialogue with Clinicians' event to be held toward the end of the grant period, to improve understanding and dialogue, present our current results and to identify relevant clinical targets and next steps for the research.

The results of this research will have significant implications for improving quality of life for sufferers of traumatic injuries, aiding clinicians in devising improved treatment protocols to improve patient outcome and prolong life. It will also provide guidance in clinical decision making in cases of suspected non-accidental head injury in infants.

The proposed project will result in significant new scientific advances through development of a novel methodology for predicting the propagation of steep pressure waves through a network, which will benefit a wide range of academic beneficiaries, including biologists, clinical scientists and modellers interested in blood flow through the circulatory system or traumatic brain injury. The mathematical framework will also benefit engineers and mathematicians interested in the propagation and interaction of shock waves. To ensure that these groups can benefit from the outcomes of this research, we will disseminate our methodology and results in the top scientific journals and present at leading national and international conferences.

This project will also develop new techniques including a novel new suite of sophisticated numerical methods for solving networks of coupled PDEs with explicit shock capture. This research will provide new (lower-order) network models derived using analytical approximations. Novel aspects of the computational work will be disseminated in specialist journal articles (J. Computat. Phys.) and selected data and numerical methods from the project will be made publicly available through GU's Research Data Management service.

This research project will provide training of a PDRA, offering the opportunity to be involved in a multi-disciplinary project, engage in high-impact research in a stimulating environment in collaboration with clinicians and with the new EPSRC centre SofTMech.

Finally, the work in this project will play a role in motivating the next generation of mathematicians and scientists through dissemination at public engagement events, including outreach talks in local secondary schools demonstrating the usefulness of mathematics in solving real world problems.

Publications

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Barry R (2022) Continuum soft tissue models from upscaling of arrays of hyperelastic cells in Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences

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Spelman T (2020) Shock wave propagation along the central retinal blood vessels in Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences

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Wang D (2021) Multiple Steady and Oscillatory Solutions in a Collapsible Channel Flow in International Journal of Applied Mechanics

 
Description - What were the most significant achievements from the award?

From this award the PI (Peter Stewart) and the PDRA (Tamsin Spelman) have been able to address each of the objectives laid out in the original research proposal. In particular, we have completed four significant achievements:

A) characterisation of a new hypothesis to explain bleeding along the optic nerve following a traumatic brain injury (an acute rise in intracranial pressure). A paper on this topic is in the final stages of preparation.

B) characterisation of the how the changes in the pressure in the eye and the pressure in the brain influence blood flow along the central retinal vein, with special focus on the generation of the retinal venous pulse. A paper on this topic has been published (ANZIAM Journal, 2019).

C) examination of the propagation of shock waves along the central retinal blood vessels in response to a traumatic brain injury (an acute increase in brain pressure). A paper on this topic has been published (Proceedings of the Royal Society A, 2020).

D) generalisation of the one-dimensional theory of shock waves (the Rankine-Hugoniot conditions of mass and momentum conservation) in elastic-walled tubes to also include losses across bifurcations. A paper on this topic is in preparation.

In addition, we have also currently working on:

E) an understanding of how shock waves propagate through the retinal vasculature and spread through bifurcations. Our goal is to couple this to a criterion for blood vessel bursting, which is still ongoing.

- To what extent were the award objectives met? If you can, briefly explain why any key objectives were not met.

The original award application gave one primary objective and three sub-objectives.

``The primary objective will be to quantify the pattern of bleeding observed in a soft tissue when subject to a large amplitude pressure perturbation. In particular, these ideas will be applied to the retinal circulation to examine the onset and severity of retinal haemorrhage and quantify how the form of the applied pressure perturbation correlates to the observed pattern of vessel rupture. ''

This objective has been achieved through points A-D above, with work ongoing on point E.

Three sub-objectives:

(i) construct Rankine--Hugoniot conditions which hold as a jump propagates across a bifurcation;

This has been addressed in point D above.

(ii) construct a mathematical model to quantify the flow of blood across a network of blood vessels in response to a large (sudden) pressure perturbation at one point;

This has been addressed in points A-C and E above.

(iii) construct a network representation of the human and murine retinal circulations.

This is being addressed in point E above, as well as in a new collaboration with Dr Michael Watson, University of Sydney.

- How might the findings be taken forward and by whom?

The PI organised a `dialogue with clinicians' as a closing event for the award, held on Monday 25th March 2019 at University of Glasgow. Here, the PI and PDRA disseminated the key results found as part of this award and formulated next steps for this work. The idea is to form a bigger consortium of researchers to produce a fully predictive model for retinal haemorrhage, aiming to apply for a larger grant to support this. A new PhD student has also been recruited to continue this wor
All the main findings form part of journal papers that have either been submitted or form part of a manuscript which will be submitted soon.

The work has now been taken forward by a PhD student Ifeanyi Sunday Onah, supervised by the PI and funded by the Petroleum Technology Development Fund in Nigeria. He has adopted a Riemann solver approach to study the nonlinear flow across a bifurcation in the retinal circulation, and a joint publication is in preparation.
Exploitation Route The PI organised a `dialogue with clinicians' on Monday 25th March 2019 at University of Glasgow where the PI and PDRA disseminated the key results found as part of this award and formulated next steps for this work. The idea is to form a bigger consortium of researchers to produce a fully predictive model for retinal haemorrhage, aiming to apply for a larger grant to support this.

Each of the four main tasks associated with this project will lead to a publication in a leading international journal.

The ideas of shocks propagating through networks can be extended to other vascularised soft tissues in the human body.

These ideas could also be used by the biotechnology industry to develop a new tool to help analyse the extent of retinal haemorrhage.

The mathematical theory developed as part of our work also applies to compressible gas dynamics shock waves propagating through networks - similar ideas have been previously used in the energy industry to help dissipate shock waves in the event of a nuclear explosion.
Sectors Energy,Healthcare,Pharmaceuticals and Medical Biotechnology

 
Description Teaching at Autumn School on Evolution Equations
Geographic Reach National 
Policy Influence Type Influenced training of practitioners or researchers
 
Description Carnegie Trust Summer Studentship
Amount £2,400 (GBP)
Organisation Carnegie Trust 
Sector Charity/Non Profit
Country United Kingdom
Start 06/2018 
End 09/2018
 
Description Principal's Early Career Mobility Scheme for Michael Watson to visit University of Glasgow to work on Retinal Haemorrhage
Amount £5,000 (GBP)
Organisation University of Glasgow 
Sector Academic/University
Country United Kingdom
Start 08/2018 
End 09/2018
 
Title Continuum soft tissue models from upscaling arrays of hyperelastic cells 
Description Codes used for generating numerical predictions for our paper 'Continuum soft tissue models from upscaling arrays of hyperelastic cells' 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL http://researchdata.gla.ac.uk/id/eprint/1008
 
Title Energetics of a collapsible channel flow with a nonlinear fluid-beam model 
Description Data for figures in 'Energetics of a collapsible channel flow with a nonlinear fluid-beam model' 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL http://researchdata.gla.ac.uk/id/eprint/1112
 
Title Flow-induced surface instabilities in a flexible-walled channel with a heavy wall 
Description Supporting data for 'Flow-induced surface instabilities in a flexiblewalled channel with a heavy wall' 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
URL http://researchdata.gla.ac.uk/id/eprint/1232
 
Title Global stability analysis of flexible channel flow with a hyperelastic wall 
Description Data for figures in 'Global stability analysis of flexible channel flow with a hyperelastic wall' 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL http://researchdata.gla.ac.uk/id/eprint/1113
 
Title Self-excited oscillations in a collapsible channel, with applications to retinal venous pulsation 
Description  
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
 
Title Shock wave propagation along the central retinal blood vessels 
Description  
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
 
Description Collaboration with Dr Michael Watson, Unviersity of Sydney 
Organisation University of Sydney
Country Australia 
Sector Academic/University 
PI Contribution Michael was awarded a travel grant from the University of Glasgow Principal's Early Career Mobility Fund to come to Glasgow to work with project PDRA Tamsin Spelman and PI Peter Stewart.
Collaborator Contribution Michael worked on adapting his model for the retinal vasculature to fit within our framework for predicting retinal haemorrhage.
Impact Work is still on-going but we are hoping to be able to develop a fully predictive model for retinal haemorrhage which includes a realistic vasculature network.
Start Year 2018
 
Description Collaboration with Prof Gary Misson (Aston University) 
Organisation Aston University
Country United Kingdom 
Sector Academic/University 
PI Contribution Collaboration with Prof Gary Misson, Aston University.
Collaborator Contribution Provided clinical images of retinal haemorrhage, which we will segment and use to inform our modelling.
Impact No outputs yet.
Start Year 2019
 
Description Dialogue with Clinicians on Retinal haemorrhage 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The PI organised a dialogue with clinicians in March 2019, bringing together clinicians and modellers to discuss the outcomes of this award. The event comprised an array of talks from both clinicians and modellers aimed at pooling expertise to understand this problem in a collaborative way. The event ended with a group discussion, making plans for a large scale grant application in the future.
Year(s) Of Engagement Activity 2019
URL http://www.softmech.org/events/headline_632949_en.html
 
Description Five EPSRC Maths-Healthcare Centres Meeting. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact FIVE EPSRC Maths-Healthcare Centres (Cambridge, Exeter, Imperial, Liverpool and SofTMech), met, (in Glasgow), to share experiences and to explore joint future funding opportunities. As a follow up the Liverpool, Cambridge and SofTMech Centres are outlining an EPSRC programme grant proposal based around physiologically-based image analysis.
Year(s) Of Engagement Activity 2018
 
Description Invited seminars at University of Birmingham, University of Liverpool, University of Nottingham, University of Dundee 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact Invited seminars on my research related to Retinal Haemorrhage.
Year(s) Of Engagement Activity 2018,2019
 
Description Joint SofTMech Liverpool LCMH Meeting First Joint SofTMech Liverpool LCH Meeting 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact On the 4th April, 2018 the first of two meetings was held between SofTMEch and Liverpool CMH. In order for both centres to have a better understanding of the work of the other centre Part 1 of the programe was devoted to Research Talks. The meeting commenced with two 10-minute overview talks, one from each centre. There was also a poster session. After the talks a round-table allowed discussion on areas of collaboration. Topics for the round-table discussion were: opportunities for collaborative grants, possible PhD student exchange visits.
Year(s) Of Engagement Activity 2018
URL http://www.softmech.org/events/headline_584998_en.html
 
Description Organised Minisymposium on Biomechanics of the Eye 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Peter Stewart co-organised a mini-symposium on the Biomechanics of the Eye at the 6th European Conference on Computational Mechanics (Solids, Structures and Coupled Problems) (ECCM 6) and the 7th European Conference on Computational Fluid Dynamics (ECFD 7).
Year(s) Of Engagement Activity 2018
 
Description Patient Participation Day 20th May 2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Patients, carers and/or patient groups
Results and Impact Background
SofTMech's Mid-Term review highlighted the excellent quality of the research and that the centre has provided a focal point, and is very proactive in impact, outreach, and training activities. A key future activity is to inform patients and seek their views on our research and its impact via Patient Engagement Days.
The first such meeting was organised by the SofTMech Executive Director, the Chair of the Outreach Committee, 2 Clinicians, 2 Head Research Nurses from two large Glasgow Hospitals and the SofTMech secretary and was aimed at Cardiology patients. The event was held at the Golden Jubilee National Hospital as many of the patients would be familiar with it, and it has good access appropriate facilities.

The Patient Participation Day
On the 20th May 2019 the Patient Engagement day was held. Sixteen patients attended. Following a general introduction, there were eight 15-minute talks with opportunities for questions after each talk. In addition, there were hands-on Models of the Heart, and demonstrations by SofTMech PhD students and postdoctoral researchers. The Day started at 10am and the many questions led to the day running over and finishing at 2.45 pm.
Titles of presentations
• Clinical decision support with mathematical and statistical modelling: Dirk Husmeier

• The digital twin of your heart: Xiaoyu Luo and Hao Gao

• Blood flow in arteries: Nicholas Hill

• Bleeding in the eye following brain injury: Peter Stewart

• The challenges of fixing a "broken" heart: Ana Costa

• Imaging the heart: Colin Berry

• Simulating cell migration: Matthew Neilson

• Electricity in the heart: Radostin Simitev

Feedback
Feedback forms were handed out at the end of the day. Feedback was very thorough and detailed with the main points being:
- Relate talks to patient benefit
- Include small group discussion to provide patient insight goals
- Include patient who has taken part in research
- Include sign-ups for research projects
- Biscuits on arrival and sufficient milk
- Include more demo and visual aids
- Fewer speakers with more time
Year(s) Of Engagement Activity 2019
URL http://www.softmech.org/events/headline_596271_en.html
 
Description SOFT TISSUE MODELLING WORKSHOP 5-7 June 2019 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Study participants or study members
Results and Impact The 4th workshop took place from Wednesday 5th to Friday 7th June. The workshop focused on the most recent advances in the field of soft tissue mechanics, with a clear vision of the landscape of multiscale soft tissue modelling and both fundamental and translational research. The workshop provided a unique environment for cross-talk, enabling the sharing of novel ideas and expertise necessary for the future advancement of soft tissue modelling.
Year(s) Of Engagement Activity 2019
URL http://www.softmech.org/events/headline_587639_en.html
 
Description SofTMech Soft Tissue workshop 2021 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact The 5th Soft Tissue workshop took place from 1st-3rd June 2021. The workshop focused on the most recent advances in the field of soft tissue mechanics, with a clear vision of the landscape of multiscale soft tissue modelling and both fundamental and translational research.
Year(s) Of Engagement Activity 2021
 
Description SofTMech Training Programme event (24.3.22): Attending an Academic Conference & Networking 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact This half day informal training event was aimed at Early Career Researchers; its aim was to prepare them for attending an in person academic conference. Having been unable to attend in person due to COVID this was especially valuable. The following topics were covered: what actually happens at an academic conference? what can I hope to get out it? how do I network effectively? The event also included a practical exercise on preparing an elevator pitch for networking with senior academics. Several of the students have gone on to attend in person workshops and conferences.
Year(s) Of Engagement Activity 2022
URL http://www.softmech.org/trainingtheleadersoftomorrow/#d.en.835979
 
Description SofTMech Training Programme event (31.5.22): PhD Poster Competition 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact The event was an in-person Poster competition open to PhD students from SofTMech and CMALS. Prior to the event two videos on Effective Poster Presentations were posted on the SofTMech website for any potential competitors to study. 28 people registered for the event; 17 presented posters.
After two years of the pandemic this event gave a valuable opportunity to at last ask questions in person, for discussion and perhaps just as importantly to meet some colleagues for the first time. Students participated in the event from the University of Glasgow Schools of Mathematics and Statistics, Biomedical Engineering, Ultrasonic Engineering and Computational Mechanics. Students came from the University of Strathclyde departments of Mathematics & Statistics and Biomedical Engineering.
Prior to the event the students arrived early to set up their posters. The event was opened by Dr Sean McGinty, Director of CMAL (Centre of Mathematics & Life Sciences at University of Glasgow)) A series of 1 min flash presentations, where each student had to give an overview of their poster by displaying a maximum of 2 PowerPoint slides, set the scene for the poster viewing. One of the students even gave directions to where his poster was; it worked as he finished 2nd !
The posters were judged by a combination of a panel of members of staff and also by the students themselves, who were each allowed one vote for their favourite poster. The standard of posters was high across the board. Certificates and vouchers were awarded to the best three posters.
We hope the experience of this event will help all the students as they progress in their careers.
Year(s) Of Engagement Activity 2022
URL http://www.softmech.org/trainingtheleadersoftomorrow/#d.en.848318
 
Description SofTMech Training Programme: Figure Making Workshop 09.03.23 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact This was an interactive presentation on how to produce figures. The topics covered included: Thinking about your audience, tools for making figures, colour use, captions, display, file format. The students were able to give their answers on each section of the presentation and these were displayed and discussed before going on to the next section. 8 students attended. Their feedback from the workshop was also captured and was very positive.
Year(s) Of Engagement Activity 2023
URL http://www.softmech.org/trainingtheleadersoftomorrow/#d.en.910377
 
Description SofTMech Training Workshop Scientific Computation 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact Training day for PhD students on Scientific Computation, held on 28th January 2022. The event attracted more than 40 participants from Maths-in-Healthcare centres from around the UK. Sparked questions and discussion afterwards.
Year(s) Of Engagement Activity 2022
 
Description Special Interest Group on the Fluid Mechanics of the Eye 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Since the COVID lockdown, Peter Stewart has organised virtual study groups on the fluid mechanics of the eye. The first event took place on 30th November 2020 and there have been 6 subsequent meetings across 2021 and 2022. These events have gathered clinicians and modellers (including some PhD students) to derive mathematical models pertinent to the eye. In particular, we have modelled:
(1) uveoscleral flow as a drug delivery platform to the macula
(2) formation of macular holes in aging eyes.
Several publications are in preparation.
We are hosting a follow up conference in Bath in June 2022, funded by the Macular Society.
Year(s) Of Engagement Activity 2020,2021,2022
URL https://eyefluidssig.wordpress.com/history/
 
Description Special Interest group on the fluid mechanics of the eye 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The event was organised by the PI on 26th and 27th March 2019. The attendees comprised a group of clinicians and a group of modellers. It began with presentations by two clinicians on important unsolved problems related to the eye (in this case macular holes and keratoconus). The remainder of the two days was then spent working to solve these problems, and substantial progress was made on each. It is anticipated that this work will lead to at least one journal publication, although more work is required.
Year(s) Of Engagement Activity 2019
URL http://www.softmech.org/events/headline_632957_en.html
 
Description Stakeholder Engagement Day 8th May 2019 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact SofTMech held a Stakeholder Engagement Day on the 8th May, 2019 at the University of Glasgow. The event was designed for a wider audience including industry, clinicians and academics.
The event was well attended by a range of speaker including academics, industry, clinicians and funders. Key speakers included Dr Stephen Meader, MRC, who spoke about the importance of
translational activities from a funder perspective and Dr Tom Robinson, EPSRC who highlighted EPSRC funding options i.e. support for translational activities.
Year(s) Of Engagement Activity 2019
URL http://www.softmech.org/events/headline_627300_en.html
 
Description Talk to Undergraduate Maths students 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Undergraduate students
Results and Impact Gave a talk about my research in retinal haemorrhage to Undergraduate Students at University of St Andrews.
Year(s) Of Engagement Activity 2018
 
Description Towards a virtual eye 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Workshop to begin working toward a virtual eye, following our earlier work as part of the Special Interest Group for the fluid mechanics of the eye.

Event held at University of Bath, June 2022. Organised by SofTMech CI Prof Peter Stewart. Funded by the Macular Society.

Outcome in the form of a white paper: Roadmap to the virtual eye, to be published by the Macular Society

Discussions have stimulated a number of applications for further funding.
Year(s) Of Engagement Activity 2022