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Nader Al-shamma
Dr Ali Jwaid
Intelligent Systems and Inflammatory Bowel Disease:
Exploring the Potential for Outpatient Support
Computing Conference 2017
18-20 July 2017 | London UK
What is the problem?
“[…]a diagnosis of IBD is not a death sentence, but it
can often be a life sentence. [..] For patients and their families, the impact
of a chronic disease will bring changes in their personal, social and
emotional lives.”
Thomas, G (2008)
Counselling and Reflexive Research in Healthcare : Working Therapeutically with Clients
with Inflammatory Bowel Disease, Jessica Kingsley Publishers, London.
The solution?
Can advances in machine learning and artificial intelligence help tackle some of the challenges faced by those
affected by IBD?
How big is the problem?
Global rates of IBD are increasing, as a
result the illness is fast becoming an
international problem.
3 Million
Across
Europe
€4.6 to €5.6
Billion
Per year
300,000
In
UK
Areas of focus:
Diet and Nutrition
Lifestyle and
Self-management
Patient Monitoring
and Insight
Applied AI and Machine Learning: Application Domain
Prognostics
Diagnostics Outpatient Support (?)
AI and Machine Learning in Action
Diagnosis:
● Matalka et al. (2013) Artificial Neural Network (ANN) and a Probabilistic Neural Network(PNN) used to diagnose IBD.
● 98.31% Rate of Accuracy.
Prognosis:
● Waljeeet al. 2010 used Random Forest to analysis laboratory data to determinethe success of thioprinetreatment.Results: Area under Receiver Operating Characteristic
(AUROC) curve of 0.856 vs AUROC of 0.594 from traditional testing techniques.
● Hardalaç et al 2015 used ANN to determine the success of treating patients with the immunosuppressant drug Azathioprine. Taking into
account patient health and lifestyle metrics. Results: predict the efficacy of Azathioprine use with a precision of 79%.
Outpatient Support: ?????
Next Steps:
Contact Nader Al-Shamma
Nader.alshamma@ieee.org
twitter.com/nadershamma
Nadershamma.com
uk.linkedin.com/in/nadershamma
Credits
http://fontfabric.com/aleo-free-font/
Aleo Free Font
Lato Font
http://www.fontsquirrel.com/fonts/lato
FONTS
Images:
• E-healthcare concept with hand holding smart phone #115660297, Author:
iconimage , https://en.fotolia.com/id/115660297
Icons:
• Run, apple, google pulse https://materialdesignicons.com/
• Search , timeline, groups https://material.io/icons/

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Intelligent Systems and Inflammatory Bowel Disease: Exploring the Potential for Outpatient Support

  • 1. Nader Al-shamma Dr Ali Jwaid Intelligent Systems and Inflammatory Bowel Disease: Exploring the Potential for Outpatient Support Computing Conference 2017 18-20 July 2017 | London UK
  • 2. What is the problem? “[…]a diagnosis of IBD is not a death sentence, but it can often be a life sentence. [..] For patients and their families, the impact of a chronic disease will bring changes in their personal, social and emotional lives.” Thomas, G (2008) Counselling and Reflexive Research in Healthcare : Working Therapeutically with Clients with Inflammatory Bowel Disease, Jessica Kingsley Publishers, London. The solution? Can advances in machine learning and artificial intelligence help tackle some of the challenges faced by those affected by IBD?
  • 3. How big is the problem? Global rates of IBD are increasing, as a result the illness is fast becoming an international problem. 3 Million Across Europe €4.6 to €5.6 Billion Per year 300,000 In UK
  • 4. Areas of focus: Diet and Nutrition Lifestyle and Self-management Patient Monitoring and Insight
  • 5. Applied AI and Machine Learning: Application Domain Prognostics Diagnostics Outpatient Support (?)
  • 6. AI and Machine Learning in Action Diagnosis: ● Matalka et al. (2013) Artificial Neural Network (ANN) and a Probabilistic Neural Network(PNN) used to diagnose IBD. ● 98.31% Rate of Accuracy. Prognosis: ● Waljeeet al. 2010 used Random Forest to analysis laboratory data to determinethe success of thioprinetreatment.Results: Area under Receiver Operating Characteristic (AUROC) curve of 0.856 vs AUROC of 0.594 from traditional testing techniques. ● Hardalaç et al 2015 used ANN to determine the success of treating patients with the immunosuppressant drug Azathioprine. Taking into account patient health and lifestyle metrics. Results: predict the efficacy of Azathioprine use with a precision of 79%. Outpatient Support: ?????
  • 9. Credits http://fontfabric.com/aleo-free-font/ Aleo Free Font Lato Font http://www.fontsquirrel.com/fonts/lato FONTS Images: • E-healthcare concept with hand holding smart phone #115660297, Author: iconimage , https://en.fotolia.com/id/115660297 Icons: • Run, apple, google pulse https://materialdesignicons.com/ • Search , timeline, groups https://material.io/icons/

Editor's Notes

  1. Introduction MSc Student @ NTU Aim: Understand the potential for AI and ML to support outpatients with a chronic illness
  2. Imagine what it is like to have IBD What is IBD How is it managed? What are the challenges
  3. Little known about the optimum self management techniques changes to lifestyle managing stress Medication adherence Consensus is that diet affects the symptoms and status of the illness. Zero consensus on what the right diet is! Clinical staff see patients for checkups and rely on their memory, no clean data for how they are doing.
  4. What avenues of research are being explored How is AI and Machine learning supporting Big focus on Diagnostics and Prognostics Less research on outpatient support.
  5. Not found anything relating to IBD and outpatient support
  6. We have the technology, we just need to collect the data! Working on the first step to collect the data by building an app.