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Datuk Dr. Nor Fariza Ngah
Pakar Perunding Kanan Oftalmologi, Hospital Shah Alam
CRC Shah Alam, ICR-NIH
USE OF ARTIFICIAL INTELLIGENCE (DR.MATA SYSTEM)
FOR THE DETECTION AND INTERVENTION OF
DIABETIC RETINOPATHY
NMRR-19-2260-50173
MOH MRG
Diabetic Retinopathy Inference with
Multi Artificial Neural Network Technology Automation
DIABETES MELLITUS – Local and Global Issue
COMPLICATION OF DIABETES MELLITUS –
Systemic and Ocular
SYMPTOMS OF DIABETIC RETINOPATHY
SCREENING FOR DIABETIC RETINOPATHY
CURRENT CHALLENGES IN DR SCREENING
DEVELOPMENT OF AI FOR DR SCREENING –
DR.MATA SYSTEM
CONCLUSION / TAKE HOME MESSAGE
More than 130 million people suffer some sort of eye damage
Diabetes in Malaysia
The costs of lost productivity and of rehabilitation and education
of the blind constitute a significant economic burden for the
individual, the family and society.
The economic effects of visual impairment can be divided into:
• Direct costs: medical and allied health services, pharmaceuticals
• Indirect costs: lost taxation revenue and the pain, suffering and
premature death that can result from visual impairment.
Blindness has profound human and socioeconomic
consequences in all societies.
Diabetes and Eye Complications
Diabetes
can affect
the whole
ocular
structure
From adnexa/
anterior segment/
posterior segment
as well as the Optic
nerve
Ocular effects include:
• Changing vision
• Dryness
• Diabetic retinopathy
• Diabetic macular edema
• Cataracts
• Glaucoma
Simple dry eyes- if
not treated
properly can lead
to cornea ulcer
blindness
Diabetic Retinopathy
• Diabetic retinopathy (DR) is a disease of the
retina caused by diabetes that involves
damage to tiny blood vessels in the back of
the eye.
• DR is a major cause of blindness globally
after cataract.
• Diagnosis and treatment of DR focus on
vascular abnormalities that appear at later
stages of the disease
Diabetic
Retinopathy
in Malaysia
In Malaysia, diabetic
eye disease is the
commonest cause of
visual loss among
adults of working age.
At diagnosis, less than
5% will have
retinopathy while the
prevalence rises to 40 -
50% after 10 years.
Almost all patients with
type 1 diabetes mellitus
(T1DM) and more than
60% patients with type 2
diabetes mellitus (T2DM)
have some degree of
retinopathy after 20 years
of the disease.
Prevalence of Diabetic
Retinopathy (DR) is
closely linked to the
duration of Diabetes
Mellitus (DM).
What are the symptoms of DR?
• No symptoms in
majority of cases
• Blurring of central
vision
• Generalised
blurring
• Floaters of black
spots/red spots
(blood)
• Distortion of
images (from
traction of the
retina)
• Pain and red eyes
Diabetic Retinopathy
CPG- Diabetic
Retinopathy
Screening
This is alarming
as DR is
asymptomatic in
its early stage
when it is most
amendable to
treatment.
However, the
National Health
and Morbidity
Survey (NHMS)
2015 reported
that only 47% of
patients with
known DM ever
had an eye
examination
It has been
recommended
that all DM
patients should
have at least a
yearly eye
examination
Following that the
patients will be
given referral to
see an
ophthalmologist,
if necessary, as
per clinical
practice
guidelines
recommendation
The goal
standard for
screening for
Diabetic
retinopathy is
using non
mydriatic fundus
camera, to detect
the retinal
changes by the
graders
Hence, any
national DR
screening
initiatives must be
comprehensive,
covering all
individuals with
DM in Malaysia.
Current Challenges
in DR Screening
DRS - done majority in
Health Care centres
(Klinik kesihatan)
Current Challenges
in DR Screening
Accessibility for
screening is unequal
Current Challenges
in DR Screening
Goal standard -
Non mydriatric
fundus camera
Current Challenges
in DR Screening
Photographer/ grader
~ same person/ two
tier system
Current Challenges
in DR Screening
Standard of graders
Current Challenges
in DR Screening
Immediate report/
delay report
Current Challenges
in DR Screening
Referral system
Artificial Intelligence for DR Screening
There are many available
systems in the current market
looking at AI for diabetic
retinopathy images.
Artificial Intelligence for DR Screening
However, majority of the
systems are only focusing on
the presence or absence of
disease and not able to give
the grading in detail.
Artificial Intelligence for DR Screening
Different grading severity
will require different referral
urgency
Artificial Intelligence for DR Screening
The earlier the patients been
referred; the earlier treatment
can be commenced and the
better the vision can be
preserved
Artificial Intelligence for DR Screening
Technology will always be part of eye health
Therefore thoughtful applications are needed to maximise the
potential of technology to improve the current challenges :
Coverage Accessibility Affordability Efficiency Effectiveness
SAMPLE RETINA IMAGES 14,334 IMAGES
SENSITIVITY : 87.17%
SPECIFICITY : 97.17%
ACCURACY : 93.3%
FINAL OUTCOME
UI – MAY / JUNE TO START AT 4 KKs
Take home message
Diabetic retinopathy is a preventable complication of DM
Early and timely screening with good control of DM will delay and reduce the
development of severe form of DR
Screening of DR can be done in any health center. However easy access,
affordable, effective dan efficient system is required to ensure that no one is
left behind
AI – will ensure that screening is fast / affordable and effective as well as
efficient as human graders
Early referral system can be generated to ensure patient is seen in timely
manner

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USE OF ARTIFICIAL INTELLIGENCE (DR.MATA SYSTEM) FOR THE DETECTION AND INTERVENTION OF DIABETIC RETINOPATHY

  • 1. Datuk Dr. Nor Fariza Ngah Pakar Perunding Kanan Oftalmologi, Hospital Shah Alam CRC Shah Alam, ICR-NIH USE OF ARTIFICIAL INTELLIGENCE (DR.MATA SYSTEM) FOR THE DETECTION AND INTERVENTION OF DIABETIC RETINOPATHY NMRR-19-2260-50173 MOH MRG
  • 2. Diabetic Retinopathy Inference with Multi Artificial Neural Network Technology Automation
  • 3.
  • 4. DIABETES MELLITUS – Local and Global Issue
  • 5. COMPLICATION OF DIABETES MELLITUS – Systemic and Ocular
  • 6. SYMPTOMS OF DIABETIC RETINOPATHY
  • 8. CURRENT CHALLENGES IN DR SCREENING
  • 9. DEVELOPMENT OF AI FOR DR SCREENING – DR.MATA SYSTEM
  • 10. CONCLUSION / TAKE HOME MESSAGE
  • 11.
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  • 13. More than 130 million people suffer some sort of eye damage
  • 15.
  • 16. The costs of lost productivity and of rehabilitation and education of the blind constitute a significant economic burden for the individual, the family and society. The economic effects of visual impairment can be divided into: • Direct costs: medical and allied health services, pharmaceuticals • Indirect costs: lost taxation revenue and the pain, suffering and premature death that can result from visual impairment. Blindness has profound human and socioeconomic consequences in all societies.
  • 17. Diabetes and Eye Complications Diabetes can affect the whole ocular structure From adnexa/ anterior segment/ posterior segment as well as the Optic nerve Ocular effects include: • Changing vision • Dryness • Diabetic retinopathy • Diabetic macular edema • Cataracts • Glaucoma Simple dry eyes- if not treated properly can lead to cornea ulcer blindness
  • 18. Diabetic Retinopathy • Diabetic retinopathy (DR) is a disease of the retina caused by diabetes that involves damage to tiny blood vessels in the back of the eye. • DR is a major cause of blindness globally after cataract. • Diagnosis and treatment of DR focus on vascular abnormalities that appear at later stages of the disease
  • 19. Diabetic Retinopathy in Malaysia In Malaysia, diabetic eye disease is the commonest cause of visual loss among adults of working age. At diagnosis, less than 5% will have retinopathy while the prevalence rises to 40 - 50% after 10 years. Almost all patients with type 1 diabetes mellitus (T1DM) and more than 60% patients with type 2 diabetes mellitus (T2DM) have some degree of retinopathy after 20 years of the disease. Prevalence of Diabetic Retinopathy (DR) is closely linked to the duration of Diabetes Mellitus (DM).
  • 20. What are the symptoms of DR? • No symptoms in majority of cases • Blurring of central vision • Generalised blurring • Floaters of black spots/red spots (blood) • Distortion of images (from traction of the retina) • Pain and red eyes
  • 23. This is alarming as DR is asymptomatic in its early stage when it is most amendable to treatment. However, the National Health and Morbidity Survey (NHMS) 2015 reported that only 47% of patients with known DM ever had an eye examination It has been recommended that all DM patients should have at least a yearly eye examination
  • 24. Following that the patients will be given referral to see an ophthalmologist, if necessary, as per clinical practice guidelines recommendation The goal standard for screening for Diabetic retinopathy is using non mydriatic fundus camera, to detect the retinal changes by the graders Hence, any national DR screening initiatives must be comprehensive, covering all individuals with DM in Malaysia.
  • 25. Current Challenges in DR Screening DRS - done majority in Health Care centres (Klinik kesihatan)
  • 26. Current Challenges in DR Screening Accessibility for screening is unequal
  • 27. Current Challenges in DR Screening Goal standard - Non mydriatric fundus camera
  • 28. Current Challenges in DR Screening Photographer/ grader ~ same person/ two tier system
  • 29. Current Challenges in DR Screening Standard of graders
  • 30. Current Challenges in DR Screening Immediate report/ delay report
  • 31. Current Challenges in DR Screening Referral system
  • 33. There are many available systems in the current market looking at AI for diabetic retinopathy images. Artificial Intelligence for DR Screening
  • 34. However, majority of the systems are only focusing on the presence or absence of disease and not able to give the grading in detail. Artificial Intelligence for DR Screening
  • 35. Different grading severity will require different referral urgency Artificial Intelligence for DR Screening
  • 36. The earlier the patients been referred; the earlier treatment can be commenced and the better the vision can be preserved Artificial Intelligence for DR Screening
  • 37. Technology will always be part of eye health Therefore thoughtful applications are needed to maximise the potential of technology to improve the current challenges : Coverage Accessibility Affordability Efficiency Effectiveness
  • 38.
  • 39.
  • 40.
  • 41.
  • 42.
  • 43. SAMPLE RETINA IMAGES 14,334 IMAGES
  • 44. SENSITIVITY : 87.17% SPECIFICITY : 97.17% ACCURACY : 93.3% FINAL OUTCOME
  • 45. UI – MAY / JUNE TO START AT 4 KKs
  • 47. Diabetic retinopathy is a preventable complication of DM Early and timely screening with good control of DM will delay and reduce the development of severe form of DR Screening of DR can be done in any health center. However easy access, affordable, effective dan efficient system is required to ensure that no one is left behind AI – will ensure that screening is fast / affordable and effective as well as efficient as human graders Early referral system can be generated to ensure patient is seen in timely manner