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Dietary Modifications of AGE Products in
Non Alcoholic Fatty Liver Disease
Management
Evangelos Matselis (3508326)
Pulasthi Gunasekara (3492351)
PROJECT OVERVIEW
Research Question:
Low-AGE’s diet is expected to improve patient’s health while High-AGE’s
diet is expected worsen patient’s health. Can dietary restriction modifications
provide significant improvement of the serological markers of
NAFLD - diagnosed patients?
Project Objective:
Demonstrate the methodology of evaluating whether dietary restriction of
Advanced Glycation Products (AGE’s) can significantly manage
Non-Alcoholic Fatty Liver Disease (NAFLD) based on simulated data.
2
PROJECT OVERVIEW
PROCESS
3
• Each stage will run for 14 days
• During the initial stage the patients will be educated about the
process and AGE’s.
• Screening tests will be carried out before and after the diet periods
Ex: measurement of height / weight / body fat
METHODOLOGY
Sample Size Determination
4
METHODOLOGY
Data Simulation
• Simulate multivariate normal distribution for all serological markers
• Ignore non normality
5
Analysis
• Random sampling
• Sample size > 30 - Central Limit Theorem (CLT) was invoked and proceeded
with the test
• Paired t- tests carried out to detect any significant difference in the means of
serological markers between different stages
 Baseline Vs Post-Low AGE diet test results
 Pre-High AGE diet Vs Post- High AGE diet test results
6
METHODOLOGY
Expectations
Anthropometric Markers
 Low AGE’s Diet – No Change
 High AGE’s Diet – No Change
Metabolic Markers
 Low AGE’s Diet – No Change or Decrease
 High AGE’s Diet – Increase
Other Markers (Proteins, fat, etc.)
 Low AGE’s Diet – No Change or Decrease
 High AGE’s Diet – Increase
7
METHODOLOGY
Analysis
8
METHODOLOGY
Boxplots indicate
small difference in
means
Boxplots indicate
larger difference in
means
Results - Table
9
METHODOLOGY
Hypothesis for paired sample t-test
𝝁 𝜟 = 𝟎
𝝁 𝜟 ≠ 𝟎
*𝝁 𝜟: 𝒑𝒐𝒑𝒖𝒍𝒂𝒕𝒊𝒐𝒏 𝒎𝒆𝒂𝒏
𝒐𝒇 𝒕𝒉𝒆 𝒅𝒊𝒇𝒇𝒆𝒓𝒆𝒏𝒄𝒆𝒔
Results - Graph
10
METHODOLOGY
11
BACKGROUND INFORMATION
CONCLUSIONS
Can dietary restriction modifications provide significant improvement of the
serological markers of NAFLD - diagnosed patients?
 Anthropometric Markers
Only “Waist” behaved as expected
 Metabolic Markers
None of the markers behaved as expected
 Other Markers
5 Out of 16 markers behaved as expected (“Platelet”, “ NAFLD
Fibrosis Score” , “Bili.Tot.” , “Bili.Unconj.” , “GGT” )
12
BACKGROUND INFORMATION
CONCLUSIONS
 Only 6 out of 26 serological markers behaved as expected
 Dietary restriction modifications do not seem to have significantly
improved the NAFLD - diagnosed patients’ health.
13
BACKGROUND INFORMATION
SUGGESTIONS
 Test of bivariate associations between different types of markers for each
stage.
 Patients could be given Pre-Prepared diets produced by the researchers.
14
BACKGROUND INFORMATION
ACKNOWLEDGEMENT
RMIT University
- Dr Stelios Georgiou
- Kaye Marion
- Dr James Baglin
Austin Hospital
- Dr Chris Leung
- Laurence Alexander Jacuzzi
15

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Research-Project-9b-Final

  • 1. Dietary Modifications of AGE Products in Non Alcoholic Fatty Liver Disease Management Evangelos Matselis (3508326) Pulasthi Gunasekara (3492351)
  • 2. PROJECT OVERVIEW Research Question: Low-AGE’s diet is expected to improve patient’s health while High-AGE’s diet is expected worsen patient’s health. Can dietary restriction modifications provide significant improvement of the serological markers of NAFLD - diagnosed patients? Project Objective: Demonstrate the methodology of evaluating whether dietary restriction of Advanced Glycation Products (AGE’s) can significantly manage Non-Alcoholic Fatty Liver Disease (NAFLD) based on simulated data. 2
  • 3. PROJECT OVERVIEW PROCESS 3 • Each stage will run for 14 days • During the initial stage the patients will be educated about the process and AGE’s. • Screening tests will be carried out before and after the diet periods Ex: measurement of height / weight / body fat
  • 5. METHODOLOGY Data Simulation • Simulate multivariate normal distribution for all serological markers • Ignore non normality 5
  • 6. Analysis • Random sampling • Sample size > 30 - Central Limit Theorem (CLT) was invoked and proceeded with the test • Paired t- tests carried out to detect any significant difference in the means of serological markers between different stages  Baseline Vs Post-Low AGE diet test results  Pre-High AGE diet Vs Post- High AGE diet test results 6 METHODOLOGY
  • 7. Expectations Anthropometric Markers  Low AGE’s Diet – No Change  High AGE’s Diet – No Change Metabolic Markers  Low AGE’s Diet – No Change or Decrease  High AGE’s Diet – Increase Other Markers (Proteins, fat, etc.)  Low AGE’s Diet – No Change or Decrease  High AGE’s Diet – Increase 7 METHODOLOGY
  • 8. Analysis 8 METHODOLOGY Boxplots indicate small difference in means Boxplots indicate larger difference in means
  • 9. Results - Table 9 METHODOLOGY Hypothesis for paired sample t-test 𝝁 𝜟 = 𝟎 𝝁 𝜟 ≠ 𝟎 *𝝁 𝜟: 𝒑𝒐𝒑𝒖𝒍𝒂𝒕𝒊𝒐𝒏 𝒎𝒆𝒂𝒏 𝒐𝒇 𝒕𝒉𝒆 𝒅𝒊𝒇𝒇𝒆𝒓𝒆𝒏𝒄𝒆𝒔
  • 11. 11 BACKGROUND INFORMATION CONCLUSIONS Can dietary restriction modifications provide significant improvement of the serological markers of NAFLD - diagnosed patients?  Anthropometric Markers Only “Waist” behaved as expected  Metabolic Markers None of the markers behaved as expected  Other Markers 5 Out of 16 markers behaved as expected (“Platelet”, “ NAFLD Fibrosis Score” , “Bili.Tot.” , “Bili.Unconj.” , “GGT” )
  • 12. 12 BACKGROUND INFORMATION CONCLUSIONS  Only 6 out of 26 serological markers behaved as expected  Dietary restriction modifications do not seem to have significantly improved the NAFLD - diagnosed patients’ health.
  • 13. 13 BACKGROUND INFORMATION SUGGESTIONS  Test of bivariate associations between different types of markers for each stage.  Patients could be given Pre-Prepared diets produced by the researchers.
  • 14. 14 BACKGROUND INFORMATION ACKNOWLEDGEMENT RMIT University - Dr Stelios Georgiou - Kaye Marion - Dr James Baglin Austin Hospital - Dr Chris Leung - Laurence Alexander Jacuzzi
  • 15. 15