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Application of
Electronic nose for
rapid diagnosis of
Tuberculosis



                Ankit Kumar Singh
Introduction
 • 9.2 million new cases of TB were reported in 2006
   resulting into 1.7 million deaths (WHO report)
 • Active TB infection occurs when immune system is
   compromised
 • Existing techniques are time taking and have low
   sensitivity
 • VOC composition of normal breath is affected
 • Electronic gas sensor array is used for detection
Proposed Idea
 • Exhaled breath is a type of bodily excretion
 • To detect the specific pattern of the VOCs in the
   exhaled breath using Electronic nose
 • Electronic nose – an array of electronic gas sensors
 • Signal is analyzed using PCA
 • Pattern is generated by reducing the dimensions of
   obtained data
 • Comparison with the standard
VOC composition of normal and
infected breath

A list of 10 most abundant VOCs of M. tuberculosis is given bellow*
• Naphthalene
• 1-methyl-3-Heptanone
• Methylcyclododecane
• Heptanes
• 2, 2, 4, 6, 6-pentamethyl- Benzene,
• 1-methyl-4-(1-methylethyl)-Cyclohexane
• 1,4-dimethyl-3,5-dimethylamphetamine
• Butanal
• 3-methyl- 2-Hexene
• Trans-anti-1-methyl-decahydronaphthalene
Electronic Sensors :

  3 type of sensors can be used:
  • Thick Film:
    Paste is screen printed on alumina substrate
    Low sensitivity and specificity
  • Thin Film:
    Technique used – Chemical Vapor Deposition
    Uniform layer having higher surface area
  • MOS – FET:
    Has high sensitivity, specificity
    depends on the gate material
Signal analysis (PCA)

 • To filter noise and reduce the dimensions
 • Co-variance matrix is calculated from the obtained
   data
 • Eigen vectors are calculated for this matrix
 • Feature vector is obtained by omitting the less
   significant Eigen vectors
 • Using this feature vector back calculation is done to
   obtain new set of data
 • New data varies only along the selected Eigen vectors
Pattern Analysis:
 • Pattern obtained is unique to that composition
 • New samples are compared with a pattern
   library using pattern recognition algorithms
 • Self learning is needed to build the pattern
   library
 • Result is obtained in terms of percentage
   similarity
 • Threshold can be set accordingly
Conclusion:
• The test is non invasive hence no contamination
  issues
• Rapid and low cost
• High enough sensitivity, can detect TB in early
  stages
• Technique can be developed further to detect lung
  cancer, asthma, diabetes etc

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Application of electronic nose for rapid diagnosis of tuberculosis

  • 1. Application of Electronic nose for rapid diagnosis of Tuberculosis Ankit Kumar Singh
  • 2. Introduction • 9.2 million new cases of TB were reported in 2006 resulting into 1.7 million deaths (WHO report) • Active TB infection occurs when immune system is compromised • Existing techniques are time taking and have low sensitivity • VOC composition of normal breath is affected • Electronic gas sensor array is used for detection
  • 3. Proposed Idea • Exhaled breath is a type of bodily excretion • To detect the specific pattern of the VOCs in the exhaled breath using Electronic nose • Electronic nose – an array of electronic gas sensors • Signal is analyzed using PCA • Pattern is generated by reducing the dimensions of obtained data • Comparison with the standard
  • 4. VOC composition of normal and infected breath A list of 10 most abundant VOCs of M. tuberculosis is given bellow* • Naphthalene • 1-methyl-3-Heptanone • Methylcyclododecane • Heptanes • 2, 2, 4, 6, 6-pentamethyl- Benzene, • 1-methyl-4-(1-methylethyl)-Cyclohexane • 1,4-dimethyl-3,5-dimethylamphetamine • Butanal • 3-methyl- 2-Hexene • Trans-anti-1-methyl-decahydronaphthalene
  • 5. Electronic Sensors : 3 type of sensors can be used: • Thick Film: Paste is screen printed on alumina substrate Low sensitivity and specificity • Thin Film: Technique used – Chemical Vapor Deposition Uniform layer having higher surface area • MOS – FET: Has high sensitivity, specificity depends on the gate material
  • 6. Signal analysis (PCA) • To filter noise and reduce the dimensions • Co-variance matrix is calculated from the obtained data • Eigen vectors are calculated for this matrix • Feature vector is obtained by omitting the less significant Eigen vectors • Using this feature vector back calculation is done to obtain new set of data • New data varies only along the selected Eigen vectors
  • 7.
  • 8.
  • 9.
  • 10. Pattern Analysis: • Pattern obtained is unique to that composition • New samples are compared with a pattern library using pattern recognition algorithms • Self learning is needed to build the pattern library • Result is obtained in terms of percentage similarity • Threshold can be set accordingly
  • 11. Conclusion: • The test is non invasive hence no contamination issues • Rapid and low cost • High enough sensitivity, can detect TB in early stages • Technique can be developed further to detect lung cancer, asthma, diabetes etc