Smelling Sepsis with Electronic Nose (eNose) Technology

Smelling Sepsis with Electronic Nose (eNose) Technology

SUMMARY:

  • Microorganisms can release volatile organic compounds (VOCs) released through exhaled air, producing unique odors.
  • Exhaled breath analysis is a likely and promising alternative to disease detection.
  • eNose measurements can identify sepsis among patients with a suspected infection.

REVIEW:

  • Human exhaled air contains trace amounts of VOCs.
  • A Breath Biopsy can determine VOCs from exhaled air.
  • Over 3,000 VOCs have been identified in breath samples.
  • VOC offers a good alternative to current infection identification.
  • -- VOC has high accuracy and precision to predict presence of bacterial and fungal organisms.

  • VOC assessments have the potential for large scale early diagnosis and long term monitoring of effectiveness.
  • VOC clinical uses include:
  • -- Early cancer screening
  • -- Pneumonia
  • -- Upper respiratory tract infections
  • -- Diabetes mellitus
  • -- Bacterial Pathogens
  • VOC measurement options:
  • -- Mass spectrometry
  • -- Gas chromatography
  • -- Cavity Ring-Down Spectroscopy
  • -- All are expensive, hard to operate and not portable.
  • eNose VOC analysis:
  • -- Breath sample obtained
  • -- Sample exposed to multiple specific sensor array for precision detection
  • -- Pattern recognition algorithm to detect identity and quantity of various gases/odors
  • -- Advantages:
  • ---- Low technical cost
  • ---- Excellent discriminating capabilities
  • ---- Miniaturization
  • ---- Simple operation
  • ---- Easy integration
  • Challenges:
  • -- Performance accuracy over time may diminish due to deviation of algorithm over time
  • Sensors include:
  • -- Chemical Resistance Sensors
  • -- Piezoelectric sensors
  • -- Electrochemical Sensors
  • -- Optical Sensors

  • Breath Biopsy VOC can distinguish various infections from bacteria, viruses and fungi with high accuracy and precision.1
  • -- 61 VOCs significantly produced in neonates and infants with sepsis.
  • The Smell of Sepsis
  • -- Van der Aart et al American Journal of Emergency Medicine 202588:126-133

  • -- 160 Emergency Department patients
  • -- Correctly classified sepsis in ~70% of cases
  • -- AUC 0.78 vs NEWS2 AUC of 0.55
  • -- Sensitivity 72%
  • -- Specificity 73%
  • -- PPV 58%
  • -- NPV 84%

CONCLUSIONS:

  • In the pursuit of rapid sepsis identification, electronic nose technology is evolving as a possible clinical application.
  • The widespread application of eNose, including sepsis, appears to be inherently safe, noninvasive and convenient.
  • Further development and validation of the eNose system is required at this point.


Erkan Hassan, Pharm.D., FCCM is a transformational healthcare leader with extensive experience developing innovative solutions to improve clinical outcomes, enhance provider experience and increase revenue.

You can reach Erkan at [email protected]

Randy Holl

Innovative AI systems development

1 个月

Now this is interesting! Thanks for posting.

回复
Rita (Marguerite) Brooks

Director, Small Business Programs, Corporate at SAIC

2 个月

Insightful

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