Abstract
Frequency domain analysis of time-resolved fluorescence measurements (TRFM) is an extremely rapid technique for medical diagnostics thanks to its unique sensitivity to a wide variety of physical and chemical features. Nevertheless, the determination of the underlying fluorescence lifetime (FLT) data of samples by their frequency response data (FRD), demands fitting algorithms. Therefore, the interpretation of the precise changes in the FLT of complex environments in term of biochemical processes is a challenge as it involves uncertainties associated with the chosen fitting algorithm. This research suggests a novel characterization procedure based on the squared distance (D2) between the FRD of the samples that avoid the inherent blurring caused by the transformation of the FRD into FLT data. The D2 approach was validated through simulated data of 6 classes with similar FLT characteristics, where the accuracy of D2 classification was about 96%. In addition, this approach was tested on experimental FRD from 43 individual samples that their preliminary physician diagnosis divided them into 4 groups: 5 healthy samples served as controls, 9 samples diagnosed with diverse types of bacteria, 16 samples diagnosed with diverse types of viruses and 13 samples were negatives to any bacterial or viral infection, although presenting related symptoms. Using the D2 analysis, the classification of 28/30 matched the physician diagnosis and the classification of 41/43 samples matched earlier report. In conclusion, this work demonstrated that the D2 model can aid in disease identification and increase the specificity and sensitivity of conventional medical procedures or TRFM-based diagnosis.
Original language | English |
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Title of host publication | Nanoscale Imaging, Sensing, and Actuation for Biomedical Applications XVI |
Editors | Dan V. Nicolau, Dror Fixler, Ewa M. Goldys |
Publisher | SPIE |
ISBN (Electronic) | 9781510624245 |
DOIs | |
State | Published - 2019 |
Event | Nanoscale Imaging, Sensing, and Actuation for Biomedical Applications XVI 2019 - San Francisco, United States Duration: 3 Feb 2019 → 4 Feb 2019 |
Publication series
Name | Progress in Biomedical Optics and Imaging - Proceedings of SPIE |
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Volume | 10891 |
ISSN (Print) | 1605-7422 |
Conference
Conference | Nanoscale Imaging, Sensing, and Actuation for Biomedical Applications XVI 2019 |
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Country/Territory | United States |
City | San Francisco |
Period | 3/02/19 → 4/02/19 |
Bibliographical note
Publisher Copyright:© 2019 SPIE.
Funding
We would like to thank Dr. Luba Trakhtenbrot who provided the control samples, as well as to Dr. Haim Ben-Zvi and Gabriel Mircus who provided the pathogen samples and the negatives. We would also like to thank Prof. Nitza Goldenberg-Cohen, Dr. Mali Salmon-Divon, and Sivan Gershanov. In addition, we would like to thank the Levi-Eshkol Fund, Ministry of Science, Technology & Space, Israel (grant number 3-12624) for providing S.G scholarship. The funding organization had no role in the design or conduct of this research. H. Hagai. Diamandi is grateful to the Azrieli Foundation for the award of an Azrieli Fellowship. We would like to thank Dr. Luba Trakhtenbrot who provided the control samples, as well as to Dr. Haim Ben-Zvi and Gabriel Mircus who provided the pathogen samples and the negatives. We would also like to thank Prof. Nitza Goldenberg-Cohen, Dr. Mali Salmon-Divon, and Sivan Gershanov. In addition, we would like to thank the Levi-Eshkol Fund, Ministry of Science, Technology &Space, Israel (grant number 3-12624) for providing S.G scholarship. The funding organization had no role in the design or conduct of this research. H. Hagai. Diamandi is grateful to the Azrieli Foundation for the award of an Azrieli Fellowship.
Funders | Funder number |
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Azrieli Foundation | |
Levi-Eshkol Fund | |
Ministry of Science, Technology & Space, Israel | 3-12624 |
Azrieli Foundation |
Keywords
- Fluorescence lifetime (FLT)
- Frequency response data (FRD)
- Pathogen detection
- Squared Distance function (D)
- time-resolved fluorescence measurements (TRFM)