A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia

Ventilator-associated pneumonia (VAP) still lacks a rapid diagnostic strategy. This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabrica...

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Veröffentlicht in:IEEE transactions on biomedical circuits and systems 2014-12, Vol.8 (6), p.765-778
Hauptverfasser: Chiu, Shih-Wen, Wang, Jen-Huo, Chang, Kwuang-Han, Chang, Ting-Hau, Wang, Chia-Min, Chang, Chia-Lin, Tang, Chen-Ting, Chen, Chien-Fu, Shih, Chung-Hung, Kuo, Han-Wen, Wang, Li-Chun, Chen, Hsin, Hsieh, Chih-Cheng, Chang, Meng-Fan, Liu, Yi-Wen, Chen, Tsan-Jieh, Yang, Chia-Hsiang, Chiueh, Herming, Shyu, Juyo-Min, Tang, Kea-Tiong
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container_issue 6
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container_title IEEE transactions on biomedical circuits and systems
container_volume 8
creator Chiu, Shih-Wen
Wang, Jen-Huo
Chang, Kwuang-Han
Chang, Ting-Hau
Wang, Chia-Min
Chang, Chia-Lin
Tang, Chen-Ting
Chen, Chien-Fu
Shih, Chung-Hung
Kuo, Han-Wen
Wang, Li-Chun
Chen, Hsin
Hsieh, Chih-Cheng
Chang, Meng-Fan
Liu, Yi-Wen
Chen, Tsan-Jieh
Yang, Chia-Hsiang
Chiueh, Herming
Shyu, Juyo-Min
Tang, Kea-Tiong
description Ventilator-associated pneumonia (VAP) still lacks a rapid diagnostic strategy. This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabricated in a 90-nm 1P9M CMOS technology in order to downsize the gas detection system. The chip has eight on-chip sensors, an adaptive interface, a successive approximation analog-to-digital converter (SAR ADC), a learning kernel of continuous restricted Boltzmann machine (CRBM), and a RISC-core with low-voltage SRAM. The functionality of VAP identification was verified using clinical data. In total, 76 samples infected with pneumonia (19 Klebsiella, 25 Pseudomonas aeruginosa, 16 Staphylococcus aureus, and 16 Candida) and 41 uninfected samples were collected as the experimental group and the control group, respectively. The results revealed a very high VAP identification rate at 94.06% for identifying healthy and infected patients. A 100% accuracy to identify the microorganisms of Klebsiella, Pseudomonas aeruginosa, Staphylococcus aureus, and Candida from VAP infected patients was achieved. This chip only consumes 1.27 mW at a 0.5 V supply voltage. This work provides a promising solution for the long-term unresolved rapid VAP diagnostic problem.
doi_str_mv 10.1109/TBCAS.2014.2377754
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This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabricated in a 90-nm 1P9M CMOS technology in order to downsize the gas detection system. The chip has eight on-chip sensors, an adaptive interface, a successive approximation analog-to-digital converter (SAR ADC), a learning kernel of continuous restricted Boltzmann machine (CRBM), and a RISC-core with low-voltage SRAM. The functionality of VAP identification was verified using clinical data. In total, 76 samples infected with pneumonia (19 Klebsiella, 25 Pseudomonas aeruginosa, 16 Staphylococcus aureus, and 16 Candida) and 41 uninfected samples were collected as the experimental group and the control group, respectively. The results revealed a very high VAP identification rate at 94.06% for identifying healthy and infected patients. A 100% accuracy to identify the microorganisms of Klebsiella, Pseudomonas aeruginosa, Staphylococcus aureus, and Candida from VAP infected patients was achieved. This chip only consumes 1.27 mW at a 0.5 V supply voltage. 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This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabricated in a 90-nm 1P9M CMOS technology in order to downsize the gas detection system. The chip has eight on-chip sensors, an adaptive interface, a successive approximation analog-to-digital converter (SAR ADC), a learning kernel of continuous restricted Boltzmann machine (CRBM), and a RISC-core with low-voltage SRAM. The functionality of VAP identification was verified using clinical data. In total, 76 samples infected with pneumonia (19 Klebsiella, 25 Pseudomonas aeruginosa, 16 Staphylococcus aureus, and 16 Candida) and 41 uninfected samples were collected as the experimental group and the control group, respectively. The results revealed a very high VAP identification rate at 94.06% for identifying healthy and infected patients. A 100% accuracy to identify the microorganisms of Klebsiella, Pseudomonas aeruginosa, Staphylococcus aureus, and Candida from VAP infected patients was achieved. This chip only consumes 1.27 mW at a 0.5 V supply voltage. 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This study proposes installing a nose-on-a-chip at the proximal end of an expiratory circuit of a ventilator to monitor and to detect metabolite of pneumonia in the early stage. The nose-on-a-chip was designed and fabricated in a 90-nm 1P9M CMOS technology in order to downsize the gas detection system. The chip has eight on-chip sensors, an adaptive interface, a successive approximation analog-to-digital converter (SAR ADC), a learning kernel of continuous restricted Boltzmann machine (CRBM), and a RISC-core with low-voltage SRAM. The functionality of VAP identification was verified using clinical data. In total, 76 samples infected with pneumonia (19 Klebsiella, 25 Pseudomonas aeruginosa, 16 Staphylococcus aureus, and 16 Candida) and 41 uninfected samples were collected as the experimental group and the control group, respectively. The results revealed a very high VAP identification rate at 94.06% for identifying healthy and infected patients. A 100% accuracy to identify the microorganisms of Klebsiella, Pseudomonas aeruginosa, Staphylococcus aureus, and Candida from VAP infected patients was achieved. This chip only consumes 1.27 mW at a 0.5 V supply voltage. This work provides a promising solution for the long-term unresolved rapid VAP diagnostic problem.</abstract><cop>United States</cop><pub>IEEE</pub><pmid>25576573</pmid><doi>10.1109/TBCAS.2014.2377754</doi><tpages>14</tpages></addata></record>
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subjects Breath Tests - instrumentation
Breath Tests - methods
Candida
Candidiasis - diagnosis
Candidiasis - metabolism
Chips
Circuits
Continuous restricted Boltzmann machine (CRBM)
Diagnostic systems
Electronic Nose
gas classification
Gas detectors
Humans
Klebsiella
Medical diagnosis
nose-on-a-chip
Patient monitoring
Patients
Pneumonia
Pneumonia, Bacterial - diagnosis
Pneumonia, Bacterial - metabolism
Pneumonia, Ventilator-Associated - diagnosis
Pneumonia, Ventilator-Associated - metabolism
Pseudomonas aeruginosa
Staphylococcus aureus
ventilator-associated pneumonia (VAP)
title A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia
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