標題: | A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia |
作者: | 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 電機資訊學士班 電子工程學系及電子研究所 Undergraduate Honors Program of Electrical Engineering and Computer Science Department of Electronics Engineering and Institute of Electronics |
關鍵字: | Continuous restricted Boltzmann machine (CRBM);gas classification;nose-on-a-chip;ventilator-associated pneumonia (VAP) |
公開日期: | 1-Dec-2014 |
摘要: | 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. |
URI: | http://dx.doi.org/10.1109/TBCAS.2014.2377754 http://hdl.handle.net/11536/124265 |
ISSN: | 1932-4545 |
DOI: | 10.1109/TBCAS.2014.2377754 |
期刊: | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS |
起始頁: | 765 |
結束頁: | 778 |
Appears in Collections: | Articles |
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