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 |
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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. This work provides a promising solution for the long-term unresolved rapid VAP diagnostic problem.</description><identifier>ISSN: 1932-4545</identifier><identifier>EISSN: 1940-9990</identifier><identifier>DOI: 10.1109/TBCAS.2014.2377754</identifier><identifier>PMID: 25576573</identifier><identifier>CODEN: ITBCCW</identifier><language>eng</language><publisher>United States: IEEE</publisher><subject>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)</subject><ispartof>IEEE transactions on biomedical circuits and systems, 2014-12, Vol.8 (6), p.765-778</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Dec 2014</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c487t-39863f6ef4ce27051aff4bd19974a58a6bc6691ef3fdbd90480f0ac22cdb64c83</citedby><cites>FETCH-LOGICAL-c487t-39863f6ef4ce27051aff4bd19974a58a6bc6691ef3fdbd90480f0ac22cdb64c83</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/7001719$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27903,27904,54736</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/7001719$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25576573$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chiu, Shih-Wen</creatorcontrib><creatorcontrib>Wang, Jen-Huo</creatorcontrib><creatorcontrib>Chang, Kwuang-Han</creatorcontrib><creatorcontrib>Chang, Ting-Hau</creatorcontrib><creatorcontrib>Wang, Chia-Min</creatorcontrib><creatorcontrib>Chang, Chia-Lin</creatorcontrib><creatorcontrib>Tang, Chen-Ting</creatorcontrib><creatorcontrib>Chen, Chien-Fu</creatorcontrib><creatorcontrib>Shih, Chung-Hung</creatorcontrib><creatorcontrib>Kuo, Han-Wen</creatorcontrib><creatorcontrib>Wang, Li-Chun</creatorcontrib><creatorcontrib>Chen, Hsin</creatorcontrib><creatorcontrib>Hsieh, Chih-Cheng</creatorcontrib><creatorcontrib>Chang, Meng-Fan</creatorcontrib><creatorcontrib>Liu, Yi-Wen</creatorcontrib><creatorcontrib>Chen, Tsan-Jieh</creatorcontrib><creatorcontrib>Yang, Chia-Hsiang</creatorcontrib><creatorcontrib>Chiueh, Herming</creatorcontrib><creatorcontrib>Shyu, Juyo-Min</creatorcontrib><creatorcontrib>Tang, Kea-Tiong</creatorcontrib><title>A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia</title><title>IEEE transactions on biomedical circuits and systems</title><addtitle>TBCAS</addtitle><addtitle>IEEE Trans Biomed Circuits Syst</addtitle><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.</description><subject>Breath Tests - instrumentation</subject><subject>Breath Tests - methods</subject><subject>Candida</subject><subject>Candidiasis - diagnosis</subject><subject>Candidiasis - metabolism</subject><subject>Chips</subject><subject>Circuits</subject><subject>Continuous restricted Boltzmann machine (CRBM)</subject><subject>Diagnostic systems</subject><subject>Electronic Nose</subject><subject>gas classification</subject><subject>Gas detectors</subject><subject>Humans</subject><subject>Klebsiella</subject><subject>Medical diagnosis</subject><subject>nose-on-a-chip</subject><subject>Patient monitoring</subject><subject>Patients</subject><subject>Pneumonia</subject><subject>Pneumonia, Bacterial - diagnosis</subject><subject>Pneumonia, Bacterial - metabolism</subject><subject>Pneumonia, Ventilator-Associated - diagnosis</subject><subject>Pneumonia, Ventilator-Associated - metabolism</subject><subject>Pseudomonas aeruginosa</subject><subject>Staphylococcus aureus</subject><subject>ventilator-associated pneumonia (VAP)</subject><issn>1932-4545</issn><issn>1940-9990</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><sourceid>EIF</sourceid><recordid>eNqNkc1OGzEUha2qqAToC7RSNVI3bBxsj3_GyxCgjRQB4qfqbuTxXFNHk3Fqzyx4-zokZcGKla_k7xzdqw-hL5RMKSX67OF8PrufMkL5lJVKKcE_oAnVnGCtNfm4nUuGueDiEB2ltCJESKbZJ3TIhFBSqHKCfs-Kq7HrnotFP8BTNAO0xXVIgEOPDZ7_8ZvChVjcmY1viwtvnvqQfCqCK35BP_jODCHiWUrB-pfsbQ_jOvTenKADZ7oEn_fvMXq8unyY_8TLmx-L-WyJLa_UgEtdydJJcNwCU0RQ4xxvWqq14kZURjZWSk3Bla5tWk14RRwxljHbNpLbqjxGp7veTQx_R0hDvfbJQteZHsKYaprjlRBSiPegJO_DuH4HKlhZ5WKS0e9v0FUYY59vzhRXTGtZ0UyxHWVjSCmCqzfRr018rimptzbrF5v11ma9t5lD3_bVY7OG9jXyX18Gvu4ADwCv34oQqrL7f_Iroa8</recordid><startdate>20141201</startdate><enddate>20141201</enddate><creator>Chiu, Shih-Wen</creator><creator>Wang, Jen-Huo</creator><creator>Chang, Kwuang-Han</creator><creator>Chang, Ting-Hau</creator><creator>Wang, Chia-Min</creator><creator>Chang, Chia-Lin</creator><creator>Tang, Chen-Ting</creator><creator>Chen, Chien-Fu</creator><creator>Shih, Chung-Hung</creator><creator>Kuo, Han-Wen</creator><creator>Wang, Li-Chun</creator><creator>Chen, Hsin</creator><creator>Hsieh, Chih-Cheng</creator><creator>Chang, Meng-Fan</creator><creator>Liu, Yi-Wen</creator><creator>Chen, Tsan-Jieh</creator><creator>Yang, Chia-Hsiang</creator><creator>Chiueh, Herming</creator><creator>Shyu, Juyo-Min</creator><creator>Tang, Kea-Tiong</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QO</scope><scope>7SP</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>L7M</scope><scope>P64</scope><scope>7X8</scope></search><sort><creationdate>20141201</creationdate><title>A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c487t-39863f6ef4ce27051aff4bd19974a58a6bc6691ef3fdbd90480f0ac22cdb64c83</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Breath Tests - instrumentation</topic><topic>Breath Tests - methods</topic><topic>Candida</topic><topic>Candidiasis - diagnosis</topic><topic>Candidiasis - metabolism</topic><topic>Chips</topic><topic>Circuits</topic><topic>Continuous restricted Boltzmann machine (CRBM)</topic><topic>Diagnostic systems</topic><topic>Electronic Nose</topic><topic>gas classification</topic><topic>Gas detectors</topic><topic>Humans</topic><topic>Klebsiella</topic><topic>Medical diagnosis</topic><topic>nose-on-a-chip</topic><topic>Patient monitoring</topic><topic>Patients</topic><topic>Pneumonia</topic><topic>Pneumonia, Bacterial - diagnosis</topic><topic>Pneumonia, Bacterial - metabolism</topic><topic>Pneumonia, Ventilator-Associated - diagnosis</topic><topic>Pneumonia, Ventilator-Associated - metabolism</topic><topic>Pseudomonas aeruginosa</topic><topic>Staphylococcus aureus</topic><topic>ventilator-associated pneumonia (VAP)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chiu, Shih-Wen</creatorcontrib><creatorcontrib>Wang, Jen-Huo</creatorcontrib><creatorcontrib>Chang, Kwuang-Han</creatorcontrib><creatorcontrib>Chang, Ting-Hau</creatorcontrib><creatorcontrib>Wang, Chia-Min</creatorcontrib><creatorcontrib>Chang, Chia-Lin</creatorcontrib><creatorcontrib>Tang, Chen-Ting</creatorcontrib><creatorcontrib>Chen, Chien-Fu</creatorcontrib><creatorcontrib>Shih, Chung-Hung</creatorcontrib><creatorcontrib>Kuo, Han-Wen</creatorcontrib><creatorcontrib>Wang, Li-Chun</creatorcontrib><creatorcontrib>Chen, Hsin</creatorcontrib><creatorcontrib>Hsieh, Chih-Cheng</creatorcontrib><creatorcontrib>Chang, Meng-Fan</creatorcontrib><creatorcontrib>Liu, Yi-Wen</creatorcontrib><creatorcontrib>Chen, Tsan-Jieh</creatorcontrib><creatorcontrib>Yang, Chia-Hsiang</creatorcontrib><creatorcontrib>Chiueh, Herming</creatorcontrib><creatorcontrib>Shyu, Juyo-Min</creatorcontrib><creatorcontrib>Tang, Kea-Tiong</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>IEEE transactions on biomedical circuits and systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Chiu, Shih-Wen</au><au>Wang, Jen-Huo</au><au>Chang, Kwuang-Han</au><au>Chang, Ting-Hau</au><au>Wang, Chia-Min</au><au>Chang, Chia-Lin</au><au>Tang, Chen-Ting</au><au>Chen, Chien-Fu</au><au>Shih, Chung-Hung</au><au>Kuo, Han-Wen</au><au>Wang, Li-Chun</au><au>Chen, Hsin</au><au>Hsieh, Chih-Cheng</au><au>Chang, Meng-Fan</au><au>Liu, Yi-Wen</au><au>Chen, Tsan-Jieh</au><au>Yang, Chia-Hsiang</au><au>Chiueh, Herming</au><au>Shyu, Juyo-Min</au><au>Tang, Kea-Tiong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Fully Integrated Nose-on-a-Chip for Rapid Diagnosis of Ventilator-Associated Pneumonia</atitle><jtitle>IEEE transactions on biomedical circuits and systems</jtitle><stitle>TBCAS</stitle><addtitle>IEEE Trans Biomed Circuits Syst</addtitle><date>2014-12-01</date><risdate>2014</risdate><volume>8</volume><issue>6</issue><spage>765</spage><epage>778</epage><pages>765-778</pages><issn>1932-4545</issn><eissn>1940-9990</eissn><coden>ITBCCW</coden><abstract>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.</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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