AI Article Synopsis

  • A study addresses the ongoing challenge of rapid diagnosis of ventilator-associated pneumonia (VAP) by proposing a "nose-on-a-chip" device to detect pneumonia metabolites in patients early on.
  • The chip is built using advanced 90-nm CMOS technology and includes multiple sensors and a low-power processing unit, enabling effective detection in a compact form.
  • The experimental results demonstrate a high identification rate of 94.06% for VAP, with perfect accuracy in recognizing specific bacteria and fungi, presenting a significant advancement in VAP diagnostics.

Article 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.

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Source
http://dx.doi.org/10.1109/TBCAS.2014.2377754DOI Listing

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