Modular Point-of-Care Breath Analyzer and Shape Taxonomy-Based Machine Learning for Gastric Cancer Detection.

Inese Poļaka Manohar Prasad BhandariLinda MezmaleLinda AnarkulovaViktors VeliksArmands SivinsAnna Marija LescinskaIvars TolmanisIlona VilkoiteIgors IvanovsMarta PadillaJan MitrovicsGidi ShaniHossam HaickMarcis Leja

Published in: Diagnostics (Basel, Switzerland) (2022)

The results show that this point-of-care breath analyzer and data analysis approach constitute a promising combination for the detection of gastric cancer-specific breath. The cluster taxonomy-based sensor reaction curve representation improved the results, and could be used in other similar applications.

Keyphrases

data analysis
machine learning
loop mediated isothermal amplification
real time pcr
label free
deep learning
quantum dots
electron transfer