Scientific Reports · 2020 · 20 citations · 43 references
With the advent of personalized medicine, there is a movement to develop "smaller" and "smarter" microdevices that are able to distinguish similar cancer subtypes. Tumor cells display major differences when compared to their natural counterparts, due to alterations in fundamental cellular processes such as glycosylation. Glycans are involved in tumor cell biology and they have been considered to be suitable cancer biomarkers. Thus, more selective cancer screening assays can be developed through the detection of specific altered glycans on the surface of circulating cancer cells. Currently, this is only possible through time-consuming assays. In this work, we propose the "intelligent" Lab on Fiber (iLoF) device, that has a high-resolution, and which is a fast and portable method for tumor single-cell type identification and isolation. We apply an Artificial Intelligence approach to the back-scattered signal arising from a trapped cell by a micro-lensed optical fiber. As a proof of concept, we show that iLoF is able to discriminate two human cancer cell models sharing the same genetic background but displaying a different surface glycosylation profile with an accuracy above 90% and a speed rate of 2.3 seconds. We envision the incorporation of the iLoF in an easy-to-operate microchip for cancer identification, which would allow further biological characterization of the captured circulating live cells.
43
An analysis of variance test for normality (complete samples)
Samuel S. Shapiro, M. B. Wilk · Biometrika · 1965 · 18.7K citations
Acceleration and Trapping of Particles by Radiation Pressure
A. Ashkin · Physical Review Letters · 1970 · 4.9K citations · Full text
Multiple significance tests: the Bonferroni method
Martin Bland, Doug Altman · BMJ · 1995 · 3.8K citations · Full text
Keir C. Neuman, Steven M. Block · Review of Scientific Instruments · 2004 · 2.1K citations · Full text
Increased methylation variation in epigenetic domains across cancer types
Kasper D. Hansen, Winston Timp, Héctor Corrada Bravo et al. · Nature Genetics · 2011 · 1.1K citations · Full text