Tailoring Chemometric Models on Blood-Derived Cultures Secretome to Assess Personalized Cancer Risk Score.

PEDOT:PSS methylglyoxal adducts blood-derived cultures cancer risk-score chemometric model conductive polymer cultured circulating tumor cells liquid biopsy secretome super-hydrophobic surfaces

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
26 May 2020
Historique:
received: 31 03 2020
revised: 30 04 2020
accepted: 21 05 2020
entrez: 30 5 2020
pubmed: 30 5 2020
medline: 30 5 2020
Statut: epublish

Résumé

The molecular protonation profiles obtained by means of an organic electrochemical transistor, which is used for analysis of molecular products released by blood-derived cultures, contain a large amount of information The transistor is based on the conductive polymer PEDOT:PSS comprising super hydrophobic SU8 pillars positioned on the substrate to form a non-periodic square lattice to measure the state of protonation on secretomes derived from liquid biopsies. In the extracellular space of cultured cells, the number of glycation products increase, driven both by a glycolysis metabolism and by a compromised function of the glutathione redox system. Glycation products are a consequence of the interaction of the reactive aldehydes and side glycolytic products with other molecules. As a result, the amount of the glycation products reflects the anti-oxidative cellular reserves, counteracting the reactive aldehyde production of which both the secretome protonation profile and cancer risk are related. The protonation profiles can be profitably exploited through the use of mathematical techniques and multivariate statistics. This study provides a novel chemometric approach for molecular analysis of protonation and discusses the possibility of constructing a predictive cancer risk model based on the exploration of data collected by conventional analysis techniques and novel nanotechnological devices.

Identifiants

pubmed: 32466587
pii: cancers12061362
doi: 10.3390/cancers12061362
pmc: PMC7352557
pii:
doi:

Types de publication

Journal Article

Langues

eng

Références

J Transl Med. 2016 May 12;14(1):133
pubmed: 27176720
NPJ Precis Oncol. 2018 Nov 19;2:26
pubmed: 30480095
Health Aff (Millwood). 2016 Jan;35(1):44-53
pubmed: 26733700
Analyst. 2013 Nov 12;138(24):7331-40
pubmed: 24153318
Am J Prev Med. 2006 Jul;31(1):52-61
pubmed: 16777543
Invest Ophthalmol Vis Sci. 2003 Dec;44(12):5287-92
pubmed: 14638728
PLoS One. 2012;7(2):e32406
pubmed: 22393405
Biochim Biophys Acta. 1999 Jan 4;1426(1):1-16
pubmed: 9878674
BMC Med Res Methodol. 2006 Jul 27;6:36
pubmed: 16872536
Small. 2012 Sep 24;8(18):2886-94
pubmed: 22761002
J Histochem Cytochem. 2012 May;60(5):359-65
pubmed: 22388643
Sci Rep. 2014 Mar 06;4:4297
pubmed: 24599076
J Biol Regul Homeost Agents. 2014 Oct-Dec;28(4):717-31
pubmed: 25620181
Small. 2013 Jun 24;9(12):2152-61
pubmed: 23401360
Sci Rep. 2016 Jan 12;6:18992
pubmed: 26753611
Biosens Bioelectron. 2007 Feb 15;22(7):1501-7
pubmed: 16971110
BMC Neurol. 2016 Aug 08;16:127
pubmed: 27502239
Oxid Med Cell Longev. 2020 Mar 18;2020:3818196
pubmed: 32256950
Int J Mol Sci. 2018 Mar 27;19(4):
pubmed: 29584702
Biochemistry. 2011 Mar 29;50(12):2321-9
pubmed: 21355561
Sci Rep. 2016 Apr 19;6:24821
pubmed: 27089853
Small. 2014 Nov 12;10(21):4324-31
pubmed: 25044603

Auteurs

Maria Laura Coluccio (ML)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Francesco Gentile (F)

Department of Electrical Engineering and Information Technology, University Federico II, 80125 Naples, Italy.

Ivan Presta (I)

Department of Health Science, University Magna Graecia, 88100 Catanzaro, Italy.

Giuseppe Donato (G)

Department of Health Science, University Magna Graecia, 88100 Catanzaro, Italy.

Nicola Coppedè (N)

Institute of Materials for Electronics and Magnetism, IMEM CNR Parco Area delle Scienze, 43124 Parma, Italy.

Immanuel Valprapuram (I)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Chiara Mignogna (C)

Department of Health Science, University Magna Graecia, 88100 Catanzaro, Italy.

Annamaria Lavecchia (A)

Hospital Pugliese Ciaccio,88100 Catanzaro, Italy.

Federica Figuccia (F)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Virginia M Garo (VM)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Enzo Di Fabrizio (ED)

Department of Applied Science and Technology, Polytechnic University of Turin, 10129 Turin, Italy.

Patrizio Candeloro (P)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Giuseppe Viglietto (G)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Natalia Malara (N)

Department of Experimental and Clinical Medicine, University Magna Graecia, 88100 Catanzaro, Italy.

Classifications MeSH