Literature DB >> 32466587

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

Maria Laura Coluccio1, Francesco Gentile2, Ivan Presta3, Giuseppe Donato3, Nicola Coppedè4, Immanuel Valprapuram1, Chiara Mignogna3, Annamaria Lavecchia5, Federica Figuccia1, Virginia M Garo1, Enzo Di Fabrizio6, Patrizio Candeloro1, Giuseppe Viglietto1, Natalia Malara1.   

Abstract

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.

Entities:  

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

Year:  2020        PMID: 32466587     DOI: 10.3390/cancers12061362

Source DB:  PubMed          Journal:  Cancers (Basel)        ISSN: 2072-6694            Impact factor:   6.639


  2 in total

Review 1.  Methylglyoxal and Its Adducts: Induction, Repair, and Association with Disease.

Authors:  Seigmund Wai Tsuen Lai; Edwin De Jesus Lopez Gonzalez; Tala Zoukari; Priscilla Ki; Sarah C Shuck
Journal:  Chem Res Toxicol       Date:  2022-10-05       Impact factor: 3.973

2.  Microenvironment Molecular Profile Combining Glycation Adducts and Cytokines Patterns on Secretome of Short-term Blood-derived Cultures during Tumour Progression.

Authors:  Maria Laura Coluccio; Ivan Presta; Marta Greco; Rita Gervasi; Domenico La Torre; Maria Renne; Carlo Pietro Voci; Lorenzo Lunelli; Giuseppe Donato; Natalia Malara
Journal:  Int J Mol Sci       Date:  2020-07-01       Impact factor: 5.923

  2 in total

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