Chromatographic fingerprinting by comprehensive two-dimensional chromatography: Fundamentals and tools

F Stilo, C Bicchi, AM Jimenez-Carvelo… - TrAC Trends in …, 2021 - Elsevier
This contribution reviews state-of-the approaches for chromatographic fingerprinting of 2D
peak patterns. Concepts of sample's fingerprint and profile, as established in metabolomics …

Boosting comprehensive two-dimensional chromatography with artificial intelligence: Application to food-omics

A Caratti, S Squara, C Bicchi, E Liberto… - TrAC Trends in …, 2024 - Elsevier
The unceasing evolution of analytical instrumentation determines an exponential increase of
data production, which in turn boosts new cutting-edge analytical challenges, requiring a …

[PDF][PDF] Multidimensional gas chromatography: advances in instrumentation, chemometrics, and applications

SE Prebihalo, KL Berrier, CE Freye, HD Bahaghighat… - Anal. Chem, 2018 - academia.edu
(GC) methods is an indispensable tool in the analytical chemist's tool box. A myriad of fields
of study rely upon the application of GC methods to address an ever growing demand to …

Benchmarking machine learning methods for comprehensive chemical fingerprinting and pattern recognition

SE Reichenbach, CA Zini, KP Nicolli, JE Welke… - … of Chromatography A, 2019 - Elsevier
Abstract Machine learning (ML) has been used previously to recognize particular patterns of
constituent compounds. Here, ML is used with comprehensive chemical fingerprints that …

Automating and extending comprehensive two-dimensional gas chromatography data processing by interfacing open-source and commercial software

MJ Wilde, B Zhao, RL Cordell, W Ibrahim… - Analytical …, 2020 - ACS Publications
Comprehensive two-dimensional gas chromatography (GC× GC) is a powerful analytical
tool for both nontargeted and targeted analyses. However, there is a need for more …

Characterization of odorant patterns by comprehensive two-dimensional gas chromatography: A challenge in omic studies

C Cordero, J Kiefl, SE Reichenbach, C Bicchi - TrAC Trends in Analytical …, 2019 - Elsevier
Sensomics, like other “omics” fields, cuts across chemistry and biology and so requires
holistic strategies capable of comprehensively map** the set of all potential ligands (eg …

[HTML][HTML] Augmented visualization by computer vision and chromatographic fingerprinting on comprehensive two-dimensional gas chromatographic patterns …

A Caratti, S Squara, C Bicchi, Q Tao… - … of Chromatography A, 2023 - Elsevier
Computer Vision is an approach of Artificial Intelligence (AI) that conceptually enables
“computers and systems to derive useful information from digital images” giving access to …

Untargeted and targeted fingerprinting of extra virgin olive oil volatiles by comprehensive two-dimensional gas chromatography with mass spectrometry: challenges in …

F Stilo, E Liberto, SE Reichenbach, Q Tao… - Journal of agricultural …, 2019 - ACS Publications
Comprehensive two-dimensional gas chromatography coupled with mass spectrometric
detection (GC× GC–MS) offers an information-rich basis for effective chemical fingerprinting …

Adding extra-dimensions to hazelnuts primary metabolome fingerprinting by comprehensive two-dimensional gas chromatography combined with time-of-flight mass …

MC Rosso, M Mazzucotelli, C Bicchi, M Charron… - … of Chromatography A, 2020 - Elsevier
The information potential of comprehensive two-dimensional gas chromatography combined
with time of flight mass spectrometry (GC× GC-TOFMS) featuring tandem hard (70 eV) and …

Highly informative fingerprinting of extra-virgin olive oil volatiles: the role of high concentration-capacity sampling in combination with comprehensive two-dimensional …

F Stilo, C Cordero, B Sgorbini, C Bicchi, E Liberto - Separations, 2019 - mdpi.com
The study explores the complex volatile fraction of extra-virgin olive oil by combining high
concentration-capacity headspace approaches with comprehensive two-dimensional gas …