Harmonized 1 H NMR Workflow Enables Quantitative Betaine Determination from Nontargeted Metabolite Profiling Using Internal and External Standards
Year: 2026
Type: article
Abstract: High Resolution Image Download MS PowerPoint Slide Nontargeted metabolite profiling prioritizes robust comparisons of the analytical outcomes rather than absolute concentration measurement. In this work, it is shown that a harmonized 1D 1 H NMR workflow, originally adopted for nontargeted NMR analysis, can also support reliable quantitative determination of betaine when spectra acquired under profiling-oriented conditions, nonideal for quantification, are anchored to gravimetrically traceable standards and corrected by a suitable factor accounting for bias in absolute concentration estimates. This study presents the results of an interlaboratory comparison designed to investigate the main factors affecting the accuracy and reproducibility of nontargeted 1 H NMR data when different spectrometers and operators are involved. The case study focused on the determination of betaine in aqueous extracts of durum wheat (cvs. Marco Aurelio and Iride ) and the corresponding pasta products. A common set of samples was analyzed using a harmonized acquisition protocol across 50 spectrometers operating at magnetic field strengths ranging from 80 to 700 MHz. Two data-processing strategies were compared: operator-dependent processing (multiple operators using different software packages) and centralized processing (single operator) performed with five different software platforms. Quantification was carried out by both an internal standard method, using 3-(trimethylsilyl)-2,2,3,3-tetradeutero-propionic acid, sodium salt (TSP- d 4 ) as a reference, and an external standard method, employing TSP- d 4, dimethyl sulfone (DMSO 2 ), and betaine as references. The results demonstrated that the largest source of variability lies in operator-dependent data-processing choices rather than instrumental characteristics. TSP- d 4 systematically overestimated the betaine concentration and introduced additional variability. By contrast, DMSO 2 and betaine provided accurate and highly precise quantification with Horwitz ratios consistently below unity, indicating reproducibility superior to generic interlaboratory expectations. Internal standard method also achieved reproducibility within the accepted 0.5–2.0 HorRat range. Overall, this work shows that spectra acquired for nontargeted metabolite profiling can support quantitative determination of betaine, and potentially of other selected metabolites, provided that the same acquisition and processing protocol is maintained and that appropriate gravimetrically traceable calibration is applied.
Source: Analytical Chemistry
Authors: Biagia Musio, Maria Trisolini, Rosa Ragone, Stefano Todisco, Antonino Rizzuti, Piero Mastrorilli, Mario Latronico, Nicola Intini, Annamaria Greco, Marica Antonicelli, Cristina Airoldi, Luca Antoniacomi, Luca Goldoni, Mihaela Balan-Porcăraşu, Francesca Benevelli, Davide Bertelli, Aurimas Bieliauskas, Luana Bontempo, Asma Bourafai-Aziez, Diego Brancaccio, Emanuela Callone, Angeles Canales Mayordomo, Enrico Caneva, Greta Petrella, Roberto Consonni, Iain J. Day, Catherine Deborde, Calin Deleanu, Giacomo Di Matteo, Cătălin Duduianu, John Edwards, Luca Fusaro, Sylvie Gehanne, Nicola Genna, Dessislava Gerginova, Roberto Gobetto, Gonzalo Hernandez, Nunzia Iaccarino, Pasquale Illiano, István Timári, Thomas Kuballa, Dirk W. Lachenmeier, Yavor Mitrev, Roland Molinie, Adele Mucci, Claudia Napoli, Alina Nicolescu, Valentina Petrelli, Luca Piemontese, Chiara Portesi, Antonio Randazzo, Teresa Recca, Algirdas Šačkus, Mirjam Schmidt, Svetlana Simova, Anatoly Petrovich Sobolev, Pavel Solovyev, Mattia Spano, Jan Teipel, Marina Veronesi, Vito Gallo
Institutions: Polytechnic University of Bari, Agenzia Regionale per la Prevenzione e la Protezione dell'Ambiente Puglia, University of Milano-Bicocca, University of Milan, Italian Institute of Technology, Institutul de Chimie Macromoleculară Petru Poni, University of Modena and Reggio Emilia, Kaunas University of Technology, Fondazione Edmund Mach, University of Naples Federico II, University of Trento, Universidad Complutense de Madrid, University of Rome Tor Vergata, National Research Council, Istituto di Scienze e Tecnologie Chimiche "Giulio Natta", JEOL (United Kingdom), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement, MetaboHUB, Romanian Academy, Sapienza University of Rome, Universitatea Națională de Știință și Tehnologie Politehnica București, Process NMR Associates, University of Namur, Aptuit (Italy), Bulgarian Academy of Sciences, University of Turin, Universidad de la República de Uruguay, University of Debrecen, Chemisches und Veterinäruntersuchungsamt Karlsruhe, Biologie des Plantes et Innovation, UMR Transfrontalière BioEcoAgro, Université de Picardie Jules Verne, University of Bari Aldo Moro, Istituto Nazionale di Ricerca Metrologica, University of Pavia, Lower Saxony State Office for Consumer Protection and Food Safety, Institute for Biological Systems
Language: English
Subfield: Molecular Biology
Domain: Life Sciences
Open Access status: hybrid
Estimated APC paid: $4,500
OpenAlex ID: W7162750258
