TY - JOUR
T1 - 1H Nuclear Magnetic Resonance (NMR) Metabolomics in Rodent Plasma
T2 - A Reproducible Framework for Preclinical Biomarker Discovery
AU - Nawi, Mohd Naeem Mohd
AU - Radzi, Ranina
AU - Ali, Azizan
AU - Lem, Siti Zubaidah Che
AU - Zulkapli, Azlina
AU - Lokman, Ezarul Faradianna
AU - Fazliana, Mansor
AU - Narayanan, Sreelakshmi Sankara
AU - Chinna, Karuthan
AU - Noh, Mohd Fairulnizal Md
AU - Mat Daud, Zulfitri Azuan
AU - Karupaiah, Tilakavati
N1 - Publisher Copyright:
© 2025 by the authors.
PY - 2025/8
Y1 - 2025/8
N2 - This protocol paper outlines a robust and reproducible framework for a 1H nuclear magnetic resonance (NMR) metabolomics analysis of rodent plasma, designed to facilitate preclinical biomarker discovery. The protocol details optimised steps for plasma collection in a preclinical rodent model, sample preparation, and NMR data acquisition using presaturation Carr–Purcell–Meiboom–Gill (PRESAT-CPMG) pulse sequences, ensuring high-quality spectral data and effective suppression of macromolecule signals. Comprehensive spectral processing and metabolite assignment are described, with guidance on multivariate and univariate statistical analyses to identify metabolic changes and potential biomarkers. The framework emphasises methodological rigour and reproducibility, enabling accurate quantification and interpretation of metabolites relevant to disease mechanisms or therapeutic interventions. By providing a standardised approach, this protocol supports longitudinal and translational studies, bridging findings from rodent models to clinical applications and advancing the reliability of metabolomics-based biomarker discovery in preclinical research.
AB - This protocol paper outlines a robust and reproducible framework for a 1H nuclear magnetic resonance (NMR) metabolomics analysis of rodent plasma, designed to facilitate preclinical biomarker discovery. The protocol details optimised steps for plasma collection in a preclinical rodent model, sample preparation, and NMR data acquisition using presaturation Carr–Purcell–Meiboom–Gill (PRESAT-CPMG) pulse sequences, ensuring high-quality spectral data and effective suppression of macromolecule signals. Comprehensive spectral processing and metabolite assignment are described, with guidance on multivariate and univariate statistical analyses to identify metabolic changes and potential biomarkers. The framework emphasises methodological rigour and reproducibility, enabling accurate quantification and interpretation of metabolites relevant to disease mechanisms or therapeutic interventions. By providing a standardised approach, this protocol supports longitudinal and translational studies, bridging findings from rodent models to clinical applications and advancing the reliability of metabolomics-based biomarker discovery in preclinical research.
KW - metabolomics
KW - NMR
KW - plasma
KW - rodents
KW - workflow
UR - https://www.scopus.com/pages/publications/105014351730
U2 - 10.3390/mps8040092
DO - 10.3390/mps8040092
M3 - Article
C2 - 40863742
AN - SCOPUS:105014351730
SN - 2409-9279
VL - 8
JO - Methods and Protocols
JF - Methods and Protocols
IS - 4
M1 - 92
ER -