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Review

Bridging the Gap: A Scoping Review of Pre-Analytical Variability in Biofluid Metabolomics

1
Centre for Science, Technology and Medicine, Keele University, Keele ST5 5BG, UK
2
Oswestry Keele Orthopaedic Research Group (OsKOR), Robert Jones and Agnes Hunt Orthopaedic Hospital Foundation Trust, Oswestry SY10 7AG, UK
3
Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7BE, UK
*
Author to whom correspondence should be addressed.
Appl. Biosci. 2026, 5(1), 10; https://doi.org/10.3390/applbiosci5010010
Submission received: 1 December 2025 / Revised: 19 January 2026 / Accepted: 2 February 2026 / Published: 4 February 2026
(This article belongs to the Special Issue Feature Reviews for Applied Biosciences)

Abstract

Metabolic profiling enables comprehensive characterisation of the small molecules that are part of the biochemical composition of biological fluids. The most widely profiled biofluids include serum and plasma. Additionally synovial fluid provides a direct reflection of the metabolomic environment of joints and holds promise for biomarker discovery in arthropathies. However, the reproducibility of metabolomics data is highly sensitive to pre-analytical variation, and at the present time, standardised protocols for synovial fluid remain underdeveloped. This review aims to identify and evaluate the existing literature on effects of biofluid pre-analytical handling treatments on metabolic profiles. This review was conducted and reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) guidelines. A search was carried out to identify studies employing LC-MS, GC-MS, and NMR spectroscopy for the investigation of factors including sample collection variables, pre-centrifugation conditions, centrifugation parameters, post-centrifugations conditions, sample storage conditions, and freeze/thaw cycling. Best practice recommendations emerging from this review include the use of additive free serum and heparin plasma tubes, the centrifugation of samples within two hours of collection, immediate storage of samples at −80 °C, and avoidance of repeated freeze/thaw cycling. However, while pre-analytical influences have been extensively characterised for plasma and serum, evidence for synovial fluid remains limited. Overall, the findings highlight the existing recommendations for plasma and serum and demonstrate the need for standardised pre-analytical protocols and validation of quality control markers to advance synovial fluid metabolomics.
Keywords: metabolome; metabolomics; sample handling; freeze–thawing; centrifugation; storage; processing conditions; plasma; serum; synovial fluid metabolome; metabolomics; sample handling; freeze–thawing; centrifugation; storage; processing conditions; plasma; serum; synovial fluid

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MDPI and ACS Style

Ladha, Y.; Sanaka, S.; Burke, A.; Goodacre, R.; Wright, K.T.; Perry, J.; Hulme, C.H. Bridging the Gap: A Scoping Review of Pre-Analytical Variability in Biofluid Metabolomics. Appl. Biosci. 2026, 5, 10. https://doi.org/10.3390/applbiosci5010010

AMA Style

Ladha Y, Sanaka S, Burke A, Goodacre R, Wright KT, Perry J, Hulme CH. Bridging the Gap: A Scoping Review of Pre-Analytical Variability in Biofluid Metabolomics. Applied Biosciences. 2026; 5(1):10. https://doi.org/10.3390/applbiosci5010010

Chicago/Turabian Style

Ladha, Yumna, Sushmita Sanaka, Adam Burke, Royston Goodacre, Karina T. Wright, Jade Perry, and Charlotte H. Hulme. 2026. "Bridging the Gap: A Scoping Review of Pre-Analytical Variability in Biofluid Metabolomics" Applied Biosciences 5, no. 1: 10. https://doi.org/10.3390/applbiosci5010010

APA Style

Ladha, Y., Sanaka, S., Burke, A., Goodacre, R., Wright, K. T., Perry, J., & Hulme, C. H. (2026). Bridging the Gap: A Scoping Review of Pre-Analytical Variability in Biofluid Metabolomics. Applied Biosciences, 5(1), 10. https://doi.org/10.3390/applbiosci5010010

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