Evidence map›Paper›PMID 41984270›Full record

ArticleFish physiology and biochemistry2026

Evaluation of sample preparation methods for NMR-based metabolomics of Atlantic salmon (Salmo salar) ovarian fluid.

Fabio Casu, Amanda L Bayless, Brian C Peterson, Heather J Hamlin, Ashley S P Boggs, Tracey B Schock

Abstract read
In one paragraph

Article in Fish physiology and biochemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Fabio CasuChemical Sciences Division, National Institute of Standards and Technology (NIST), Hollings Marine Laboratory, Charleston, SC, 29412, USA. fabio.n.casu@nist.gov.ORCID http://orcid.org/0000-0003-2378-375X
Amanda L BaylessChemical Sciences Division, National Institute of Standards and Technology (NIST), Hollings Marine Laboratory, Charleston, SC, 29412, USA.ORCID http://orcid.org/0000-0002-9073-5582
Brian C PetersonUSDA Agriculture Research Service, National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME, 04634, USA.ORCID http://orcid.org/0000-0001-7583-8383
Heather J HamlinAquaculture Research Institute, University of Maine, 17 Godfrey Dr., Orono, ME, 04473, USA.ORCID http://orcid.org/0000-0002-9042-5509
Ashley S P BoggsChemical Sciences Division, National Institute of Standards and Technology (NIST), Hollings Marine Laboratory, Charleston, SC, 29412, USA.ORCID http://orcid.org/0000-0001-9765-7559
Tracey B SchockChemical Sciences Division, National Institute of Standards and Technology (NIST), Hollings Marine Laboratory, Charleston, SC, 29412, USA.ORCID http://orcid.org/0000-0002-1808-7816

Funding

U.S. Department of Agriculture 2021-68012-35922 and 2022-67016-37226
6 · The paper itself

Abstract

Average embryo survival in farmed Atlantic salmon (Salmo salar) has declined sharply from about 80% to below 50% in North America over the past two decades. The underlying causes remain unclear, and no effective solutions currently exist for this problem, posing a major challenge to the production of a leading aquaculture species in the USA. Traditional selective breeding programs typically assign "breeding values" to broodstock fish based on growth-related traits; however, incorporating reproductive success traits (e.g., embryo hatch rates, metabolic biomarkers) into breeding value calculations may improve the efficiency of broodstock selection and help identify individuals more likely to produce viable offspring. Ovarian fluid (OF), collected non-lethally during egg harvesting, offers a valuable biological matrix for metabolomics-based biomarker discovery for fish reproduction. This study tested seven sample preparation methods for nuclear magnetic resonance (NMR) metabolomics analysis of OF: (a) filtration; (b) protein precipitation; (c) lyophilization; (d) dilution; (e) lyophilization-filtration; (f) dilution-filtration; (g) filtration-concentration. The objectives were to confirm that OF contains measurable metabolites, and to establish a repeatable and practical OF sample preparation method for NMR metabolomic analysis. Among the methods tested, filtration-concentration produced the most consistent quality spectra with lower variability, higher signal-to-noise ratio, and ease of execution compared with alternative methods tested. In addition, this study demonstrates that blood contamination that may accidentally occur during ovarian fluid collection can significantly alter OF metabolite profiles, potentially affecting downstream analyses and data interpretation. These findings provide a foundation for standardized NMR metabolomics in salmon broodstock reproductive research.

Indexed as

Body FluidsMetabolomicsOvarySalmo salarAnimalsFemaleMagnetic Resonance SpectroscopyAquacultureAtlantic salmonMethod developmentNMR metabolomicsOvarian fluidSalmo salar

Identifiers

PMID41984270
PMCPMC13083381

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.