Evidence map›Paper›PMID 41465241›Full record

ArticleInternational journal of molecular sciences2025

Untargeted Metabolomic Study for Urinary Characterization of Adult Patients with Phenylketonuria.

Arnau Gonzalez-Rodriguez, Blanca Barrau-Martinez, Adriana Pané, Rosa Maria López Galera, Ester Tobias, Cristina Montserrat-Carbonell, Mariona Guitart-Mampel, Olga Jáuregui, Regina Roca-Vives, Judit Garcia-Villoria and 8 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

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

18 authors.

Arnau Gonzalez-RodriguezFood and Lifestyle ExposOMics Research Group (FLExOMics-UB), Departament de Nutrició, Ciències de l'Alimentació i Gastronomia, Facultat de Farmàcia i Ciències de l'Alimentació, Campus de l'Alimentació de Torribera, Universitat de Barcelona (UB), 08921 Santa Coloma de Gramenet, Spain.ORCID 0009-0004-5057-5416
Blanca Barrau-MartinezFood and Lifestyle ExposOMics Research Group (FLExOMics-UB), Departament de Nutrició, Ciències de l'Alimentació i Gastronomia, Facultat de Farmàcia i Ciències de l'Alimentació, Campus de l'Alimentació de Torribera, Universitat de Barcelona (UB), 08921 Santa Coloma de Gramenet, Spain.ORCID 0000-0002-5700-5262
Adriana PanéEndocrinology and Nutrition Department, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0000-0002-7810-1827
Rosa Maria López GaleraAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.
Ester TobiasAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.
Cristina Montserrat-CarbonellEndocrinology and Nutrition Department, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0009-0009-3917-0334
Mariona Guitart-MampelAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.
Olga JáureguiCentres Científics i Tecnològics de la Universitat de Barcelona (CCiTUB), 08028 Barcelona, Spain.ORCID 0000-0002-5834-3829
Regina Roca-VivesCentres Científics i Tecnològics de la Universitat de Barcelona (CCiTUB), 08028 Barcelona, Spain.
Judit Garcia-VilloriaAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0000-0003-2132-4138
Jose Cesar MilisendaAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.
Ana Matas-GarciaAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0000-0002-9184-8079
Maria de Talló Forga VisaEndocrinology and Nutrition Department, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.
Pedro Juan Moreno LozanoAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0000-0002-5501-5272
Gloria GarrabouAdult Inborn Errors of Metabolism Unit, Hospital Clínic of Barcelona, 08036 Barcelona, Spain.ORCID 0000-0001-8973-9933
Mireia Urpi-SardaFood and Lifestyle ExposOMics Research Group (FLExOMics-UB), Departament de Nutrició, Ciències de l'Alimentació i Gastronomia, Facultat de Farmàcia i Ciències de l'Alimentació, Campus de l'Alimentació de Torribera, Universitat de Barcelona (UB), 08921 Santa Coloma de Gramenet, Spain.ORCID 0000-0002-4064-5175
Rafael LlorachFood and Lifestyle ExposOMics Research Group (FLExOMics-UB), Departament de Nutrició, Ciències de l'Alimentació i Gastronomia, Facultat de Farmàcia i Ciències de l'Alimentació, Campus de l'Alimentació de Torribera, Universitat de Barcelona (UB), 08921 Santa Coloma de Gramenet, Spain.
Consortium PKU.cat

Funding

Fundació La Marató de TV3 202014-32
6 · The paper itself

Abstract

Phenylketonuria (PKU) is a rare inherited metabolic disorder caused by phenylalanine hydroxylase deficiency, leading to phenylalanine (Phe) accumulation and neurological dysfunction if untreated. While metabolomics holds promise for biomarker discovery in PKU, few studies have examined urinary metabolites using untargeted approaches. This study applied untargeted metabolomics using HPLC-QTOF-MS to analyze urine from 36 adult patients with PKU and 34 healthy controls. Biomarker Analysis was performed with MetaboAnalyst 6.0. A total of 73 significant metabolites (FDR < 0.05; VIP > 1) were identified, with 29 upregulated and 44 downregulated in PKU. A 23% of these metabolites were related to Phe metabolism, while 77% were associated with alterations across more than 10 metabolic pathways, including leucine and tryptophan metabolism, acylcarnitines, vitamins, and diet- or microbiota-derived compounds, among others. Specifically, upregulated metabolites with an AUC > 0.9 included several Phe-derived compounds, the nucleoside 8-hydroxy-7-methylguanine, and indole compounds (1H-indole-3-carboxaldehyde). Conversely, downregulated metabolites with an AUC > 0.9 included N-acetyl(iso)leucine and a heptenoylcarnitine isomer. The Random Forest-based model demonstrated enhanced predictive performance when integrating 10 metabolites, supporting their potential utility as biomarkers for PKU. These findings improve the biological understanding of metabolic disturbances beyond Phe, and may support the development of new therapeutic and dietary strategies.

Indexed as

MetabolomeMetabolomicsPhenylketonuriasAdultBiomarkersCase-Control StudiesChromatography, High Pressure LiquidFemaleHumansMaleMiddle AgedPhenylalanineYoung AdultBiomarkersPhenylalaninemass spectrometrymetabolic profilemetabolite characterizationnon-targeted metabolomicsphenylketonuriaurine

Identifiers

PMID41465241
PMCPMC12732599

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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.