Evidence map›Paper›PMID 41075780›Full record

ArticleCell metabolism2025

Machine-learning-guided discovery of SLC25A45 as a mediator of mitochondrial methylated amino acid import and carnitine synthesis.

Artem Khan, Frederick S Yen, Gokhan Unlu, Nicole L DelGaudio, Ranya Erdal, Michael Xiao, Khando Wangdu, Kevin Cho, Eric R Gamazon, Gary J Patti and 1 more

Abstract read
In one paragraph

Article in Cell metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Mitochondrial control of fuel switching via carnitine biosynthesis.bioRxiv : the preprint server for biology · 2025
    Article
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

11 authors.

Artem KhanLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Frederick S YenLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Gokhan UnluLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Nicole L DelGaudioLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Ranya ErdalLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Michael XiaoLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Khando WangduLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA.
Kevin ChoDepartment of Chemistry, Genetics, Medicine, and Center for Mass Spectrometry and Metabolic Tracing, Washington University, St. Louis, MO, USA.
Eric R GamazonVanderbilt Diabetes Center, Vanderbilt University Medical Center, Nashville, TN, USA; Vanderbilt Diabetes Research and Training Center, Vanderbilt University, Nashville, TN, USA.
Gary J PattiDepartment of Chemistry, Genetics, Medicine, and Center for Mass Spectrometry and Metabolic Tracing, Washington University, St. Louis, MO, USA.
Kıvanç BirsoyLaboratory of Metabolic Regulation and Genetics, The Rockefeller University, New York, NY, USA. Electronic address: kbirsoy@rockefeller.edu.

Funding

Washington University Nutrition Obesity Research CenterP30DK056341 · NIDDK · WASHINGTON UNIVERSITY · PI Dominic N Reeds · 1999 to 2026
$30.2M
Vanderbilt Diabetes Research CenterP30DK020593 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Roland W Stein · 2012 to 2026
$29.3M
Weill Cornell/Rockefeller/Sloan Kettering MST ProgramT32GM152349 · NIGMS · WEILL MEDICAL COLL OF CORNELL UNIV · PI KATHARINE C HSU · 2024 to 2026
$6.6M
Haplotype-aware models of gene and isoform expression with application to genetic studies of disease in diverse populationsR01GM140287 · NIGMS · SEATTLE CHILDREN'S HOSPITAL · PI GAMAZON, ERIC R, MOHAMMADI, PEJMAN · 2021 to 2024
$2.8M
The physiological and molecular function of choline transport in health and metabolic diseaseR01DK140337 · NIDDK · ROCKEFELLER UNIVERSITY · PI Kivanc Birsoy · 2024 to 2026
$2.2M
Advancing Multi-Omics and Electronic Health Records Computational MethodologiesR01HG011138 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI GAMAZON, ERIC R · 2020 to 2024
$1.6M
Deciphering the role of mitochondrial metabolism in liver cancerK99CA286722 · NCI · ROCKEFELLER UNIVERSITY · PI UNLU, GOKHAN · 2024 to 2025
$284k
Systematic discovery of metabolic transporter functionsF99DK144923 · NIDDK · ROCKEFELLER UNIVERSITY · PI Artem Khan · 2025 to 2026
$102k
NCI NIH HHS K99 CA286722NHGRI NIH HHS R01 HG011138NIDDK NIH HHS F99 DK144923NIDDK NIH HHS P30 DK020593NIDDK NIH HHS P30 DK056341NIDDK NIH HHS R01 DK140337NIGMS NIH HHS R01 GM140287NIGMS NIH HHS T32 GM152349
6 · The paper itself

Abstract

Solute carriers (SLCs) regulate cellular and organismal metabolism by transporting small molecules and ions across membranes, yet the physiological substrates of ∼20% remain elusive. To address this, we developed a machine-learning platform to predict gene-metabolite associations. This approach identifies UNC93A and SLC45A4 as candidate plasma membrane transporters for acetylglucosamine and polyamines, respectively. Additionally, we uncover SLC25A45 as a mitochondrial transporter linked to serum levels of methylated basic amino acids, products of protein catabolism. Mechanistically, SLC25A45 is necessary for the mitochondrial import of methylated basic amino acids, including ADMA and TML, the latter serving as a precursor for carnitine synthesis. In line with this observation, SLC25A45 loss impairs carnitine synthesis and blunts upregulation of carnitine-containing metabolites under fasted conditions. By facilitating mitochondrial TML import, SLC25A45 connects protein catabolism to carnitine production, sustaining β-oxidation during fasting. Altogether, our study identifies putative substrates for three SLCs and provides a resource for transporter deorphanization.

Indexed as

Amino AcidsCarnitineMachine LearningMembrane Transport ProteinsMitochondriaAnimalsHEK293 CellsHumansMaleMethylationMiceAmino AcidsCarnitineMembrane Transport Proteinsacetylglucosaminecarnitine synthesisfastingmetabolomic GWASmitochondrial metabolismpolyaminesSLC25A45SLC45A4solute carrier transportersUNC93A

Identifiers

PMID41075780
PMCPMC12768559

What OpenQuestion holds

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Registered trials

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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.