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Wiedmer T, Teoh ST, Christodoulaki E, Wolf G, Tian C, Sedlyarov V, Jarret A, Leippe P, Frommelt F, Ingles-Prieto A, Lindinger S, Barbosa BMG, Onstein S, Klimek C, Garcia J, Serrano I, Reil D, Santacruz D, Piotrowski M, Noell S, Bueschl C, Li H, Chi G, Mereiter S, Oliveira T, Penninger JM, Sauer DB, Steppan CM, Viollet C, Klavins K, Hannich JT, Goldmann U, Superti-Furga G. Metabolic mapping of the human solute carrier superfamily. Mol Syst Biol 2025:10.1038/s44320-025-00106-4. [PMID: 40355754 DOI: 10.1038/s44320-025-00106-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 03/28/2025] [Accepted: 03/31/2025] [Indexed: 05/15/2025] Open
Abstract
Solute carrier (SLC) transporters govern most of the chemical exchange across cellular membranes and are integral to metabolic regulation, which in turn is linked to cellular function and identity. Despite their key role, individual functions of the SLC superfamily members were not evaluated systematically. We determined the metabolic and transcriptional profiles upon SLC overexpression in knock-out or wild-type isogenic cell backgrounds for 378 SLCs and 441 SLCs, respectively. Targeted metabolomics provided a fingerprint of 189 intracellular metabolites, while transcriptomics offered insights into cellular programs modulated by SLC expression. Beyond the metabolic profiles of 102 SLCs directly related to their known substrates, we identified putative substrates or metabolic pathway connections for 71 SLCs without previously annotated bona fide substrates, including SLC45A4 as a new polyamine transporter. By comparing the molecular profiles, we identified functionally related SLC groups, including some with distinct impacts on osmolyte balancing and glycosylation. The assessment of functionally related human genes presented here may serve as a blueprint for other systematic studies and supports future investigations into the functional roles of SLCs.
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Affiliation(s)
- Tabea Wiedmer
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Shao Thing Teoh
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Eirini Christodoulaki
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Gernot Wolf
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Chengzhe Tian
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Vitaly Sedlyarov
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Abigail Jarret
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Philipp Leippe
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Fabian Frommelt
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Alvaro Ingles-Prieto
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Sabrina Lindinger
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Barbara M G Barbosa
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Svenja Onstein
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Christoph Klimek
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Julio Garcia
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Iciar Serrano
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Daniela Reil
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Diana Santacruz
- Boehringer Ingelheim Pharma GmbH & Co. KG, 88400, Biberach, Germany
| | - Mary Piotrowski
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Stephen Noell
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Christoph Bueschl
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Huanyu Li
- Centre for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Gamma Chi
- Centre for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Stefan Mereiter
- Department of Laboratory Medicine, Medical University of Vienna, 1090, Vienna, Austria
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), 1030, Vienna, Austria
| | - Tiago Oliveira
- Department of Laboratory Medicine, Medical University of Vienna, 1090, Vienna, Austria
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), 1030, Vienna, Austria
| | - Josef M Penninger
- Department of Laboratory Medicine, Medical University of Vienna, 1090, Vienna, Austria
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), 1030, Vienna, Austria
- Helmholtz Centre for Infection Research, 38124, Braunschweig, Germany
- Department of Medical Genetics, Life Sciences Institute, University of British Columbia, V6T 1Z3, Vancouver, Canada
| | - David B Sauer
- Centre for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Claire M Steppan
- Pfizer Worldwide Research and Development, Groton, CT, 06340, USA
| | - Coralie Viollet
- Boehringer Ingelheim Pharma GmbH & Co. KG, 88400, Biberach, Germany
| | - Kristaps Klavins
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - J Thomas Hannich
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Ulrich Goldmann
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Giulio Superti-Furga
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria.
- Center for Physiology and Pharmacology, Medical University of Vienna, 1090, Vienna, Austria.
- Fondazione Ri.MED, Palermo, Italy.
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2
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Goldmann U, Wiedmer T, Garofoli A, Sedlyarov V, Bichler M, Haladik B, Wolf G, Christodoulaki E, Ingles-Prieto A, Ferrada E, Frommelt F, Teoh ST, Leippe P, Onea G, Pfeifer M, Kohlbrenner M, Chang L, Selzer P, Reinhardt J, Digles D, Ecker GF, Osthushenrich T, MacNamara A, Malarstig A, Hepworth D, Superti-Furga G. Data- and knowledge-derived functional landscape of human solute carriers. Mol Syst Biol 2025:10.1038/s44320-025-00108-2. [PMID: 40355757 DOI: 10.1038/s44320-025-00108-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 03/28/2025] [Accepted: 04/11/2025] [Indexed: 05/15/2025] Open
Abstract
The human solute carrier (SLC) superfamily of ~460 membrane transporters remains the largest understudied protein family despite its therapeutic potential. To advance SLC research, we developed a comprehensive knowledgebase that integrates systematic multi-omics data sets with selected curated information from public sources. We annotated SLC substrates through literature curation, compiled SLC disease associations using data mining techniques, and determined the subcellular localization of SLCs by combining annotations from public databases with an immunofluorescence imaging approach. This SLC-centric knowledge is made accessible to the scientific community via a web portal featuring interactive dashboards and visualization tools. Utilizing this systematically collected and curated resource, we computationally derived an integrated functional landscape for the entire human SLC superfamily. We identified clusters with distinct properties and established functional distances between transporters. Based on all available data sets and their integration, we assigned biochemical/biological functions to each SLC, making this study one of the largest systematic annotations of human gene function and a potential blueprint for future research endeavors.
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Affiliation(s)
- Ulrich Goldmann
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Tabea Wiedmer
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Andrea Garofoli
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Vitaly Sedlyarov
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Manuel Bichler
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Ben Haladik
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
- St. Anna Children's Cancer Research Institute, Vienna, Austria
| | - Gernot Wolf
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Eirini Christodoulaki
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Alvaro Ingles-Prieto
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Evandro Ferrada
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Fabian Frommelt
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Shao Thing Teoh
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Philipp Leippe
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Gabriel Onea
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
- Department of Pediatrics and Adolescent Medicine, Medical University of Vienna, Vienna, Austria
| | | | | | | | | | | | - Daniela Digles
- University of Vienna, Department of Pharmaceutical Sciences, Vienna, Austria
| | - Gerhard F Ecker
- University of Vienna, Department of Pharmaceutical Sciences, Vienna, Austria
| | | | | | | | | | - Giulio Superti-Furga
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
- Center for Physiology and Pharmacology, Medical University of Vienna, Vienna, Austria.
- Fondazione Ri.MED, Palermo, Italy.
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3
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Wolf G, Leippe P, Onstein S, Goldmann U, Frommelt F, Teoh ST, Girardi E, Wiedmer T, Superti-Furga G. The genetic interaction map of the human solute carrier superfamily. Mol Syst Biol 2025:10.1038/s44320-025-00105-5. [PMID: 40355755 DOI: 10.1038/s44320-025-00105-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 03/28/2025] [Accepted: 03/31/2025] [Indexed: 05/15/2025] Open
Abstract
Solute carriers (SLCs), the largest superfamily of transporter proteins in humans with about 450 members, control the movement of molecules across membranes. A typical human cell expresses over 200 different SLCs, yet their collective influence on cell phenotypes is not well understood due to overlapping substrate specificities and expression patterns. To address this, we performed systematic pairwise gene double knockouts using CRISPR-Cas12a and -Cas9 in human colon carcinoma cells. A total of 1,088,605 guide combinations were used to interrogate 35,421 SLC-SLC and SLC-enzyme double knockout combinations across multiple growth conditions, uncovering 1236 genetic interactions with a growth phenotype. Further exploration of an interaction between the mitochondrial citrate/malate exchanger SLC25A1 and the zinc transporter SLC39A1 revealed an unexpected role for SLC39A1 in metabolic reprogramming and anti-apoptotic signaling. This full-scale genetic interaction map of human SLC transporters is the backbone for understanding the intricate functional network of SLCs in cellular systems and generates hypotheses for pharmacological target exploitation in cancer and other diseases. The results are available at https://re-solute.eu/resources/dashboards/genomics/ .
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Affiliation(s)
- Gernot Wolf
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Philipp Leippe
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Svenja Onstein
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Ulrich Goldmann
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Fabian Frommelt
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Shao Thing Teoh
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Enrico Girardi
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
- Solgate GmbH, IST Park Building, 3400, Klosterneuburg, Austria
| | - Tabea Wiedmer
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria
| | - Giulio Superti-Furga
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090, Vienna, Austria.
- Center for Physiology and Pharmacology, Medical University of Vienna, 1090, Vienna, Austria.
- Fondazione Ri.MED, Palermo, Italy.
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