The influence of metformin treatment on the circulating proteomeResearch in context

Summary: Background: Metformin is one of the most used drugs worldwide. Given the increasing use of proteomics in trials, bioresources, and clinics, it is crucial to understand the influence of metformin on the levels of the circulating proteome. Methods: We analysed a combined longitudinal proteom...

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Main Authors: Ben Connolly, Laura McCreight, Roderick C. Slieker, Khaled F. Bedair, Louise Donnelly, Juliette A. de Klerk, Joline W.J. Beulens, Petra J.M. Elders, Göran Bergström, Mun-Gwan Hong, Robert W. Koivula, Paul W. Franks, Jochen M. Schwenk, Anders Gummesson, Ewan R. Pearson, Leen M. ‘t Hart, Moustafa Abdalla, Jonathan Adam, Jerzy Adamski, Kofi Adragni, Rosa Lundbye L. Allesøe, Kristine H. Allin, Anna A. Artati, Manimozhiyan Arumugam, Naeimeh Atabaki Pasdar, Tania Baltauss, Karina Banasik, Anna Barnett, Patrick Baum, Jimmy D. Bell, Susanna Bianzano, Roberto Bizzotto, Amelie Bonnefond, Caroline Anna A. Brorsson, Andrew A. Brown, Søren Brunak, Louise Cabrelli, Robert Caiazzo, Henna Cederberg, Elizaveta Chabanova, Marc Clos-Garcia, Matilda Dale, David Davtian, Adem Y. Dawed, Federico De Masi, Nathalie de Preville, Koen F. Dekkers, Harshal A. Deshmukh, Christiane Dings, Avirup Dutta, Beate Ehrhardt, Line Engelbrechtsen, Rebeca Eriksen, Yong Fan, Juan Fernandez, Jorge Ferrer, Hugo Fitipaldi, Ian M. Forgie, Annemette Forman, Francesca Frau, Philippe Froguel, Gary Frost, Johann Gassenhuber, Giuseppe (Nick) N. Giordano, Toni Giorgino, Stephen Gough, Harald Grallert, Rolf Grempler, Lenka Groeneveld, Leif Groop, Valborg Gudmundsdóttir, Ramneek Gupta, Mark Haid, Torben Hansen, Tue H. Hansen, Andrew T. Hattersley, Ragna Haussler, Alison J. Heggie, Anita M. Hennige, Anita V. Hill, Reinhard W. Holl, Michelle Hudson, Bernd Jablonka, Ulrik Plesner Jacobsen, Christopher Jennison, Joachim Johansen, Angus G. Jones, Tugce Karaderi, Jane Kaye, Gwen Kennedy, Maria Klintenberg, Tarja Kokkola, Anitra D. Koopman, Azra Kurbasic, Teemu Kuulasmaa, Markku Laakso, Thorsten Lehr, Heather Loftus, Agnete Troen T. Lundgaard, Liwei Lyu, Anubha Mahajan, Andrea Mari, Gianluca Mazzoni, Mark I. McCarthy, Timothy J. McDonald, Donna McEvoy, Nicky McRobert, Ian McVittie, Miranda Mourby, Petra Musholt, Pascal Mutie, Rachel Nice, Claudia Nicolay, Giel Nijpels, Birgitte Nilsson, Colin N. Palmer, Francois Pattou, Imre Pavo, Helle K. Pedersen, Oluf Pedersen, Mandy H. Perry, Hugo Pomares-Millan, Cornelia P. Prehn, Anna Ramisch, Simon Rasmussen, Violeta Raverdi, Martin Ridderstråle, Neil Robertson, Marianne Rodriquez, Hartmut Ruetten, Femke Rutters, Peter Sackett, Nina Scherer, Nisha Shah, Sapna Sharma, Iryna Sihinevich, Nadja B. Sondertoft, Hans-Henrik Staerfeldt, Birgit Steckel-Hamann, Harriet Teare, Cecilia Engel E. Thomas, Elizabeth Louise L. Thomas, Melissa K. Thomas, Henrik S. Thomsen, Barbara Thorand, Claire E. Thorne, Joachim Tillner, Konstantinos D. Tsirigos, Andrea Tura, Mathias Uhlen, Sabine van Oort, Jagadish Vangipurapu, Helene Verkindt, Henrik Vestergaard, Ana Viñuela, Josef K. Vogt, Peter W. Wad Sackett, Mark Walker, Agata Wesolowska-Andersen, Brandon Whitcher, Margaret W. White, Alexander Efanov, Giuseppe N. Giordano, Gerard A. Bouland, Frédéric Burdet, Iulian Dragan, Andreas Festa, Michael K. Hansen, Dmitry Kuznetsov, Florence Mehl, Diana Marek, Kevin Duffin, Samreen K. Syed, Janice L. Shaw, Over Cabrera, Timothy J. Pullen, Bernard Thorens, Mark Ibberson, Guy A. Rutter
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Language:English
Published: Elsevier 2025-08-01
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Online Access:http://www.sciencedirect.com/science/article/pii/S2352396425003032
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author Ben Connolly
Laura McCreight
Roderick C. Slieker
Khaled F. Bedair
Louise Donnelly
Juliette A. de Klerk
Joline W.J. Beulens
Petra J.M. Elders
Göran Bergström
Mun-Gwan Hong
Robert W. Koivula
Paul W. Franks
Jochen M. Schwenk
Anders Gummesson
Ewan R. Pearson
Leen M. ‘t Hart
Moustafa Abdalla
Jonathan Adam
Jerzy Adamski
Kofi Adragni
Rosa Lundbye L. Allesøe
Kristine H. Allin
Anna A. Artati
Manimozhiyan Arumugam
Naeimeh Atabaki Pasdar
Tania Baltauss
Karina Banasik
Anna Barnett
Patrick Baum
Jimmy D. Bell
Susanna Bianzano
Roberto Bizzotto
Amelie Bonnefond
Caroline Anna A. Brorsson
Andrew A. Brown
Søren Brunak
Louise Cabrelli
Robert Caiazzo
Henna Cederberg
Elizaveta Chabanova
Marc Clos-Garcia
Matilda Dale
David Davtian
Adem Y. Dawed
Federico De Masi
Nathalie de Preville
Koen F. Dekkers
Harshal A. Deshmukh
Christiane Dings
Avirup Dutta
Beate Ehrhardt
Line Engelbrechtsen
Rebeca Eriksen
Yong Fan
Juan Fernandez
Jorge Ferrer
Hugo Fitipaldi
Ian M. Forgie
Annemette Forman
Francesca Frau
Philippe Froguel
Gary Frost
Johann Gassenhuber
Giuseppe (Nick) N. Giordano
Toni Giorgino
Stephen Gough
Harald Grallert
Rolf Grempler
Lenka Groeneveld
Leif Groop
Valborg Gudmundsdóttir
Ramneek Gupta
Mark Haid
Torben Hansen
Tue H. Hansen
Andrew T. Hattersley
Ragna Haussler
Alison J. Heggie
Anita M. Hennige
Anita V. Hill
Reinhard W. Holl
Michelle Hudson
Bernd Jablonka
Ulrik Plesner Jacobsen
Christopher Jennison
Joachim Johansen
Angus G. Jones
Tugce Karaderi
Jane Kaye
Gwen Kennedy
Maria Klintenberg
Robert W. Koivula
Tarja Kokkola
Anitra D. Koopman
Azra Kurbasic
Teemu Kuulasmaa
Markku Laakso
Thorsten Lehr
Heather Loftus
Agnete Troen T. Lundgaard
Liwei Lyu
Anubha Mahajan
Andrea Mari
Gianluca Mazzoni
Mark I. McCarthy
Timothy J. McDonald
Donna McEvoy
Nicky McRobert
Ian McVittie
Miranda Mourby
Petra Musholt
Pascal Mutie
Rachel Nice
Claudia Nicolay
Giel Nijpels
Birgitte Nilsson
Colin N. Palmer
Francois Pattou
Imre Pavo
Helle K. Pedersen
Oluf Pedersen
Mandy H. Perry
Hugo Pomares-Millan
Cornelia P. Prehn
Anna Ramisch
Simon Rasmussen
Violeta Raverdi
Martin Ridderstråle
Neil Robertson
Marianne Rodriquez
Hartmut Ruetten
Femke Rutters
Peter Sackett
Nina Scherer
Nisha Shah
Sapna Sharma
Iryna Sihinevich
Nadja B. Sondertoft
Hans-Henrik Staerfeldt
Birgit Steckel-Hamann
Harriet Teare
Cecilia Engel E. Thomas
Elizabeth Louise L. Thomas
Melissa K. Thomas
Henrik S. Thomsen
Barbara Thorand
Claire E. Thorne
Joachim Tillner
Konstantinos D. Tsirigos
Andrea Tura
Mathias Uhlen
Sabine van Oort
Jagadish Vangipurapu
Helene Verkindt
Henrik Vestergaard
Ana Viñuela
Josef K. Vogt
Peter W. Wad Sackett
Mark Walker
Agata Wesolowska-Andersen
Brandon Whitcher
Margaret W. White
Alexander Efanov
Giuseppe N. Giordano
Gerard A. Bouland
Frédéric Burdet
Iulian Dragan
Andreas Festa
Michael K. Hansen
Dmitry Kuznetsov
Florence Mehl
Diana Marek
Imre Pavo
Kevin Duffin
Samreen K. Syed
Janice L. Shaw
Over Cabrera
Timothy J. Pullen
Bernard Thorens
Mark Ibberson
Guy A. Rutter
author_facet Ben Connolly
Laura McCreight
Roderick C. Slieker
Khaled F. Bedair
Louise Donnelly
Juliette A. de Klerk
Joline W.J. Beulens
Petra J.M. Elders
Göran Bergström
Mun-Gwan Hong
Robert W. Koivula
Paul W. Franks
Jochen M. Schwenk
Anders Gummesson
Ewan R. Pearson
Leen M. ‘t Hart
Moustafa Abdalla
Jonathan Adam
Jerzy Adamski
Kofi Adragni
Rosa Lundbye L. Allesøe
Kristine H. Allin
Anna A. Artati
Manimozhiyan Arumugam
Naeimeh Atabaki Pasdar
Tania Baltauss
Karina Banasik
Anna Barnett
Patrick Baum
Jimmy D. Bell
Susanna Bianzano
Roberto Bizzotto
Amelie Bonnefond
Caroline Anna A. Brorsson
Andrew A. Brown
Søren Brunak
Louise Cabrelli
Robert Caiazzo
Henna Cederberg
Elizaveta Chabanova
Marc Clos-Garcia
Matilda Dale
David Davtian
Adem Y. Dawed
Federico De Masi
Nathalie de Preville
Koen F. Dekkers
Harshal A. Deshmukh
Christiane Dings
Avirup Dutta
Beate Ehrhardt
Line Engelbrechtsen
Rebeca Eriksen
Yong Fan
Juan Fernandez
Jorge Ferrer
Hugo Fitipaldi
Ian M. Forgie
Annemette Forman
Francesca Frau
Philippe Froguel
Gary Frost
Johann Gassenhuber
Giuseppe (Nick) N. Giordano
Toni Giorgino
Stephen Gough
Harald Grallert
Rolf Grempler
Lenka Groeneveld
Leif Groop
Valborg Gudmundsdóttir
Ramneek Gupta
Mark Haid
Torben Hansen
Tue H. Hansen
Andrew T. Hattersley
Ragna Haussler
Alison J. Heggie
Anita M. Hennige
Anita V. Hill
Reinhard W. Holl
Michelle Hudson
Bernd Jablonka
Ulrik Plesner Jacobsen
Christopher Jennison
Joachim Johansen
Angus G. Jones
Tugce Karaderi
Jane Kaye
Gwen Kennedy
Maria Klintenberg
Robert W. Koivula
Tarja Kokkola
Anitra D. Koopman
Azra Kurbasic
Teemu Kuulasmaa
Markku Laakso
Thorsten Lehr
Heather Loftus
Agnete Troen T. Lundgaard
Liwei Lyu
Anubha Mahajan
Andrea Mari
Gianluca Mazzoni
Mark I. McCarthy
Timothy J. McDonald
Donna McEvoy
Nicky McRobert
Ian McVittie
Miranda Mourby
Petra Musholt
Pascal Mutie
Rachel Nice
Claudia Nicolay
Giel Nijpels
Birgitte Nilsson
Colin N. Palmer
Francois Pattou
Imre Pavo
Helle K. Pedersen
Oluf Pedersen
Mandy H. Perry
Hugo Pomares-Millan
Cornelia P. Prehn
Anna Ramisch
Simon Rasmussen
Violeta Raverdi
Martin Ridderstråle
Neil Robertson
Marianne Rodriquez
Hartmut Ruetten
Femke Rutters
Peter Sackett
Nina Scherer
Nisha Shah
Sapna Sharma
Iryna Sihinevich
Nadja B. Sondertoft
Hans-Henrik Staerfeldt
Birgit Steckel-Hamann
Harriet Teare
Cecilia Engel E. Thomas
Elizabeth Louise L. Thomas
Melissa K. Thomas
Henrik S. Thomsen
Barbara Thorand
Claire E. Thorne
Joachim Tillner
Konstantinos D. Tsirigos
Andrea Tura
Mathias Uhlen
Sabine van Oort
Jagadish Vangipurapu
Helene Verkindt
Henrik Vestergaard
Ana Viñuela
Josef K. Vogt
Peter W. Wad Sackett
Mark Walker
Agata Wesolowska-Andersen
Brandon Whitcher
Margaret W. White
Alexander Efanov
Giuseppe N. Giordano
Gerard A. Bouland
Frédéric Burdet
Iulian Dragan
Andreas Festa
Michael K. Hansen
Dmitry Kuznetsov
Florence Mehl
Diana Marek
Imre Pavo
Kevin Duffin
Samreen K. Syed
Janice L. Shaw
Over Cabrera
Timothy J. Pullen
Bernard Thorens
Mark Ibberson
Guy A. Rutter
author_sort Ben Connolly
collection DOAJ
description Summary: Background: Metformin is one of the most used drugs worldwide. Given the increasing use of proteomics in trials, bioresources, and clinics, it is crucial to understand the influence of metformin on the levels of the circulating proteome. Methods: We analysed a combined longitudinal proteomics dataset from the IMPOCT, RAMP and S3WP-T2D clinical trials in 98 participants before and after metformin exposure. This discovery analysis contained 372 proteins measured by proximity extension assays (Olink). We followed up experiment–wise statistically significant findings in two cross-sectional cohorts of people with type 2 diabetes comparing metformin treated and untreated individuals: IMI-DIRECT (784 participants, 372 proteins, Olink) and IMI-RHAPSODY (1175 participants, 1195 proteins, SomaLogic). Findings: Overall, 23 protein analytes were robustly associated with exposure to metformin in the discovery and replication. This includes 11 protein-metformin associations that replicated in both replication sets and platforms (REG4, GDF15, REG1A, t-PA, TFF3, CDH5, CNTN1, OMD, NOTCH3, THBS4 and CD93), with the remaining 12 protein-metformin associations replicated using the Olink platform (EPCAM, SPINK1, SAA-4, COMP, ITGB2, ADGRG2, FAM3C, MERTK, COL1A1, HAOX1, VCAN, TIMD4) but not measured on the SomaLogic platform. Gene-set enrichment analysis revealed that the metformin exposure was associated with intestinal associated proteins. Interpretation: These data highlight the need to account for exposure to metformin, and potentially other drugs, in proteomic studies and where protein biomarkers are used for clinical care. Funding: Innovative Medicines Initiative Joint Undertaking 2, under grant agreement no. 115881 (RHAPSODY) and the Innovative Medicines Initiative Joint Undertaking under grant agreement no. 115317 (DIRECT), resources of which are composed of financial contribution from the European Union's Seventh Framework Programme (FP7/2007-2013) and EFPIA companies in kind contribution as well as the Swiss State Secretariat for Education Research' and Innovation (SERI), under contract no. 16.0097 (RHAPSODY).
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spelling doaj-art-c5ab2db824d94938ae0c666a8ef1f5a62025-08-20T03:36:35ZengElsevierEBioMedicine2352-39642025-08-0111810585910.1016/j.ebiom.2025.105859The influence of metformin treatment on the circulating proteomeResearch in contextBen Connolly0Laura McCreight1Roderick C. Slieker2Khaled F. Bedair3Louise Donnelly4Juliette A. de Klerk5Joline W.J. Beulens6Petra J.M. Elders7Göran Bergström8Mun-Gwan Hong9Robert W. Koivula10Paul W. Franks11Jochen M. Schwenk12Anders Gummesson13Ewan R. Pearson14Leen M. ‘t Hart15Moustafa AbdallaJonathan AdamJerzy AdamskiKofi AdragniRosa Lundbye L. AllesøeKristine H. AllinAnna A. ArtatiManimozhiyan ArumugamNaeimeh Atabaki PasdarTania BaltaussKarina BanasikAnna BarnettPatrick BaumJimmy D. BellSusanna BianzanoRoberto BizzottoAmelie BonnefondCaroline Anna A. BrorssonAndrew A. BrownSøren BrunakLouise CabrelliRobert CaiazzoHenna CederbergElizaveta ChabanovaMarc Clos-GarciaMatilda DaleDavid DavtianAdem Y. DawedFederico De MasiNathalie de PrevilleKoen F. DekkersHarshal A. DeshmukhChristiane DingsAvirup DuttaBeate EhrhardtLine EngelbrechtsenRebeca EriksenYong FanJuan FernandezJorge FerrerHugo FitipaldiIan M. ForgieAnnemette FormanFrancesca FrauPhilippe FroguelGary FrostJohann GassenhuberGiuseppe (Nick) N. GiordanoToni GiorginoStephen GoughHarald GrallertRolf GremplerLenka GroeneveldLeif GroopValborg GudmundsdóttirRamneek GuptaMark HaidTorben HansenTue H. HansenAndrew T. HattersleyRagna HausslerAlison J. HeggieAnita M. HennigeAnita V. HillReinhard W. HollMichelle HudsonBernd JablonkaUlrik Plesner JacobsenChristopher JennisonJoachim JohansenAngus G. JonesTugce KaraderiJane KayeGwen KennedyMaria KlintenbergRobert W. KoivulaTarja KokkolaAnitra D. KoopmanAzra KurbasicTeemu KuulasmaaMarkku LaaksoThorsten LehrHeather LoftusAgnete Troen T. LundgaardLiwei LyuAnubha MahajanAndrea MariGianluca MazzoniMark I. McCarthyTimothy J. McDonaldDonna McEvoyNicky McRobertIan McVittieMiranda MourbyPetra MusholtPascal MutieRachel NiceClaudia NicolayGiel NijpelsBirgitte NilssonColin N. PalmerFrancois PattouImre PavoHelle K. PedersenOluf PedersenMandy H. PerryHugo Pomares-MillanCornelia P. PrehnAnna RamischSimon RasmussenVioleta RaverdiMartin RidderstråleNeil RobertsonMarianne RodriquezHartmut RuettenFemke RuttersPeter SackettNina SchererNisha ShahSapna SharmaIryna SihinevichNadja B. SondertoftHans-Henrik StaerfeldtBirgit Steckel-HamannHarriet TeareCecilia Engel E. ThomasElizabeth Louise L. ThomasMelissa K. ThomasHenrik S. ThomsenBarbara ThorandClaire E. ThorneJoachim TillnerKonstantinos D. TsirigosAndrea TuraMathias UhlenSabine van OortJagadish VangipurapuHelene VerkindtHenrik VestergaardAna ViñuelaJosef K. VogtPeter W. Wad SackettMark WalkerAgata Wesolowska-AndersenBrandon WhitcherMargaret W. WhiteAlexander EfanovGiuseppe N. GiordanoGerard A. BoulandFrédéric BurdetIulian DraganAndreas FestaMichael K. HansenDmitry KuznetsovFlorence MehlDiana MarekImre PavoKevin DuffinSamreen K. SyedJanice L. ShawOver CabreraTimothy J. PullenBernard ThorensMark IbbersonGuy A. RutterDivision of Population Health & Genomics, School of Medicine, University of Dundee, UKDivision of Population Health & Genomics, School of Medicine, University of Dundee, UKDepartment of Cell and Chemical Biology, Leiden University Medical Center, Leiden, the NetherlandsDivision of Population Health & Genomics, School of Medicine, University of Dundee, UKDivision of Population Health & Genomics, School of Medicine, University of Dundee, UKDepartment of Cell and Chemical Biology, Leiden University Medical Center, Leiden, the Netherlands; Department of Internal Medicine (Nephrology), Leiden University Medical Center, Leiden, the NetherlandsDepartment of Epidemiology and Data Sciences, Amsterdam University Medical Center, Location Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Cardiovascular Sciences Research Institutes, Amsterdam Public Health, Amsterdam, the NetherlandsHealth Behaviors & Chronic Diseases Research Program & Personalised Medicine Research Program Amsterdam Public Health, Amsterdam, the Netherlands; Department of General Practice Medicine, Amsterdam UMC, Location Vrije Universiteit, Amsterdam, the NetherlandsRegion Västra Götaland, Sahlgrenska University Hospital, Department of Clinical Physiology, Gothenburg, Sweden; Department of Molecular and Clinical Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, SwedenDepartment of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, SwedenOxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK; Genetic and Molecular Epidemiology Unit, Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Malmo, SwedenGenetic and Molecular Epidemiology Unit, Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Malmo, Sweden; Precision Health University Research Institute, Queen Mary University of London, London, UKDepartment of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, SwedenDepartment of Molecular and Clinical Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Region Västra Götaland, Sahlgrenska University Hospital, Department of Clinical Genetics and Genomics, Gothenburg, SwedenDivision of Population Health & Genomics, School of Medicine, University of Dundee, UK; Corresponding author. Division of Population Health & Genomics, School of Medicine, University of Dundee, DD1 9SY.Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, the Netherlands; Department of Epidemiology and Data Sciences, Amsterdam University Medical Center, Location Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Health Behaviors & Chronic Diseases Research Program & Personalised Medicine Research Program Amsterdam Public Health, Amsterdam, the Netherlands; Department of Biomedical Data Sciences, Section Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands; Corresponding author. Leiden University Medical Center, Department of Cell and Chemical Biology, Albinusdreef 2, 2333ZA, Leiden, the Netherlands.Summary: Background: Metformin is one of the most used drugs worldwide. Given the increasing use of proteomics in trials, bioresources, and clinics, it is crucial to understand the influence of metformin on the levels of the circulating proteome. Methods: We analysed a combined longitudinal proteomics dataset from the IMPOCT, RAMP and S3WP-T2D clinical trials in 98 participants before and after metformin exposure. This discovery analysis contained 372 proteins measured by proximity extension assays (Olink). We followed up experiment–wise statistically significant findings in two cross-sectional cohorts of people with type 2 diabetes comparing metformin treated and untreated individuals: IMI-DIRECT (784 participants, 372 proteins, Olink) and IMI-RHAPSODY (1175 participants, 1195 proteins, SomaLogic). Findings: Overall, 23 protein analytes were robustly associated with exposure to metformin in the discovery and replication. This includes 11 protein-metformin associations that replicated in both replication sets and platforms (REG4, GDF15, REG1A, t-PA, TFF3, CDH5, CNTN1, OMD, NOTCH3, THBS4 and CD93), with the remaining 12 protein-metformin associations replicated using the Olink platform (EPCAM, SPINK1, SAA-4, COMP, ITGB2, ADGRG2, FAM3C, MERTK, COL1A1, HAOX1, VCAN, TIMD4) but not measured on the SomaLogic platform. Gene-set enrichment analysis revealed that the metformin exposure was associated with intestinal associated proteins. Interpretation: These data highlight the need to account for exposure to metformin, and potentially other drugs, in proteomic studies and where protein biomarkers are used for clinical care. Funding: Innovative Medicines Initiative Joint Undertaking 2, under grant agreement no. 115881 (RHAPSODY) and the Innovative Medicines Initiative Joint Undertaking under grant agreement no. 115317 (DIRECT), resources of which are composed of financial contribution from the European Union's Seventh Framework Programme (FP7/2007-2013) and EFPIA companies in kind contribution as well as the Swiss State Secretariat for Education Research' and Innovation (SERI), under contract no. 16.0097 (RHAPSODY).http://www.sciencedirect.com/science/article/pii/S2352396425003032MetforminProteomicsType 2 diabetesBiomarker
spellingShingle Ben Connolly
Laura McCreight
Roderick C. Slieker
Khaled F. Bedair
Louise Donnelly
Juliette A. de Klerk
Joline W.J. Beulens
Petra J.M. Elders
Göran Bergström
Mun-Gwan Hong
Robert W. Koivula
Paul W. Franks
Jochen M. Schwenk
Anders Gummesson
Ewan R. Pearson
Leen M. ‘t Hart
Moustafa Abdalla
Jonathan Adam
Jerzy Adamski
Kofi Adragni
Rosa Lundbye L. Allesøe
Kristine H. Allin
Anna A. Artati
Manimozhiyan Arumugam
Naeimeh Atabaki Pasdar
Tania Baltauss
Karina Banasik
Anna Barnett
Patrick Baum
Jimmy D. Bell
Susanna Bianzano
Roberto Bizzotto
Amelie Bonnefond
Caroline Anna A. Brorsson
Andrew A. Brown
Søren Brunak
Louise Cabrelli
Robert Caiazzo
Henna Cederberg
Elizaveta Chabanova
Marc Clos-Garcia
Matilda Dale
David Davtian
Adem Y. Dawed
Federico De Masi
Nathalie de Preville
Koen F. Dekkers
Harshal A. Deshmukh
Christiane Dings
Avirup Dutta
Beate Ehrhardt
Line Engelbrechtsen
Rebeca Eriksen
Yong Fan
Juan Fernandez
Jorge Ferrer
Hugo Fitipaldi
Ian M. Forgie
Annemette Forman
Francesca Frau
Philippe Froguel
Gary Frost
Johann Gassenhuber
Giuseppe (Nick) N. Giordano
Toni Giorgino
Stephen Gough
Harald Grallert
Rolf Grempler
Lenka Groeneveld
Leif Groop
Valborg Gudmundsdóttir
Ramneek Gupta
Mark Haid
Torben Hansen
Tue H. Hansen
Andrew T. Hattersley
Ragna Haussler
Alison J. Heggie
Anita M. Hennige
Anita V. Hill
Reinhard W. Holl
Michelle Hudson
Bernd Jablonka
Ulrik Plesner Jacobsen
Christopher Jennison
Joachim Johansen
Angus G. Jones
Tugce Karaderi
Jane Kaye
Gwen Kennedy
Maria Klintenberg
Robert W. Koivula
Tarja Kokkola
Anitra D. Koopman
Azra Kurbasic
Teemu Kuulasmaa
Markku Laakso
Thorsten Lehr
Heather Loftus
Agnete Troen T. Lundgaard
Liwei Lyu
Anubha Mahajan
Andrea Mari
Gianluca Mazzoni
Mark I. McCarthy
Timothy J. McDonald
Donna McEvoy
Nicky McRobert
Ian McVittie
Miranda Mourby
Petra Musholt
Pascal Mutie
Rachel Nice
Claudia Nicolay
Giel Nijpels
Birgitte Nilsson
Colin N. Palmer
Francois Pattou
Imre Pavo
Helle K. Pedersen
Oluf Pedersen
Mandy H. Perry
Hugo Pomares-Millan
Cornelia P. Prehn
Anna Ramisch
Simon Rasmussen
Violeta Raverdi
Martin Ridderstråle
Neil Robertson
Marianne Rodriquez
Hartmut Ruetten
Femke Rutters
Peter Sackett
Nina Scherer
Nisha Shah
Sapna Sharma
Iryna Sihinevich
Nadja B. Sondertoft
Hans-Henrik Staerfeldt
Birgit Steckel-Hamann
Harriet Teare
Cecilia Engel E. Thomas
Elizabeth Louise L. Thomas
Melissa K. Thomas
Henrik S. Thomsen
Barbara Thorand
Claire E. Thorne
Joachim Tillner
Konstantinos D. Tsirigos
Andrea Tura
Mathias Uhlen
Sabine van Oort
Jagadish Vangipurapu
Helene Verkindt
Henrik Vestergaard
Ana Viñuela
Josef K. Vogt
Peter W. Wad Sackett
Mark Walker
Agata Wesolowska-Andersen
Brandon Whitcher
Margaret W. White
Alexander Efanov
Giuseppe N. Giordano
Gerard A. Bouland
Frédéric Burdet
Iulian Dragan
Andreas Festa
Michael K. Hansen
Dmitry Kuznetsov
Florence Mehl
Diana Marek
Imre Pavo
Kevin Duffin
Samreen K. Syed
Janice L. Shaw
Over Cabrera
Timothy J. Pullen
Bernard Thorens
Mark Ibberson
Guy A. Rutter
The influence of metformin treatment on the circulating proteomeResearch in context
EBioMedicine
Metformin
Proteomics
Type 2 diabetes
Biomarker
title The influence of metformin treatment on the circulating proteomeResearch in context
title_full The influence of metformin treatment on the circulating proteomeResearch in context
title_fullStr The influence of metformin treatment on the circulating proteomeResearch in context
title_full_unstemmed The influence of metformin treatment on the circulating proteomeResearch in context
title_short The influence of metformin treatment on the circulating proteomeResearch in context
title_sort influence of metformin treatment on the circulating proteomeresearch in context
topic Metformin
Proteomics
Type 2 diabetes
Biomarker
url http://www.sciencedirect.com/science/article/pii/S2352396425003032
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AT michaelkhansen influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
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AT florencemehl influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
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AT janicelshaw influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
AT overcabrera influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
AT timothyjpullen influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
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AT markibberson influenceofmetformintreatmentonthecirculatingproteomeresearchincontext
AT guyarutter influenceofmetformintreatmentonthecirculatingproteomeresearchincontext