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Xuan Y, Bateman NW, Gallien S, Goetze S, Zhou Y, Navarro P, Hu M, Parikh N, Hood BL, Conrads KA, Loosse C, Kitata RB, Piersma SR, Chiasserini D, Zhu H, Hou G, Tahir M, Macklin A, Khoo A, Sun X, Crossett B, Sickmann A, Chen YJ, Jimenez CR, Zhou H, Liu S, Larsen MR, Kislinger T, Chen Z, Parker BL, Cordwell SJ, Wollscheid B, Conrads TP. Standardization and harmonization of distributed multi-center proteotype analysis supporting precision medicine studies. Nat Commun 2020; 11:5248. [PMID: 33067419 PMCID: PMC7568553 DOI: 10.1038/s41467-020-18904-9] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 09/16/2020] [Indexed: 02/02/2023] Open
Abstract
Cancer has no borders: Generation and analysis of molecular data across multiple centers worldwide is necessary to gain statistically significant clinical insights for the benefit of patients. Here we conceived and standardized a proteotype data generation and analysis workflow enabling distributed data generation and evaluated the quantitative data generated across laboratories of the international Cancer Moonshot consortium. Using harmonized mass spectrometry (MS) instrument platforms and standardized data acquisition procedures, we demonstrate robust, sensitive, and reproducible data generation across eleven international sites on seven consecutive days in a 24/7 operation mode. The data presented from the high-resolution MS1-based quantitative data-independent acquisition (HRMS1-DIA) workflow shows that coordinated proteotype data acquisition is feasible from clinical specimens using such standardized strategies. This work paves the way for the distributed multi-omic digitization of large clinical specimen cohorts across multiple sites as a prerequisite for turning molecular precision medicine into reality.
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Affiliation(s)
- Yue Xuan
- Thermo Fisher Scientific GmbH, Hanna-Kunath Str. 11, Bremen, 28199, Germany.
| | - Nicholas W Bateman
- Gynecologic Cancer Center of Excellence, Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, 20889, MD, USA
| | - Sebastien Gallien
- Thermo Fisher Scientific, Paris, France.,Thermo Fisher Scientific, Precision Medicine Science Center, Cambridge, MA, USA
| | - Sandra Goetze
- Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zurich, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Yue Zhou
- Thermo Fisher Scientific Co. Ltd, Shanghai, China
| | - Pedro Navarro
- Thermo Fisher Scientific GmbH, Hanna-Kunath Str. 11, Bremen, 28199, Germany
| | - Mo Hu
- Thermo Fisher Scientific Co. Ltd, Shanghai, China
| | - Niyati Parikh
- Gynecologic Cancer Center of Excellence, Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, 20889, MD, USA
| | - Brian L Hood
- Gynecologic Cancer Center of Excellence, Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, 20889, MD, USA
| | - Kelly A Conrads
- Gynecologic Cancer Center of Excellence, Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, 20889, MD, USA
| | - Christina Loosse
- Leibniz-Institut für Analytische Wissenschaften-ISAS-e.V., Bunsen-Kirchhoff-Straße 11, 44139, Dortmund, Germany
| | - Reta Birhanu Kitata
- Institute of Chemistry, Academia Sinica, 128 Academia Road, Section 2, Nankang, Taipei, 11529, Taiwan
| | - Sander R Piersma
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam UMC, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands
| | - Davide Chiasserini
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam UMC, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands.,Stoller Biomarker Discovery Centre, Institute of Cancer Sciences, Faculty of Medical and Human Sciences, University of Manchester, Manchester, M13 9PL, United Kingdom
| | - Hongwen Zhu
- Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai, 201203, China
| | - Guixue Hou
- BGI-SHENZHEN, Beishan Road, Yantian District, Shenzhen, 518083, Guangdong, China
| | - Muhammad Tahir
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, Odense M, DK-5230, Denmark
| | - Andrew Macklin
- Princess Margaret Cancer Centre, 101 College Street PMCRT 9-807, Toronto, ON, M5G 1L7, Canada
| | - Amanda Khoo
- Princess Margaret Cancer Centre, 101 College Street PMCRT 9-807, Toronto, ON, M5G 1L7, Canada
| | - Xiuxuan Sun
- National Translational Science Center for Molecular Medicine, Xi'an, 710032, China.,Department of Cell Biology, School of Basic Medicine, Air Force Medical University, Xi'an, 710032, China
| | - Ben Crossett
- Sydney Mass Spectrometry, The University of Sydney, NSW, 2006, Sydney, Australia
| | - Albert Sickmann
- Leibniz-Institut für Analytische Wissenschaften-ISAS-e.V., Bunsen-Kirchhoff-Straße 11, 44139, Dortmund, Germany.,Medizinische Fakultät, Medizinisches Proteom-Center (MPC), Ruhr-Universität Bochum, 44801, Bochum, Germany.,Department of Chemistry, College of Physical Sciences, University of Aberdeen, Aberdeen, AB243FX, Scotland, UK
| | - Yu-Ju Chen
- Institute of Chemistry, Academia Sinica, 128 Academia Road, Section 2, Nankang, Taipei, 11529, Taiwan
| | - Connie R Jimenez
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam UMC, De Boelelaan 1117, 1081 HV, Amsterdam, the Netherlands
| | - Hu Zhou
- Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai, 201203, China
| | - Siqi Liu
- BGI-SHENZHEN, Beishan Road, Yantian District, Shenzhen, 518083, Guangdong, China
| | - Martin R Larsen
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, Odense M, DK-5230, Denmark
| | - Thomas Kislinger
- Princess Margaret Cancer Centre, 101 College Street PMCRT 9-807, Toronto, ON, M5G 1L7, Canada
| | - Zhinan Chen
- National Translational Science Center for Molecular Medicine, Xi'an, 710032, China.,Department of Cell Biology, School of Basic Medicine, Air Force Medical University, Xi'an, 710032, China
| | - Benjamin L Parker
- School of Life and Environmental Science, The University of Sydney, NSW, 2006, Sydney, Australia
| | - Stuart J Cordwell
- School of Life and Environmental Science, The University of Sydney, NSW, 2006, Sydney, Australia
| | - Bernd Wollscheid
- Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zurich, Switzerland. .,Swiss Institute of Bioinformatics, Lausanne, Switzerland.
| | - Thomas P Conrads
- Women's Health Integrated Research Center, Women's Service Line, Inova Health System, 3289 Woodburn Bldg, Annandale, VA, 22003, USA.
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Martins F, Marafona AM, Pereira CD, Müller T, Loosse C, Kolbe K, da Cruz E Silva OAB, Rebelo S. Identification and characterization of the BRI2 interactome in the brain. Sci Rep 2018; 8:3548. [PMID: 29476059 PMCID: PMC5824958 DOI: 10.1038/s41598-018-21453-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Accepted: 01/05/2018] [Indexed: 01/16/2023] Open
Abstract
BRI family proteins are ubiquitous type II transmembrane proteins but BRI2 is highly expressed in some neuronal tissues. Possible BRI2 functions include neuronal maturation and differentiation. Protein complexes appear to be important in mediating its functions. Previously described BRI2 interactors include the Alzheimer's amyloid precursor protein and protein phosphatase 1, but clearly the identification of novel interactors provides an important tool to understand the role and function of BRI2. To this end three rat brain regions (cerebellum, hippocampus, and cerebral cortex) were processed by BRI2 immunoprecipitation; co-precipitating proteins were identified by Nano-HPLC-MS/MS. The pool of the brain regions resulted in 511 BRI2 interacting proteins (BRI2 brain interactome) of which 120 were brain specific and 49 involved in neuronal differentiation. Brain region-specific analyses were also carried out for cerebellum, hippocampus, and cerebral cortex. Several novel BRI2 interactors were identified among them DLG4/PSD-95, which is singularly important as it places BRI2 in the postsynaptic compartment. This interaction was validated as well as the interaction with GAP-43 and synaptophysin. In essence, the resulting BRI2 brain interactome, associates this protein with neurite outgrowth and neuronal differentiation, as well as synaptic signalling and plasticity. It follows that further studies should address BRI2 particularly given its relevance to neuropathological conditions.
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Affiliation(s)
- Filipa Martins
- Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine-iBiMED, University of Aveiro, Aveiro, Portugal
| | - Ana M Marafona
- Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine-iBiMED, University of Aveiro, Aveiro, Portugal
| | - Cátia D Pereira
- Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine-iBiMED, University of Aveiro, Aveiro, Portugal
| | - Thorsten Müller
- Leibniz-Institut für Analytische Wissenschaften -ISAS- e. V., Dortmund, Germany
- Cell Signaling, Department of Molecular Biochemistry, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstr. 150, 44780, Bochum, Germany
- Institute of Psychiatric Phenomics and Genomics, Clinical Center of the University of Munich, Nussbaumstr. 7, 80336, Munich, Germany
| | - Christina Loosse
- Leibniz-Institut für Analytische Wissenschaften -ISAS- e. V., Dortmund, Germany
| | - Katharina Kolbe
- Leibniz-Institut für Analytische Wissenschaften -ISAS- e. V., Dortmund, Germany
- Cell Signaling, Department of Molecular Biochemistry, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstr. 150, 44780, Bochum, Germany
- Institute of Psychiatric Phenomics and Genomics, Clinical Center of the University of Munich, Nussbaumstr. 7, 80336, Munich, Germany
| | - Odete A B da Cruz E Silva
- Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine-iBiMED, University of Aveiro, Aveiro, Portugal
| | - Sandra Rebelo
- Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine-iBiMED, University of Aveiro, Aveiro, Portugal.
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Müller T, Schrötter A, Loosse C, Helling S, Stephan C, Ahrens M, Uszkoreit J, Eisenacher M, Meyer HE, Marcus K. Sense and Nonsense of Pathway Analysis Software in Proteomics. J Proteome Res 2011; 10:5398-408. [DOI: 10.1021/pr200654k] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Affiliation(s)
- Thorsten Müller
- Functional Proteomics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Andreas Schrötter
- Functional Proteomics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Christina Loosse
- Functional Proteomics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Stefan Helling
- Functional Proteomics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Christian Stephan
- Bioanalytics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Maike Ahrens
- Bioanalytics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Julian Uszkoreit
- Bioanalytics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Martin Eisenacher
- Bioanalytics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Helmut E. Meyer
- Bioanalytics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
| | - Katrin Marcus
- Functional Proteomics, Medizinisches Proteom-Center, Ruhr-University Bochum, D-44780 Bochum, Germany
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