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Goldstein SI, Fan AC, Wang Z, Naineni SK, Lengqvist J, Chernobrovkin A, Garcia-Gutierrez SB, Cencic R, Patel K, Huang S, Brown LE, Emili A, Porco JA. Proteomic Discovery of RNA-Protein Molecular Clamps Using a Thermal Shift Assay with ATP and RNA (TSAR). bioRxiv 2024:2024.04.19.590252. [PMID: 38659867 PMCID: PMC11042367 DOI: 10.1101/2024.04.19.590252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
Uncompetitive inhibition is an effective strategy for suppressing dysregulated enzymes and their substrates, but discovery of suitable ligands depends on often-unavailable structural knowledge and serendipity. Hence, despite surging interest in mass spectrometry-based target identification, proteomic studies of substrate-dependent target engagement remain sparse. Herein, we describe the Thermal Shift Assay with ATP and RNA (TSAR) as a template for proteome-wide discovery of substrate-dependent ligand binding. Using proteomic thermal shift assays, we show that simple biochemical additives can facilitate detection of target engagement in native cell lysates. We apply our approach to rocaglates, a family of molecules that specifically clamp RNA to eukaryotic translation initiation factor 4A (eIF4A), DEAD-box helicase 3X (DDX3X), and potentially other members of the DEAD-box (DDX) family of RNA helicases. To identify unexpected interactions, we optimized a target class-specific thermal denaturation window and evaluated ATP analog and RNA probe dependencies for key rocaglate-DDX interactions. We report novel DDX targets of the rocaglate clamping spectrum, confirm that DDX3X is a common target of several widely studied analogs, and provide structural insights into divergent DDX3X affinities between synthetic rocaglates. We independently validate novel targets of high-profile rocaglates, including the clinical candidate Zotatifin (eFT226), using limited proteolysis-mass spectrometry and fluorescence polarization experiments. Taken together, our study provides a model for screening uncompetitive inhibitors using a systematic chemical-proteomics approach to uncover actionable DDX targets, clearing a path towards characterization of novel molecular clamps and associated RNA helicase targets.
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Affiliation(s)
- Stanley I. Goldstein
- BU Target Discovery Laboratory (BU-TDL), Boston University, Boston, MA, USA
- Department of Chemistry, Boston University, Boston, MA, USA
- Department of Pharmacology, Physiology, and Biophysics, Boston University, Boston, MA, USA
| | - Alice C. Fan
- BU Target Discovery Laboratory (BU-TDL), Boston University, Boston, MA, USA
- Department of Chemistry, Boston University, Boston, MA, USA
| | - Zihao Wang
- Department of Chemistry, Boston University, Boston, MA, USA
| | - Sai K. Naineni
- Department of Biochemistry, McGill University, Montreal, QC, Canada
| | | | | | | | - Regina Cencic
- Department of Biochemistry, McGill University, Montreal, QC, Canada
| | - Kesha Patel
- Department of Biochemistry, McGill University, Montreal, QC, Canada
| | - Sidong Huang
- Department of Biochemistry, McGill University, Montreal, QC, Canada
| | | | - Andrew Emili
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
| | - John A. Porco
- BU Target Discovery Laboratory (BU-TDL), Boston University, Boston, MA, USA
- Department of Chemistry, Boston University, Boston, MA, USA
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Kechagioglou P, Dupont C, Yurugi H, Distler U, Tenzer S, Chernobrovkin A, Riegel K, Mooz J, Lambert M, Dötsch V, Cosenza S, Fruchtman SM, Rajalingam K. Abstract 5987: Differential targets engaged by narazaciclib in comparison to the approved CDK4/6 inhibitors contribute to enhanced inhibition of tumor cell growth. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-5987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
CDK4/6 inhibitors are clinically approved for the treatment of HR+, HER2- metastatic breast cancer by reinstating the G1/S checkpoint in tumor cells. Despite clinical benefit, safety concerns such as neutropenia and diarrhea, and disease progression, raises a critical need to identify novel therapeutic strategies. Narazaciclib (ON123300), novel CDK4/6i, designed to enhance efficacy and safety by its multi-targeted kinase inhibitor activity at low nM concentrations against CDK4/6, ARK5, CSF1R, and c-Kit. Narazaciclib is in Ph I trials; NCT04739293 and CXHL1900340; studying different administration regimens. Since several oncogenic signaling pathways are affected, we examined the efficacy of ON123300 in various breast cancer cell lines, and consolidate its mechanism of action by identifying the other targets engaged by ON123300. To identify direct and secondary targets engaged by narazaciclib and palbociclib, proteome wide Cellular Thermal Shift Assay (CETSA) was performed. To investigate narazaciclib’s effect on signaling pathways, Integrative Inferred Kinase Activity (INKA) was performed. Bioinformatics analysis explored the potential clinical effect of the identified targets. Molecular docking simulations investigated the potential interactions of narazaciclib to engage the new targets compared to other CDK4/6i. Both CETSA and INKA analysis revealed more potential targets engaged by narazaciclib compared to palbociclib in both MDA-MB-231 lysates and intact cells such as BUB1, CHEK1, AURKA, GSK3α and GSK3β. In TNBC patients with BUB1 overexpression bioinformatics analysis indicates a low survival correlation. Docking data showed a higher affinity of narazaciclib with BUB1 compared to palbociclib and abemaciclib. A stronger induction of apoptosis and senescence was detected in narazaciclib treated MMTV-PYMT cells, a murine mammary carcinoma model, compared to the other CDK4/6i, while narazaciclib enhanced CCL5 and CXCL10 mRNA levels. Reduction of PD-L1 protein levels and a promoting effect on the H2D1 and B2M mRNA levels was perceived in narazaciclib treated PYMT cells. Lastly, inhibition of autophagy, both at the early and late stages, may sensitize cancer cells to narazaciclib and induce irreversible cell proliferation inhibition, providing a novel therapeutic approach. Our data unveiled the differential targets engaged by narazaciclib in comparison to palbociblib. Narazaciclib treatment led to BUB1 protein degradation, overexpression of which is associated with poor prognosis in TNBC. Combination of narazaciclib with autophagy inhibitors sensitized several breast cancer cells to cell death. Narazaciclib treatment may promote antitumor immunity by influencing the expression of various immune modulators in the tumor cells which needs to be further validated in preclinical animal models; and ultimately in the clinic.
Citation Format: Petros Kechagioglou, Camille Dupont, Hajime Yurugi, Ute Distler, Stefan Tenzer, Alexey Chernobrovkin, Kristina Riegel, Juliane Mooz, Mahil Lambert, Volker Dötsch, Stephen Cosenza, Steven M. Fruchtman, Krishnaraj Rajalingam. Differential targets engaged by narazaciclib in comparison to the approved CDK4/6 inhibitors contribute to enhanced inhibition of tumor cell growth. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5987.
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Affiliation(s)
- Petros Kechagioglou
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Camille Dupont
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Hajime Yurugi
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Ute Distler
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Stefan Tenzer
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | | | - Kristina Riegel
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Juliane Mooz
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | | | | | | | | | - Krishnaraj Rajalingam
- 1University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
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Jalalvand F, Su YC, Manat G, Chernobrovkin A, Kadari M, Jonsson S, Janousková M, Rutishauser D, Semsey S, Løbner-Olesen A, Sandblad L, Flärdh K, Mengin-Lecreulx D, Zubarev RA, Riesbeck K. Protein domain-dependent vesiculation of Lipoprotein A, a protein that is important in cell wall synthesis and fitness of the human respiratory pathogen Haemophilus influenzae. Front Cell Infect Microbiol 2022; 12:984955. [PMID: 36275016 PMCID: PMC9585305 DOI: 10.3389/fcimb.2022.984955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 09/15/2022] [Indexed: 11/13/2022] Open
Abstract
The human pathogen Haemophilus influenzae causes respiratory tract infections and is commonly associated with prolonged carriage in patients with chronic obstructive pulmonary disease. Production of outer membrane vesicles (OMVs) is a ubiquitous phenomenon observed in Gram-negative bacteria including H. influenzae. OMVs play an important role in various interactions with the human host; from neutralization of antibodies and complement activation to spread of antimicrobial resistance. Upon vesiculation certain proteins are found in OMVs and some proteins are retained at the cell membrane. The mechanism for this phenomenon is not fully elucidated. We employed mass spectrometry to study vesiculation and the fate of proteins in the outer membrane. Functional groups of proteins were differentially distributed on the cell surface and in OMVs. Despite its supposedly periplasmic and outer membrane location, we found that the peptidoglycan synthase-activator Lipoprotein A (LpoA) was accumulated in OMVs relative to membrane fractions. A mutant devoid of LpoA lost its fitness as revealed by growth and electron microscopy. Furthermore, high-pressure liquid chromatography disclosed a lower concentration (55%) of peptidoglycan in the LpoA-deficient H. influenzae compared to the parent wild type bacterium. Using an LpoA-mNeonGreen fusion protein and fluorescence microscopy, we observed that LpoA was enriched in “foci” in the cell envelope, and further located in the septum during cell division. To define the fate of LpoA, C-terminally truncated LpoA-variants were constructed, and we found that the LpoA C-terminal domain promoted optimal transportation to the OMVs as revealed by flow cytometry. Taken together, our study highlights the importance of LpoA for H. influenzae peptidoglycan biogenesis and provides novel insights into cell wall integrity and OMV production.
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Affiliation(s)
- Farshid Jalalvand
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Yu-Ching Su
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Guillaume Manat
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Alexey Chernobrovkin
- Physiological Chemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institute, Stockholm, Sweden
| | - Mahendar Kadari
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Sandra Jonsson
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Martina Janousková
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
| | - Dorothea Rutishauser
- Physiological Chemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institute, Stockholm, Sweden
| | - Szabolcs Semsey
- Centre for Bacterial Stress Response and Persistence, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Anders Løbner-Olesen
- Centre for Bacterial Stress Response and Persistence, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | | | - Klas Flärdh
- Department of Biology, Lund University, Lund, Sweden
| | - Dominique Mengin-Lecreulx
- Institute for Integrative Biology of the Cell (I2BC), CEA, CNRS, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Roman A. Zubarev
- Physiological Chemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institute, Stockholm, Sweden
| | - Kristian Riesbeck
- Clinical Microbiology, Department of Translational Medicine, Faculty of Medicine, Lund University, Malmö, Sweden
- *Correspondence: Kristian Riesbeck,
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Torres A, Vivanco S, Lavín F, Pereda C, Chernobrovkin A, Gleisner A, Alcota M, Larrondo M, López MN, Salazar-Onfray F, Zubarev RA, González FE. Haptoglobin Induces a Specific Proteomic Profile and a Mature-Associated Phenotype on Primary Human Monocyte-Derived Dendritic Cells. Int J Mol Sci 2022; 23:ijms23136882. [PMID: 35805888 PMCID: PMC9266681 DOI: 10.3390/ijms23136882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 05/22/2022] [Revised: 06/12/2022] [Accepted: 06/14/2022] [Indexed: 11/16/2022] Open
Abstract
Damage-associated molecular patterns (DAMPs) play a critical role in dendritic cells (DCs) ability to trigger a specific and efficient adaptive immune response for different physiological and pathological scenarios. We have previously identified constitutive DAMPs (HMGB1 and Calreticulin) as well as new putative inducible DAMPs such as Haptoglobin (HP), from a therapeutically used heat shock-conditioned melanoma cell lysate (called TRIMEL). Remarkably, HP was shown to be the most abundant protein in the proteomic profile of heat shock-conditioned TRIMEL samples. However, its relative contribution to the observed DCs phenotype has not been fully elucidated. Human DCs were generated from monocytes isolated from PBMC of melanoma patients and healthy donors. DC lineage was induced with rhIL-4 and rhGM-CSF. After additional stimulation with HP, the proteome of these HP-stimulated cells was characterized. In addition, DCs were phenotypically characterized by flow cytometry for canonical maturation markers and cytokine production. Finally, in vitro transmigration capacity was assessed using Transwell plates. Our results showed that the stimulation with HP was associated with the presence of exclusive and higher relative abundance of specific immune-; energy production-; lipid biosynthesis-; and DAMPs-related proteins. Importantly, HP stimulation enhanced the expression of specific DC maturation markers and pro-inflammatory and Th1-associated cytokines, and an in vitro transmigration of primary human DCs. Taken together, these data suggest that HP can be considered as a new inducible DAMP with an important role in in vitro DC activation for cancer immunotherapy.
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Affiliation(s)
- Alfredo Torres
- Laboratory of Experimental Immunology & Cancer, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile; (A.T.); (S.V.); (F.L.)
- Department of Conservative Dentistry, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile;
| | - Sheilah Vivanco
- Laboratory of Experimental Immunology & Cancer, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile; (A.T.); (S.V.); (F.L.)
| | - Francisca Lavín
- Laboratory of Experimental Immunology & Cancer, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile; (A.T.); (S.V.); (F.L.)
| | - Cristián Pereda
- Disciplinary Program of Immunology, Institute of Biomedical Sciences, Faculty of Medicine, University of Chile, Santiago 8380453, Chile; (C.P.); (A.G.); (M.N.L.); (F.S.-O.)
| | - Alexey Chernobrovkin
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, SE17177 Stockholm, Sweden; (A.C.); (R.A.Z.)
| | - Alejandra Gleisner
- Disciplinary Program of Immunology, Institute of Biomedical Sciences, Faculty of Medicine, University of Chile, Santiago 8380453, Chile; (C.P.); (A.G.); (M.N.L.); (F.S.-O.)
| | - Marcela Alcota
- Department of Conservative Dentistry, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile;
| | - Milton Larrondo
- Blood Bank Service, University of Chile Clinical Hospital, Santiago 8380453, Chile;
| | - Mercedes N. López
- Disciplinary Program of Immunology, Institute of Biomedical Sciences, Faculty of Medicine, University of Chile, Santiago 8380453, Chile; (C.P.); (A.G.); (M.N.L.); (F.S.-O.)
- Millennium Institute on Immunology and Immunotherapy, Faculty of Medicine, University of Chile, Santiago 8380453, Chile
| | - Flavio Salazar-Onfray
- Disciplinary Program of Immunology, Institute of Biomedical Sciences, Faculty of Medicine, University of Chile, Santiago 8380453, Chile; (C.P.); (A.G.); (M.N.L.); (F.S.-O.)
- Millennium Institute on Immunology and Immunotherapy, Faculty of Medicine, University of Chile, Santiago 8380453, Chile
| | - Roman A. Zubarev
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, SE17177 Stockholm, Sweden; (A.C.); (R.A.Z.)
| | - Fermín E. González
- Laboratory of Experimental Immunology & Cancer, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile; (A.T.); (S.V.); (F.L.)
- Department of Conservative Dentistry, Faculty of Dentistry, University of Chile, Santiago 8380492, Chile;
- Millennium Institute on Immunology and Immunotherapy, Faculty of Medicine, University of Chile, Santiago 8380453, Chile
- Correspondence: ; Tel.: +56-2-29781714
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Hendricks A, Beaton N, Chernobrovkin A, Miele E, Hamza G, Ricchiuto P, Tomlinson R, Friman T, Borenstein C, Barlaam B, Hande S, De Savi C, Davies R, Main M, Hellner J, Beeler K, Feng Y, Bruderer R, Reiter L, Molina DM, Castaldi MP. Abstract 2924: Target identification, selectivity profiling and mechanistic insights of a Cdk9 inhibitor using complementary proteomics methods. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
In an effort to map the selectivity and understand the mode of action of a CDK9 inhibitor (compound 1), we employed several orthogonal proteomics methods. Our results show a clear selectivity against the CDK family of kinases, with the highest specific affinity towards CDK9. In addition, our multi-method approach allows us to also map the protein binding sites of the inhibitor, identify non-kinase (off-) targets as well as detect the cellular molecular responses to the added inhibitor. Here we describe the methods used, their strengths and weaknesses, how they can be used in the drug discovery pipeline and how they synergize to provide mechanistic insights of compounds of interest. We have used chemoproteomics, kinase affinity tools (kinobeads), Cellular Thermal Shift Assay (CETSA) and Limited Proteolysis (LiP). The results obtained clearly show that CDK9 is the primary target of Compound 1, with affinity curves highly correlated between the different target deconvolution techniques. The chemoproteomic approach rely on a compound derivate, able to bind to a sepharose bead. Subsequently, the binding competition assays are performed on lysed cell material. The choice of a mild lysis buffer allowed us to identify, not only CDK9, but also it’s molecular partners in the p-Tefb complex (Cyclin T1, Cyclin T2 and Aff4) with similar concentration response behavior. The results for the kinases identified in the study were strikingly similar when also profiling the compound without the chemical modification using the kinobeads assay. In the CETSA experiments, where both lysed cells and intact cells were profiled, the lysate experiment most closely resembles that of the previous pull-downs. Here, only direct binders of Compound 1 show a thermal shift, for example several of the pulled down kinases but not the p-Tefb complex partners that were co-competed previously. In the intact cell version of CETSA, not only the direct binders of the compound show stability shifts, but also downstream events and other secondary modulatory effects leave thermal traces in the cell. For example, Compound 1 also binds to GSK3A/B, causing their melting temperature to increase. Inhibition of GSK3 further affects the phosphorylation state and cellular location of FOXK1, which in turn is identified as a destabilized protein. Finally, Limited Proteolysis was used to identify target protein and using the LiP-Quant approach their LiP scores were assigned. Further, out of the identified CDK targets, mapping of peptide cleavage pattern was performed for the members of the CDK family for which structural data is published. The result identified the peptides to be directly adjacent to the ATP binding pocket of CDK9 or regions of high homology. The use of complementary techniques, based on unique biological and biochemical processes, allow robust and confident characterization of inhibitor compounds.
Citation Format: Adam Hendricks, Nigel Beaton, Alexey Chernobrovkin, Eric Miele, Ghaith Hamza, Piero Ricchiuto, Ronald Tomlinson, Tomas Friman, Cassandra Borenstein, Bernard Barlaam, Sudhir Hande, Chris De Savi, Rick Davies, Martin Main, Joakim Hellner, Kristina Beeler, Yuehan Feng, Roland Bruderer, Lukas Reiter, Daniel Martinez Molina, Maria Paola Castaldi. Target identification, selectivity profiling and mechanistic insights of a Cdk9 inhibitor using complementary proteomics methods [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2924.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Martin Main
- 6Medicine Discovery Catapult, Alderley Edge, United Kingdom
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Kechagioglou P, Dupont C, Yurugi H, Distler U, Tenzer S, Chernobrovkin A, Riegel K, Cosenza S, Fruchtman SM, Rajalingam K. Narazaciclib’s kinase inhibitory activity is differentiated from approved CDK4/6 inhibitors in preclinical models. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.16_suppl.e15096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e15096 Background: Despite clinical benefit of CDK4/6 inhibitors in HR+Her2-mBC, patients progress. Neutropenia and diarrhea are safety concerns. Narazaciclib (ON 123300) is a multi-targeted kinase inhibitor of CDK4/6, ARK5 (NUAK1), CSF1R, and c-Kit at low nM concentrations designed to enhance efficacy and safety. Narazaciclib is in Ph I trials; NCT04739293 and CXHL1900340; in different regimens. Treatment of tumor cell lines with narazaciclib induces G1; G2 arrest and apoptosis. Mouse models suggest narazaciclib causes less neutropenia than palbociclib (palbo). Since signaling pathways are affected, we explored the activity of narazaciclib in direct comparisons with abemaciclib (abe), palbo and ribociclib (ribo) using in vitro and cell based assays. Methods: Comparison of narazaciclib’s in vitro IC50 profile to abe, palbo and ribo was studied against a panel of 370 kinases (HotSpot). Kd values were determined by KINOMEscan. Intracellular IC50 kinase values were determined by NanoBret technology. Protein specific binding of narazaciclib and palbo was investigated by Cellular Thermal Shift Assay (CETSA). To investigate narazaciclib’s effect on signaling pathways, integrative Inferred Kinase Activity (INKA) analysis was performed. Results: Narazaciclib and abe were found to be the most promiscuous in vitro kinase inhibitors and ribo the most specific. Abe and narazaciclib had similar profiles against the CDK family members. Kd values of CDK4/cyclinD1 binding show similar trends; abe (0.08 nM), narazaciclib (0.18 nM), palbo (0.75 nM) and ribo (1.3 nM). Narazaciclib and abe displayed nM activity against CDK2/cyclinA. The IC50 values against GSK3β, whose inhibition putatively causes diarrhea, was 374 nM for narazaciclib and 13 nM for abe. Although narazaciclib displayed nM IC50 values in the in vitro assays against many CDKs, narazaciclib was very specific in cellular kinase assays with highest activity against CDK4/6, CSF1R and NUAK1. CETSA-MS revealed more potential targets engaged by narazaciclib compared to palbo in both lysates and intact cells such as CHEK1, AAK1, BMP2K, GSK3α and GSK3β, but did not identify binding to NUAK1 or CSF1R. INKA analysis demonstrated that narazaciclib induced unique deregulated phosphorylation compared to palbo, including BUB1 (highly expressed in TNBC), NUAK1, CAMK2D, CDK16 and ULK1. Inhibition of autophagy, both at early and late stages, may sensitize cancer cells to narazaciclib and induce irreversible cell proliferation inhibition, providing a novel therapeutic approach. Conclusions: These studies identify important differences generated from assay models studying kinase inhibition, binding and pathway engagement and will guide future studies with narazaciclib targeting specific kinase driven tumors with the potential for improved safety. These preclinical data await confirmation from current and future clinical trials.
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Affiliation(s)
| | - Camille Dupont
- Johannes Gutenberg University Medical Centre Mainz, Mainz, Germany
| | - Hajime Yurugi
- Johannes Gutenberg University Medical Centre Mainz, Mainz, Germany
| | - Ute Distler
- Institute of Immunology, University Medical Center Mainz, Mainz, Germany
| | - Stefan Tenzer
- Institute of Immunology, University Medical Center Mainz, Mainz, Germany
| | | | - Kristina Riegel
- Johannes Gutenberg University Medical Centre Mainz, Mainz, Germany
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Cimdins‐Ahne A, Chernobrovkin A, Kim S, Lee VT, Zubarev RA, Römling U. A mass spectrometry-based non-radioactive differential radial capillary action of ligand assay (DRaCALA) to assess ligand binding to proteins. J Mass Spectrom 2022; 57:e4822. [PMID: 35362254 PMCID: PMC9285882 DOI: 10.1002/jms.4822] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Accepted: 03/07/2022] [Indexed: 06/14/2023]
Abstract
Binding of ligands to macromolecules changes their physicochemical and enzymatic characteristics. Cyclic di-GMP is a second messenger involved in motility/sessility and acute/chronic infection life style transition. Although the GGDEF domain, predominantly a diguanylate cyclase, represents one of the most abundant bacterial domain superfamilies, the number of cyclic di-GMP receptors falls short. To facilitate screening for cyclic di-nucleotide binding proteins, we describe a non-radioactive, matrix-assisted laser desorption and ionization time-of-flight (MALDI-TOF)-based modification of the widely applied differential radial capillary action of ligand assay (DRaCALA). The results of this assay suggest that the diguanylate cyclase/phosphodiesterase variant YciRFec101 , but not selected catalytic mutants, bind cyclic di-GMP. HIGHLIGHTS: Cyclic di-nucleotides are ubiquitous second messengers in bacteria. However, few receptors have been identified. Previous screening of cell lysates by differential radial capillary action of ligand assay (DRaCALA) using radioactive ligand identified cyclic di-nucleotide binding proteins. A MALDI-TOF-based DRaCALA was developed to detect cyclic di-nucleotide binding as a non-radioactive alternative. Known cyclic di-GMP binding proteins were verified and potential cyclic di-GMP binding proteins were identified.
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Affiliation(s)
- Annika Cimdins‐Ahne
- Department of Microbiology, Tumor and Cell BiologyBiomedicum, Karolinska InstitutetSolnaSweden
| | - Alexey Chernobrovkin
- Department of Medical Biochemistry and BiophysicsBiomedicum, Karolinska InstitutetSolnaSweden
- Pelago Bioscience ABSolnaSweden
| | - Soo‐Kyoung Kim
- Department of Cell Biology and Molecular GeneticsUniversity of MarylandCollege ParkMarylandUSA
| | - Vincent T. Lee
- Department of Cell Biology and Molecular GeneticsUniversity of MarylandCollege ParkMarylandUSA
| | - Roman A. Zubarev
- Department of Medical Biochemistry and BiophysicsBiomedicum, Karolinska InstitutetSolnaSweden
- Department of Pharmacological and Technological ChemistryI.M. Sechenov First Moscow State Medical UniversityMoscowRussia
| | - Ute Römling
- Department of Microbiology, Tumor and Cell BiologyBiomedicum, Karolinska InstitutetSolnaSweden
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Hendricks JA, Beaton N, Chernobrovkin A, Miele E, Hamza GM, Ricchiuto P, Tomlinson RC, Friman T, Borenstain C, Barlaam B, Hande S, Lamb ML, De Savi C, Davies R, Main M, Hellner J, Beeler K, Feng Y, Bruderer R, Reiter L, Molina DM, Castaldi MP. Mechanistic Insights into a CDK9 Inhibitor Via Orthogonal Proteomics Methods. ACS Chem Biol 2022; 17:54-67. [PMID: 34955012 DOI: 10.1021/acschembio.1c00488] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cyclin-dependent-kinases (CDKs) are members of the serine/threonine kinase family and are highly regulated by cyclins, a family of regulatory subunits that bind to CDKs. CDK9 represents one of the most studied examples of these transcriptional CDKs. CDK9 forms a heterodimeric complex with its regulatory subunit cyclins T1, T2 and K to form the positive transcription elongation factor b (P-TEFb). This complex regulates transcription via the phosphorylation of RNA polymerase II (RNAPolII) on Ser-2, facilitating promoter clearance and transcription elongation and thus remains an attractive therapeutic target. Herein, we have utilized classical affinity purification chemical proteomics, kinobeads assay, compressed CEllular Thermal Shift Assay (CETSA)-MS and Limited Proteolysis (LiP) to study the selectivity, target engagement and downstream mechanistic insights of a CDK9 tool compound. The above experiments highlight the value of quantitative mass spectrometry approaches to drug discovery, specifically proteome wide target identification and selectivity profiling. The approaches utilized in this study unanimously indicated that the CDK family of kinases are the main target of the compound of interest, with CDK9, showing the highest target affinity with remarkable consistency across approaches. We aim to provide guidance to the scientific community on the available chemical biology/proteomic tools to study advanced lead molecules and to highlight pros and cons of each technology while describing our findings in the context of the CDKs biology.
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Affiliation(s)
- J. Adam Hendricks
- Discovery Sciences, AstraZeneca, Boston, Massachusetts 02451, United States
| | - Nigel Beaton
- Biognosys AG, Wagistrasse 21, Schlieren 8952, Switzerland
| | | | - Eric Miele
- Discovery Sciences, AstraZeneca, Boston, Massachusetts 02451, United States
| | - Ghaith M. Hamza
- Discovery Sciences, AstraZeneca, Boston, Massachusetts 02451, United States
- Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, New Hampshire 03824, United States
| | | | | | - Tomas Friman
- Pelago Bioscience AB, Banvaktsvägen 20, Solna 17148, Sweden
| | | | | | - Sudhir Hande
- Oncology R&D, Boston, Massachusetts 02451, United States
| | | | - Chris De Savi
- Oncology R&D, Boston, Massachusetts 02451, United States
| | - Rick Davies
- Discovery Sciences, AstraZeneca, Cambridge CB4 0WG, U.K
| | - Martin Main
- Discovery Sciences, AstraZeneca, Cambridge CB4 0WG, U.K
| | - Joakim Hellner
- Pelago Bioscience AB, Banvaktsvägen 20, Solna 17148, Sweden
| | | | - Yuehan Feng
- Biognosys AG, Wagistrasse 21, Schlieren 8952, Switzerland
| | | | - Lukas Reiter
- Biognosys AG, Wagistrasse 21, Schlieren 8952, Switzerland
| | | | - M. Paola Castaldi
- Discovery Sciences, AstraZeneca, Boston, Massachusetts 02451, United States
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9
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Saei AA, Beusch CM, Sabatier P, Wells JA, Gharibi H, Meng Z, Chernobrovkin A, Rodin S, Näreoja K, Thorsell AG, Karlberg T, Cheng Q, Lundström SL, Gaetani M, Végvári Á, Arnér ESJ, Schüler H, Zubarev RA. System-wide identification and prioritization of enzyme substrates by thermal analysis. Nat Commun 2021; 12:1296. [PMID: 33637753 PMCID: PMC7910609 DOI: 10.1038/s41467-021-21540-6] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Accepted: 01/26/2021] [Indexed: 02/06/2023] Open
Abstract
Despite the immense importance of enzyme-substrate reactions, there is a lack of general and unbiased tools for identifying and prioritizing substrate proteins that are modified by the enzyme on the structural level. Here we describe a high-throughput unbiased proteomics method called System-wide Identification and prioritization of Enzyme Substrates by Thermal Analysis (SIESTA). The approach assumes that the enzymatic post-translational modification of substrate proteins is likely to change their thermal stability. In our proof-of-concept studies, SIESTA successfully identifies several known and novel substrate candidates for selenoprotein thioredoxin reductase 1, protein kinase B (AKT1) and poly-(ADP-ribose) polymerase-10 systems. Wider application of SIESTA can enhance our understanding of the role of enzymes in homeostasis and disease, opening opportunities to investigate the effect of post-translational modifications on signal transduction and facilitate drug discovery.
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Affiliation(s)
- Amir Ata Saei
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.
- Department of Cell Biology, Harvard Medical School, Boston, MA, USA.
| | - Christian M Beusch
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Pierre Sabatier
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Juan Astorga Wells
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Hassan Gharibi
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Zhaowei Meng
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Alexey Chernobrovkin
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
- Pelago Bioscience AB, Solna, Sweden
| | - Sergey Rodin
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Katja Näreoja
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Ann-Gerd Thorsell
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Tobias Karlberg
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Qing Cheng
- Division of Biochemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Susanna L Lundström
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Massimiliano Gaetani
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
- SciLifeLab, Stockholm, Sweden
- Chemical Proteomics Core Facility, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Ákos Végvári
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
- Proteomics Biomedicum, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Elias S J Arnér
- Division of Biochemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Herwig Schüler
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Roman A Zubarev
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.
- Department of Pharmacological & Technological Chemistry, I.M. Sechenov First Moscow State Medical University, Moscow, Russia.
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10
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Millan-Ariño L, Yuan ZF, Oomen ME, Brandenburg S, Chernobrovkin A, Salignon J, Körner L, Zubarev RA, Garcia BA, Riedel CG. Histone Purification Combined with High-Resolution Mass Spectrometry to Examine Histone Post-Translational Modifications and Histone Variants in Caenorhabditis elegans. ACTA ACUST UNITED AC 2021; 102:e114. [PMID: 32997895 PMCID: PMC7583481 DOI: 10.1002/cpps.114] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Histones are the major proteinaceous component of chromatin in eukaryotic cells and an important part of the epigenome, affecting most DNA‐related events, including transcription, DNA replication, and chromosome segregation. The properties of histones are greatly influenced by their post‐translational modifications (PTMs), over 200 of which are known today. Given this large number, researchers need sophisticated methods to study histone PTMs comprehensively. In particular, mass spectrometry (MS)−based approaches have gained popularity, allowing for the quantification of dozens of histone PTMs at once. Using these approaches, even the study of co‐occurring PTMs and the discovery of novel PTMs become feasible. The success of MS‐based approaches relies substantially on obtaining pure and well‐preserved histones for analysis, which can be difficult depending on the source material. Caenorhabditis elegans has been a popular model organism to study the epigenome, but isolation of pure histones from these animals has been challenging. Here, we address this issue, presenting a method for efficient isolation of pure histone proteins from C. elegans at good yield. Further, we describe an MS pipeline optimized for accurate relative quantification of histone PTMs from C. elegans. We alkylate and tryptically digest the histones, analyze them by bottom‐up MS, and then evaluate the resulting data by a C. elegans−adapted version of the software EpiProfile 2.0. Finally, we show the utility of this pipeline by determining differences in histone PTMs between C. elegans strains that age at different rates and thereby achieve very different lifespans. © 2020 The Authors. Basic Protocol 1: Large‐scale growth and harvesting of synchronized C. elegans Basic Protocol 2: Nuclear preparation, histone extraction, and histone purification Basic Protocol 3: Bottom‐up mass spectrometry analysis of histone PTMs and histone variants
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Affiliation(s)
- Lluís Millan-Ariño
- Integrated Cardio Metabolic Centre (ICMC), Department of Medicine, Karolinska Institute, Huddinge, Sweden.,Department of Biosciences and Nutrition, Karolinska Institute, Huddinge, Sweden
| | - Zuo-Fei Yuan
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania.,Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Marlies E Oomen
- European Research Institute for the Biology of Ageing, University Medical Center Groningen (UMCG), University of Groningen, Groningen, The Netherlands
| | - Simone Brandenburg
- European Research Institute for the Biology of Ageing, University Medical Center Groningen (UMCG), University of Groningen, Groningen, The Netherlands
| | - Alexey Chernobrovkin
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, Solna, Sweden
| | - Jérôme Salignon
- Integrated Cardio Metabolic Centre (ICMC), Department of Medicine, Karolinska Institute, Huddinge, Sweden.,Department of Biosciences and Nutrition, Karolinska Institute, Huddinge, Sweden
| | - Lioba Körner
- Integrated Cardio Metabolic Centre (ICMC), Department of Medicine, Karolinska Institute, Huddinge, Sweden.,Department of Biosciences and Nutrition, Karolinska Institute, Huddinge, Sweden
| | - Roman A Zubarev
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, Solna, Sweden.,Department of Pharmacological & Technological Chemistry, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania.,Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Christian G Riedel
- Integrated Cardio Metabolic Centre (ICMC), Department of Medicine, Karolinska Institute, Huddinge, Sweden.,Department of Biosciences and Nutrition, Karolinska Institute, Huddinge, Sweden.,European Research Institute for the Biology of Ageing, University Medical Center Groningen (UMCG), University of Groningen, Groningen, The Netherlands
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11
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Friman T, Chernobrovkin A, Martinez Molina D, Arnold L. CETSA MS Profiling for a Comparative Assessment of FDA-Approved Antivirals Repurposed for COVID-19 Therapy Identifies TRIP13 as a Remdesivir Off-Target. SLAS Discov 2020; 26:336-344. [PMID: 33208020 PMCID: PMC7736708 DOI: 10.1177/2472555220973597] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The reuse of preexisting small molecules for a novel emerging disease threat is a rapid measure to discover unknown applications for previously validated therapies. A pertinent and recent example where such a strategy could be employed is in the fight against coronavirus disease 2019 (COVID-19). Therapies designed or discovered to target viral proteins also have off-target effects on the host proteome when employed in a complex physiological environment. This study aims to assess these host cell targets for a panel of FDA-approved antiviral compounds including remdesivir, using the cellular thermal shift assay (CETSA) coupled with mass spectrometry (CETSA MS) in noninfected cells. CETSA MS is a powerful method to delineate direct and indirect interactions between small molecules and protein targets in intact cells. Biologically active compounds can induce changes in thermal stability, in their primary binding partners, and in proteins that in turn interact with the direct targets. Such engagement of host targets by antiviral drugs may contribute to the clinical effect against the virus but can also constitute a liability. We present here a comparative study of CETSA molecular target engagement fingerprints of antiviral drugs to better understand the link between off-targets and efficacy.
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12
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Liu Y, Lee C, Li F, Trček J, Bähre H, Guo RT, Chen CC, Chernobrovkin A, Zubarev R, Römling U. A Cyclic di-GMP Network Is Present in Gram-Positive Streptococcus and Gram-Negative Proteus Species. ACS Infect Dis 2020; 6:2672-2687. [PMID: 32786278 PMCID: PMC7551669 DOI: 10.1021/acsinfecdis.0c00314] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Indexed: 01/16/2023]
Abstract
The ubiquitous cyclic di-GMP (c-di-GMP) network is highly redundant with numerous GGDEF domain proteins as diguanylate cyclases and EAL domain proteins as c-di-GMP specific phosphodiesterases comprising those domains as two of the most abundant bacterial domain superfamilies. One hallmark of the c-di-GMP network is its exalted plasticity as c-di-GMP turnover proteins can rapidly vanish from species within a genus and possess an above average transmissibility. To address the evolutionary forces of c-di-GMP turnover protein maintenance, conservation, and diversity, we investigated a Gram-positive and a Gram-negative species, which preserved only one single clearly identifiable GGDEF domain protein. Species of the family Morganellaceae of the order Enterobacterales exceptionally show disappearance of the c-di-GMP signaling network, but Proteus spp. still retained one diguanylate cyclase. As another example, in species of the bovis, pyogenes, and salivarius subgroups as well as Streptococcus suis and Streptococcus henryi of the genus Streptococcus, one candidate diguanylate cyclase was frequently identified. We demonstrate that both proteins encompass PAS (Per-ARNT-Sim)-GGDEF domains, possess diguanylate cyclase catalytic activity, and are suggested to signal via a PilZ receptor domain at the C-terminus of type 2 glycosyltransferase constituting BcsA cellulose synthases and a cellulose synthase-like protein CelA, respectively. Preservation of the ancient link between production of cellulose(-like) exopolysaccharides and c-di-GMP signaling indicates that this functionality is even of high ecological importance upon maintenance of the last remnants of a c-di-GMP signaling network in some of today's free-living bacteria.
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Affiliation(s)
- Ying Liu
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Changhan Lee
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Fengyang Li
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Janja Trček
- Faculty
of Natural Sciences and Mathematics, Department of Biology, University
of Maribor, 2000 Maribor, Slovenia
| | - Heike Bähre
- Research
Core Unit Metabolomics, Hannover Medical
School, D-30625 Hannover, Germany
| | - Rey-Ting Guo
- State
Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative
Innovation Center for Green Transformation of Bio-Resources, Hubei
Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, 430062, P.R. China
| | - Chun-Chi Chen
- State
Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative
Innovation Center for Green Transformation of Bio-Resources, Hubei
Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, 430062, P.R. China
| | - Alexey Chernobrovkin
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
| | - Roman Zubarev
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
- Department
of Pharmacological & Technological Chemistry, I.M. Sechenov First Moscow State Medical University, Moscow, 119146, Russia
| | - Ute Römling
- Department
of Microbiology, Tumor and Cell Biology and Department of Medical Biochemistry
and Biophysics, Biomedicum, Karolinska Institutet, SE-171 77 Stockholm, Sweden
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13
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Olausson N, Mobarrez F, Zubarev R, Chernobrovkin A, Rutishauser D, Bremme K, Westerlund E, Hovatta O, Wallén H, Henriksson P. Changes in the plasma microvesicle proteome during the ovarian hyperstimulation phase of assisted reproductive technology. Sci Rep 2020; 10:13645. [PMID: 32788624 PMCID: PMC7423945 DOI: 10.1038/s41598-020-70541-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: 10/28/2019] [Accepted: 07/22/2020] [Indexed: 11/26/2022] Open
Abstract
The incidence of pulmonary and venous thromboembolism is increased during the first trimester of pregnancies after assisted reproductive technology (ART) compared to spontaneous conception. We previously found that haemostatic plasma variables changed but within normal limits during controlled ovarian hyperstimulation (COH) concomitant with a major increase in plasma microvesicles (MVs) and markers indicating cell activation. We now explored the proteome of these MVs. Thirty-one women undergoing ART were blood sampled at down-regulation (DR) of oestrogen and at high level stimulation (HLS) with its 10–100-fold increased oestrogen level. Samples were analysed by liquid chromatography and tandem mass spectrometry to identify and quantify the proteome. We identified 306 proteins in the MVs and 72 had changed significantly at HLS compared to DR and more than 20% of them were associated with haemostasis. Thus, proteins related to both haemostasis and complement activation altered in plasma MVs in parallel with MV activation during COH. This needs to be further explored in the clinical context.
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Affiliation(s)
- Nina Olausson
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, 18288, Stockholm, Sweden.
| | - Fariborz Mobarrez
- Department of Medical Sciences, Uppsala University, 75185, Uppsala, Sweden
| | - Roman Zubarev
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Alexey Chernobrovkin
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Dorothea Rutishauser
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Katarina Bremme
- Department of Women's and Children's Health, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Eli Westerlund
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, 18288, Stockholm, Sweden
| | - Outi Hovatta
- Department of Clinical Science, Intervention and Technology, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Håkan Wallén
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, 18288, Stockholm, Sweden
| | - Peter Henriksson
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, 18288, Stockholm, Sweden
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14
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Zhang X, Gaetani M, Chernobrovkin A, Zubarev RA. Anticancer Effect of Deuterium Depleted Water - Redox Disbalance Leads to Oxidative Stress. Mol Cell Proteomics 2019; 18:2373-2387. [PMID: 31519768 PMCID: PMC6885702 DOI: 10.1074/mcp.ra119.001455] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 08/22/2019] [Indexed: 12/31/2022] Open
Abstract
Despite the convincing empirical evidence that deuterium depleted water (DDW, 25-125 ppm deuterium) has anticancer effect, the molecular mechanism remains unclear. Here, redox proteomics investigation of the DDW action in A549 cells revealed an increased level of oxidative stress, whereas expression proteomics in combination with thermal profiling uncovered crucial role of mitochondrial proteins. In the proposed scenario, reversal of the normally positive deuterium gradient across the inner membrane leads to an increased export of protons from the matrix to intermembrane space and an increase in the mitochondrial membrane potential, enhancing the production of reactive oxygen species (ROS). The resulting oxidative stress leads to slower growth and can induce apoptosis. However, further deuterium depletion in ambient water triggers a feedback mechanism, which leads to restoration of the redox equilibrium and resumed growth. The DDW-induced oxidative stress, verified by traditional biochemical assays, may be helpful as an adjuvant to ROS-inducing anticancer therapy.
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Affiliation(s)
- Xuepei Zhang
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17 165 Stockholm, Sweden
| | - Massimiliano Gaetani
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17 165 Stockholm, Sweden
| | - Alexey Chernobrovkin
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17 165 Stockholm, Sweden
| | - Roman A Zubarev
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17 165 Stockholm, Sweden.
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15
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Saei AA, Sabatier P, Tokat ÜG, Chernobrovkin A, Pirmoradian M, Zubarev RA. Comparative Proteomics of Dying and Surviving Cancer Cells Improves the Identification of Drug Targets and Sheds Light on Cell Life/Death Decisions. Mol Cell Proteomics 2018; 17:1144-1155. [PMID: 29572246 DOI: 10.1074/mcp.ra118.000610] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Revised: 03/20/2018] [Indexed: 01/05/2023] Open
Abstract
Chemotherapeutics cause the detachment and death of adherent cancer cells. When studying the proteome changes to determine the protein target and mechanism of action of anticancer drugs, the still-attached cells are normally used, whereas the detached cells are usually ignored. To test the hypothesis that proteomes of detached cells contain valuable information, we separately analyzed the proteomes of detached and attached HCT-116, A375, and RKO cells treated for 48 h with 5-fluorouracil, methotrexate and paclitaxel. Individually, the proteomic data on attached and detached cells had comparable performance in target and drug mechanism deconvolution, whereas the combined data significantly improved the target ranking for paclitaxel. Comparative analysis of attached versus detached proteomes provided further insight into cell life and death decision making. Six proteins consistently up- or downregulated in the detached versus attached cells regardless of the drug and cell type were discovered; their role in cell death/survival was tested by silencing them with siRNA. Knocking down USP11, CTTN, ACAA2, and EIF4H had anti-proliferative effects, affecting UHRF1 additionally sensitized the cells to the anticancer drugs, while knocking down RNF-40 increased cell survival against the treatments. Therefore, adding detached cells to the expression proteomics analysis of drug-treated cells can significantly increase the analytical value of the approach. The data have been deposited to the ProteomeXchange with identifier PXD007686.
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Affiliation(s)
- Amir Ata Saei
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
| | - Pierre Sabatier
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
| | - Ülkü Güler Tokat
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
| | - Alexey Chernobrovkin
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
| | - Mohammad Pirmoradian
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
| | - Roman A Zubarev
- From the ‡Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Scheelesväg 2, SE-17 177 Stockholm, Sweden
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16
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Lee RFS, Chernobrovkin A, Rutishauser D, Allardyce CS, Hacker D, Johnsson K, Zubarev RA, Dyson PJ. Expression proteomics study to determine metallodrug targets and optimal drug combinations. Sci Rep 2017; 7:1590. [PMID: 28484215 PMCID: PMC5431558 DOI: 10.1038/s41598-017-01643-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [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: 01/05/2017] [Accepted: 04/03/2017] [Indexed: 01/01/2023] Open
Abstract
The emerging technique termed functional identification of target by expression proteomics (FITExP) has been shown to identify the key protein targets of anti-cancer drugs. Here, we use this approach to elucidate the proteins involved in the mechanism of action of two ruthenium(II)-based anti-cancer compounds, RAPTA-T and RAPTA-EA in breast cancer cells, revealing significant differences in the proteins upregulated. RAPTA-T causes upregulation of multiple proteins suggesting a broad mechanism of action involving suppression of both metastasis and tumorigenicity. RAPTA-EA bearing a GST inhibiting ethacrynic acid moiety, causes upregulation of mainly oxidative stress related proteins. The approach used in this work could be applied to the prediction of effective drug combinations to test in cancer chemotherapy clinical trials.
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Affiliation(s)
- Ronald F S Lee
- Institute of Chemical Sciences and Engineering, Swiss Federal Institute of Technology Lausanne (EPFL), CH-1015, Lausanne, Switzerland
| | - Alexey Chernobrovkin
- Karolinska Institute, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Scheeles väg 2, S-171 77, Stockholm, Sweden
| | - Dorothea Rutishauser
- Karolinska Institute, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Scheeles väg 2, S-171 77, Stockholm, Sweden.,Science for Life Laboratory, Stockholm, Sweden
| | - Claire S Allardyce
- Institute of Chemical Sciences and Engineering, Swiss Federal Institute of Technology Lausanne (EPFL), CH-1015, Lausanne, Switzerland
| | - David Hacker
- Protein Expression Core Facility, Swiss Federal Institute of Technology Lausanne (EPFL), CH-1015, Lausanne, Switzerland
| | - Kai Johnsson
- Institute of Chemical Sciences and Engineering, Swiss Federal Institute of Technology Lausanne (EPFL), CH-1015, Lausanne, Switzerland
| | - Roman A Zubarev
- Karolinska Institute, Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Scheeles väg 2, S-171 77, Stockholm, Sweden
| | - Paul J Dyson
- Institute of Chemical Sciences and Engineering, Swiss Federal Institute of Technology Lausanne (EPFL), CH-1015, Lausanne, Switzerland.
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17
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Tarasova NK, Gallud A, Ytterberg AJ, Chernobrovkin A, Aranzaes JR, Astruc D, Antipov A, Fedutik Y, Fadeel B, Zubarev RA. Cytotoxic and Proinflammatory Effects of Metal-Based Nanoparticles on THP-1 Monocytes Characterized by Combined Proteomics Approaches. J Proteome Res 2016; 16:689-697. [PMID: 27973853 DOI: 10.1021/acs.jproteome.6b00747] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Thorough characterization of toxic effects of nanoparticles (NP) is desirable due to the increasing risk of potential environmental contamination by NP. In the current study, we combined three recently developed proteomics approaches to assess the effects of Au, CuO, and CdTe NP on the innate immune system. The human monocyte cell line THP-1 was employed as a model. The anticancer drugs camptothecin and doxorubicin were used as positive controls for cell death, and lipopolysaccharide was chosen as a positive control for proinflammatory activation. Despite equivalent overall toxicity effect (50 ± 10% dead cells), the three NP induced distinctly different proteomics signatures, with the strongest effect being induced by CdTe NP, followed by CuO and gold NP. The CdTe toxicity mechanism involves down-regulation of topoisomerases. The effect of CuO NP is most reminiscent of oxidative stress and involves up-regulation of proteins involved in heat response. The gold NP induced up-regulation of the inflammatory mediator, NF-κB, and its inhibitor TIPE2 was identified as a direct target of gold NP. Furthermore, gold NP triggered activation of NF-κB as evidenced by phosphorylation of the p65 subunit. Overall, the combined proteomics approach described here can be used to characterize the effects of NP on immune cells.
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Affiliation(s)
| | | | | | | | | | - Didier Astruc
- Université de Bordeaux 1, CNRS UMR , 5255 Talence, France
| | - Alexei Antipov
- PlasmaChem GmbH, Rudower Chaussee 29, D-12489 Berlin, Germany
| | - Yuri Fedutik
- PlasmaChem GmbH, Rudower Chaussee 29, D-12489 Berlin, Germany
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18
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Warpman Berglund U, Sanjiv K, Gad H, Kalderén C, Koolmeister T, Pham T, Gokturk C, Jafari R, Maddalo G, Seashore-Ludlow B, Chernobrovkin A, Manoilov A, Pateras IS, Rasti A, Jemth AS, Almlöf I, Loseva O, Visnes T, Einarsdottir BO, Gaugaz FZ, Saleh A, Platzack B, Wallner OA, Vallin KSA, Henriksson M, Wakchaure P, Borhade S, Herr P, Kallberg Y, Baranczewski P, Homan EJ, Wiita E, Nagpal V, Meijer T, Schipper N, Rudd SG, Bräutigam L, Lindqvist A, Filppula A, Lee TC, Artursson P, Nilsson JA, Gorgoulis VG, Lehtiö J, Zubarev RA, Scobie M, Helleday T. Validation and development of MTH1 inhibitors for treatment of cancer. Ann Oncol 2016; 27:2275-2283. [PMID: 27827301 DOI: 10.1093/annonc/mdw429] [Citation(s) in RCA: 94] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Accepted: 09/01/2016] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Previously, we showed cancer cells rely on the MTH1 protein to prevent incorporation of otherwise deadly oxidised nucleotides into DNA and we developed MTH1 inhibitors which selectively kill cancer cells. Recently, several new and potent inhibitors of MTH1 were demonstrated to be non-toxic to cancer cells, challenging the utility of MTH1 inhibition as a target for cancer treatment. MATERIAL AND METHODS Human cancer cell lines were exposed in vitro to MTH1 inhibitors or depleted of MTH1 by siRNA or shRNA. 8-oxodG was measured by immunostaining and modified comet assay. Thermal Proteome profiling, proteomics, cellular thermal shift assays, kinase and CEREP panel were used for target engagement, mode of action and selectivity investigations of MTH1 inhibitors. Effect of MTH1 inhibition on tumour growth was explored in BRAF V600E-mutated malignant melanoma patient derived xenograft and human colon cancer SW480 and HCT116 xenograft models. RESULTS Here, we demonstrate that recently described MTH1 inhibitors, which fail to kill cancer cells, also fail to introduce the toxic oxidized nucleotides into DNA. We also describe a new MTH1 inhibitor TH1579, (Karonudib), an analogue of TH588, which is a potent, selective MTH1 inhibitor with good oral availability and demonstrates excellent pharmacokinetic and anti-cancer properties in vivo. CONCLUSION We demonstrate that in order to kill cancer cells MTH1 inhibitors must also introduce oxidized nucleotides into DNA. Furthermore, we describe TH1579 as a best-in-class MTH1 inhibitor, which we expect to be useful in order to further validate the MTH1 inhibitor concept.
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Affiliation(s)
- U Warpman Berglund
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - K Sanjiv
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - H Gad
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - C Kalderén
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Koolmeister
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Pham
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - C Gokturk
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - R Jafari
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - G Maddalo
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - B Seashore-Ludlow
- Chemical Biology Consortium Sweden, Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A Chernobrovkin
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - A Manoilov
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - I S Pateras
- Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - A Rasti
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A-S Jemth
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - I Almlöf
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - O Loseva
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Visnes
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - B O Einarsdottir
- Sahlgrenska Translational Melanoma Group (SATMEG), Sahlgrenska Cancer Center, Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg
| | - F Z Gaugaz
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,Department of Pharmacy and
| | - A Saleh
- Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - B Platzack
- Swedish Toxicology Sciences Research Center, Södertälje, Sweden
| | - O A Wallner
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - K S A Vallin
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - M Henriksson
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - P Wakchaure
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - S Borhade
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - P Herr
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - Y Kallberg
- National Bioinformatics Infrastructure Sweden (NBIS), Science for Life Laboratory, Department of Medicine Solna, Karolinska Institutet, Stockholm
| | - P Baranczewski
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - E J Homan
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - E Wiita
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - V Nagpal
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics.,SP Process Development, Södertälje, Sweden
| | - T Meijer
- SP Process Development, Södertälje, Sweden
| | - N Schipper
- SP Process Development, Södertälje, Sweden
| | - S G Rudd
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - L Bräutigam
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - A Lindqvist
- Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden
| | - A Filppula
- Uppsala Drug Optimisation and Pharmaceutical Profiling Platform (UDOPP), Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - T-C Lee
- Institute of biomedical sciences, Academia Sinica, Taipei-115, Taiwan
| | - P Artursson
- Department of Pharmacy and.,Science for Life Laboratory Drug Discovery and Development Platform, ADME of Therapeutics facility, Department of Phamracy, Uppsala University, Uppsala, Sweden.,Uppsala Drug Optimisation and Pharmaceutical Profiling Platform (UDOPP), Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - J A Nilsson
- Sahlgrenska Translational Melanoma Group (SATMEG), Sahlgrenska Cancer Center, Department of Surgery, Institute of Clinical Sciences, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg
| | - V G Gorgoulis
- Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Faculty Institute for Cancer Sciences, Manchester Academic Health Sciences Centre, University of Manchester, Manchester, UK
| | - J Lehtiö
- Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology
| | - R A Zubarev
- Division of Physiological Chemistry I, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - M Scobie
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
| | - T Helleday
- Science for Life Laboratory, Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics
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19
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Zhang B, Pirmoradian M, Chernobrovkin A, Zubarev RA. DeMix workflow for efficient identification of cofragmented peptides in high resolution data-dependent tandem mass spectrometry. Mol Cell Proteomics 2014; 13:3211-23. [PMID: 25100859 PMCID: PMC4223503 DOI: 10.1074/mcp.o114.038877] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [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: 02/25/2014] [Revised: 07/11/2014] [Indexed: 01/14/2023] Open
Abstract
Based on conventional data-dependent acquisition strategy of shotgun proteomics, we present a new workflow DeMix, which significantly increases the efficiency of peptide identification for in-depth shotgun analysis of complex proteomes. Capitalizing on the high resolution and mass accuracy of Orbitrap-based tandem mass spectrometry, we developed a simple deconvolution method of "cloning" chimeric tandem spectra for cofragmented peptides. Additional to a database search, a simple rescoring scheme utilizes mass accuracy and converts the unwanted cofragmenting events into a surprising advantage of multiplexing. With the combination of cloning and rescoring, we obtained on average nine peptide-spectrum matches per second on a Q-Exactive workbench, whereas the actual MS/MS acquisition rate was close to seven spectra per second. This efficiency boost to 1.24 identified peptides per MS/MS spectrum enabled analysis of over 5000 human proteins in single-dimensional LC-MS/MS shotgun experiments with an only two-hour gradient. These findings suggest a change in the dominant "one MS/MS spectrum - one peptide" paradigm for data acquisition and analysis in shotgun data-dependent proteomics. DeMix also demonstrated higher robustness than conventional approaches in terms of lower variation among the results of consecutive LC-MS/MS runs.
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Affiliation(s)
- Bo Zhang
- From the ‡Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17177 Stockholm, Sweden
| | - Mohammad Pirmoradian
- From the ‡Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17177 Stockholm, Sweden; §Biomotif AB, Stockholm SE-182 12, Sweden
| | - Alexey Chernobrovkin
- From the ‡Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17177 Stockholm, Sweden
| | - Roman A Zubarev
- From the ‡Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-17177 Stockholm, Sweden;
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20
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Archakov A, Zgoda V, Kopylov A, Naryzhny S, Chernobrovkin A, Ponomarenko E, Lisitsa A. Chromosome-centric approach to overcoming bottlenecks in the Human Proteome Project. Expert Rev Proteomics 2013; 9:667-76. [PMID: 23256676 DOI: 10.1586/epr.12.54] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The international Human Proteome Project (HPP), a logical continuation of the Human Genome Project, was launched on 23 September 2010 in Sydney, Australia. In accordance with the gene-centric approach, the goals of the HPP are to prepare an inventory of all human proteins and decipher the network of cellular protein interactions. The greater complexity of the proteome in comparison to the genome gives rise to three bottlenecks in the implementation of the HPP. The main bottleneck is the insufficient sensitivity of proteomic technologies, hampering the detection of proteins with low- and ultra-low copy numbers. The second bottleneck is related to poor reproducibility of proteomic methods and the lack of a so-called 'gold' standard. The last bottleneck is the dynamic nature of the proteome: its instability over time. The authors here discuss approaches to overcome these bottlenecks in order to improve the success of the HPP.
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Affiliation(s)
- Alexander Archakov
- Orekhovich Institute of Biomedical Chemistry, Russian Academy of Medical Sciences, 119121, Pogodinskaya Street 10, Moscow, Russia.
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21
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Ponomarenko E, Poverennaya E, Pyatnitskiy M, Lisitsa A, Moshkovskii S, Ilgisonis E, Chernobrovkin A, Archakov A. Comparative ranking of human chromosomes based on post-genomic data. OMICS 2012; 16:604-11. [PMID: 22966780 DOI: 10.1089/omi.2012.0034] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
The goal of the Human Proteome Project (HPP) is to fully characterize the 21,000 human protein-coding genes with respect to the estimated two million proteins they encode. As such, the HPP aims to create a comprehensive, detailed resource to help elucidate protein functions and to advance medical treatment. Similarly to the Human Genome Project (HGP), the HPP chose a chromosome-centric approach, assigning different chromosomes to different countries. Here we introduce a scoring method for chromosome ranking based on several characteristics, including relevance to health problems, existing published knowledge, and current transcriptome and proteome coverage. The score of each chromosome was computed as a weighted combination of indexes reflecting the aforementioned characteristics. The approach is tailored to the chromosome-centric HPP (C-HPP), and is advantageous in that it takes into account currently available information. We ranked the human chromosomes using the proposed score, and observed that Chr Y, Chr 13, and Chr 18 were top-ranked, whereas the scores of Chr 19, Chr 11, and Chr 17 were comparatively low. For Chr 18, selected for the Russian part of C-HPP, about 25% of the encoded genes were associated with diseases, including cancers and neurodegenerative and psychiatric diseases, as well as type 1 diabetes and essential hypertension. This ranking approach could easily be adapted to prioritize research for other sets of genes, such as metabolic pathways and functional categories.
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Affiliation(s)
- Elena Ponomarenko
- Institute of Biomedical Chemistry of Russian Academy of Medical Sciences, Moscow, Russia
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