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Chang G, Aroge FA, Venkateshappa R, Claydon TW, Sun B. Development of an Absolute Quantification Method for hERG Using PRM with Single Isotopologue in-Sample Calibration. ACS OMEGA 2024; 9:33972-33982. [PMID: 39130540 PMCID: PMC11308013 DOI: 10.1021/acsomega.4c04541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 06/20/2024] [Accepted: 06/21/2024] [Indexed: 08/13/2024]
Abstract
The human ether-à-go-go-related gene (KCNH2)-encoded protein hERG constitutes the α subunit of the Kv11.1 channel and contributes to the I kr current, which plays an important role in the cardiac action potential. Genetically and xenobiotically triggered malfunctions of hERG can cause arrhythmia. The expression of hERG in various study systems was assessed mainly as the fold change relative to the corresponding control. Here, we developed a simple and sensitive quantitation method using targeted mass spectrometry, i.e., the parallel reaction monitoring approach, to measure the absolute quantity of hERG in copy number. Such measurements do not require controls, and the obtained values can be compared with similar results for any other protein. To effectively avoid matrix effects, we used the heavy-match-light (HML) in-sample calibration approach that requires only a single isotopologue to achieve copy-number quantitation. No significant difference was observed in the results obtained by HML and by the classic standard addition in-sample calibration approach. Using four proteotypic peptides, we quantified the average number of copies of hERG in the HEK293T heterologous expression system as 3.6 ± 0.5 × 106 copies/cell, i.e., 1 million copies/cell for the fully assembled Kv11.1 channel.
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Affiliation(s)
- Ge Chang
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A1S6, Canada
| | - Fabusuyi A. Aroge
- School
of Mechatronic Systems Engineering, Simon
Fraser University, Surrey, British Columbia V3T0A3, Canada
| | - Ravichandra Venkateshappa
- Department
of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, British Columbia V5A1S6, Canada
| | - Tom W. Claydon
- Department
of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, British Columbia V5A1S6, Canada
| | - Bingyun Sun
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A1S6, Canada
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Nishizawa C, Aburaya S, Kosaka Y, Sugase K, Aoki W. Optimizing in vitro expression balance of central dogma-related genes using parallel reaction monitoring. J Biosci Bioeng 2024; 138:97-104. [PMID: 38762340 DOI: 10.1016/j.jbiosc.2024.04.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 04/05/2024] [Accepted: 04/25/2024] [Indexed: 05/20/2024]
Abstract
The creation of a self-replicating synthetic cell is an essential to understand life self-replication. One method to create self-replicating artificial cells is to reconstitute the self-replication system of living organisms in vitro. In a living cell, self-replication is achieved via a system called the autonomous central dogma, a system in which central dogma-related factors are autonomously synthesized and genome replication, transcription, and translation are driven by nascent factors. Various studies to reconstitute some processes of the autonomous central dogma in vitro have been conducted. However, in vitro reconstitution of the entire autonomous central dogma system is difficult as it requires balanced expression of several related genes. Therefore, we developed a method to simultaneously quantify and optimize the in vitro expression balance of multiple genes. First, we developed a quantitative mass spectrometry method targeting genome replication-related proteins as a model of central dogma-related factors and acquired in vitro expression profiles of these genes. Additionally, we demonstrated that the in vitro expression balance of these genes can be easily optimized by adjusting the input gene ratio based on the data obtained by the developed method. This study facilitated the easy optimization of the in vitro expression balance of multiple genes. Therefore, extending the scope of this method to other central dogma-related factors will accelerate attempts of self-replicating synthetic cells creation.
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Affiliation(s)
- Chisato Nishizawa
- Division of Applied Life Sciences, Graduate School of Agriculture, Kyoto University, Kyoto 606-8502, Japan.
| | - Shunsuke Aburaya
- Division of Metabolomics, Medical Institute of Bioregulation, Kyushu University, Fukuoka 812-8582, Japan.
| | - Yuishin Kosaka
- Division of Applied Life Sciences, Graduate School of Agriculture, Kyoto University, Kyoto 606-8502, Japan; Japan Society for the Promotion of Science 606-8502, Kyoto, Japan.
| | - Kenji Sugase
- Division of Applied Life Sciences, Graduate School of Agriculture, Kyoto University, Kyoto 606-8502, Japan.
| | - Wataru Aoki
- Department of Biotechnology, Graduate School of Engineering, Osaka University, Osaka 565-0871, Japan; Kyoto Integrated Science & Technology Bio-Analysis Center, Kyoto 600-8815, Japan.
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Qiao Z, Liao M, Xiao M, Luo S, Wang K, Niu M, Jiang H, Sun S, Xu G, Xu N, Xu Q, Liu Y. Ephrin B3 exacerbates colitis and colitis-associated colorectal cancer. Biochem Pharmacol 2024; 220:116004. [PMID: 38142837 DOI: 10.1016/j.bcp.2023.116004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 12/17/2023] [Accepted: 12/19/2023] [Indexed: 12/26/2023]
Abstract
Ephrin B3, a member of Eph/ephrin family, contributes to embryogenesis and carcinogenesis, but few studies have suggested whether this ligand has regulatory effect on colitis. This study was to determine whether ephrin B3 played a role in colitis and colonic carcinogenesis. Dextran sodium sulfate (DSS)-induced colitis and azoxymethane (AOM)/DSS-induced colitis-associated carcinogenesis model was established in Efnb3-deficient (Efnb3-/-) mice. Label-free quantitative proteomics were performed to identify the Efnb3-regulated proteins. Our results showed that Efnb3 knock out reduced the symptoms of DSS-induced colitis, such as disease activity index (DAI), inflammatory factors release, and dysfunction of the intestinal barrier. Quantitative proteomics revealed that Efnb3 regulated 95 proteins which clustered in the platelet degranulation, response to elevated platelet cytosolic Ca2+, MAPK signaling for integrins such as ITGB4. Furthermore, ephrin B3 inactived ITGB4/AKT signal pathway and then promoted epithelial barrier dysfunction. Simultaneously, ephrin B3 promoted Gremlin-1/NF-κB signal pathway and thereby increased inflammatory factors release. In addition, the higher level of Efnb3 in colon cancer patients is correlated with worse survival. Efnb3-/- mice exhibited susceptibility to AOM/DSS-induced colorectal cancer. Our finding discovered that Efnb3 played an important role in the development of colitis and colitis-associated colorectal cancer. Efnb3 deficiency improved the intestinal barrier by ITGB4 and suppressed inflammation via Gremlin-1/NF-κB signal pathway, which may provide a novel therapeutic strategy for the treatment of colitis and colitis-associated colorectal cancer.
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Affiliation(s)
- Zhen Qiao
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Min Liao
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Mingyue Xiao
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Saiyan Luo
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Kexin Wang
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Mengxin Niu
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Honglv Jiang
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Suya Sun
- Department of Neurology, Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China; Department of Anatomy, Histology and Embryology, Neuroscience Division, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Guoqiang Xu
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - NanJie Xu
- Department of Anatomy, Histology and Embryology, Neuroscience Division, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Qiongming Xu
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China
| | - Yanli Liu
- Department of Pharmacognosy, College of Pharmaceutical Sciences, Soochow University, Suzhou, Jiangsu 215123, China.
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Simultaneous and quantitative monitoring transcription factors in human embryonic stem cell differentiation using mass spectrometry-based targeted proteomics. Anal Bioanal Chem 2021; 413:2081-2089. [PMID: 33655347 DOI: 10.1007/s00216-021-03160-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/15/2020] [Accepted: 01/06/2021] [Indexed: 11/27/2022]
Abstract
Human embryonic stem cells (hESCs) can be self-propagated indefinitely in culture while holding the capacity to generate almost all cell types. Although this powerful differentiation ability of hESCs has become a potential source of cell replacement therapies, application of stem cells in clinical practice relies heavily on the exquisite control of their developmental fate. In general, an essential first step in differentiation is to exit the pluripotent state, which is precariously balanced and depends on a variety of factors, mainly centering on the core transcriptional mechanism. To date, much evidence has indicated that transcription factors such as Sox2, Oct4, and Nanog control the self-renewal and pluripotency of hESCs. Their expression displays a restricted spatial-temporal pattern and their small changes in level can significantly affect directed differentiation and the cell type derived. So far, few assays have been developed to monitor this process. Herein, we provided a mass spectrometry (MS)-based approach for simultaneous and quantitative monitoring of these transcription factors, in an attempt to provide insight into their contributions in hESC differentiation.
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Dubois C, Payen D, Simon S, Junot C, Fenaille F, Morel N, Becher F. Top-Down and Bottom-Up Proteomics of Circulating S100A8/S100A9 in Plasma of Septic Shock Patients. J Proteome Res 2020; 19:914-925. [PMID: 31913637 DOI: 10.1021/acs.jproteome.9b00690] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Well-characterized prognostic biomarkers and reliable quantitative methods are key in sepsis management. Among damage-associated molecular patterns, S100A8/S100A9 complexes are reported to be markers for injured cells and to improve the prediction of death in septic shock patients. In view of the structural diversity observed for the intracellular forms, insight into circulating complexes and proteoforms is required to establish prognostic biomarkers. Here, we developed top-down and bottom-up proteomics to characterize the association of S100A8 and S100A9 in complexes and major circulating proteoforms. An antibody-free method was developed for absolute quantification of S100A8/S100A9 in a cohort of 49 patients to evaluate the prognostic value on the first day after admission for septic shock. The predominant circulating forms identified by top-down proteomics were S100A8, mono-oxidized S100A8, truncated acetylated S100A9, and S-nitrosylated S100A9. S100A8, truncated acetylated S100A9, and mono-oxidized S100A8 discriminated between survivors and nonsurvivors, along with total S100A8/S100A9 measured by the antibody-free bottom-up method. Overall, new insights into circulating S100A8/S100A9 and confirmation of its prognostic value in septic shock are crucial in qualification of this biomarker. Also, the simple antibody-free assay would support the harmonization of S100A8/S100A9 measurements.
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Affiliation(s)
- Christelle Dubois
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
| | - Didier Payen
- Université Paris 7 Cité Sorbonne, UMR INSERM 1160 , 110 Avenue de Verdun , Paris 75010 , France.,Department of Anesthesiology & Critical Care , Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris (AP-HP) , Paris 75010 , France
| | - Stéphanie Simon
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
| | - Christophe Junot
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
| | - François Fenaille
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
| | - Nathalie Morel
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
| | - François Becher
- Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Université Paris-Saclay , Gif-sur Yvette F-91191 , France
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Sum of peak intensities outperforms peak area integration in iTRAQ protein expression measurement by LC-MS/MS using a TripleTOF 5600+ platform. Biosci Rep 2019; 39:BSR20190904. [PMID: 31110078 PMCID: PMC6554230 DOI: 10.1042/bsr20190904] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2019] [Revised: 05/08/2019] [Accepted: 05/16/2019] [Indexed: 11/17/2022] Open
Abstract
In the field of quantitative proteomics, the Isobaric Tags for Relative and Absolute Quantitation (iTRAQ) technology has demonstrated efficacy for proteome monitoring despite its lack of a consensus for data handling. In the present study, after peptide and protein identification, we compared the widespread quantitation method based on the calculation of MS/MS reporter ion peaks areas ratios (ProteinPilot) to the alternative method based on the calculation of ratios of the sum of peak intensities (jTRAQx [Quant]) and we processed output data with the in-house Customizable iTRAQ Ratios Calculator (CiR-C) algorithm. Quantitation based on peak area ratios displayed no significant linear correlation with Western blot quantitation. In contrast, quantitation based on the sum of peak intensities displayed a significant linear association with Western blot quantitation (non-zero slope; Pearson correlation coefficient test, r = 0.296, P=0.010**) with an average bias of 0.087 ± 0.500 and 95% Limits of Agreement from −0.893 to 1.068. We proposed the Mascot-jTRAQx-CiR-C strategy as a simple yet powerful data processing adjunct to the iTRAQ technology.
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Yang T, Xu P, Gu L, Xu Z, Ge W, Li Q, Xu F. Quantitative assessment of serum heat shock protein 27 for the diagnosis of epithelial ovarian cancer using targeted proteomics coupled with immunoaffinity enrichment. Clin Chim Acta 2018; 489:96-102. [PMID: 30502327 DOI: 10.1016/j.cca.2018.11.032] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Revised: 11/07/2018] [Accepted: 11/28/2018] [Indexed: 12/11/2022]
Abstract
BACKGROUND Heat shock protein 27 (HSP27) may take part in the epithelial ovarian cancer (EOC) malignant process because it is elevated in the serum of EOC patients, suggesting that HSP27 may serve as an EOC biomarker to complement the standard serum carbohydrate antigen 125 (CA125) test. Thus, accurate quantification of serum HSP27 would assist the diagnosis of EOC. METHODS Liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics coupled with an immunoaffinity enrichment assay was developed and validated to monitor HSP27 concentrations in serum. RESULTS Tryptic peptide 80QLSSGVSEIR89 was selected as a surrogate analyte for quantification, and an immuno-depleted serum extract was used as a surrogate matrix. Immunoaffinity enrichment was effective for protein enrichment and sensitivity enhancement, and the resulting LOQ was 500 pg/ml (>10-fold increase). Then, serum HSP27 concentrations in EOC patients, benign ovarian tumors patients and healthy volunteers were accurately determined to be 4.95 ± 0.37 ng/ml, 2.98 ± 0.16 ng/ml and 2.82 ± 0.15 ng/ml, respectively, suggesting that the EOC samples had significantly higher concentrations of HSP27 than a sample from benign ovarian tumor patients. The experimental values for the samples were compared with those obtained from enzyme-linked immune sorbent assays (ELISAs). The ROC curve analysis showed that the combined area under the curve (AUC) for CA125 and HSP27 was 0.88, which is significantly superior to that of CA125 alone. CONCLUSIONS Targeted proteomics coupled with immunoaffinity enrichment may provide more accurate quantification of low-abundant proteins.
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Affiliation(s)
- Ting Yang
- Department of Pharmacy, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Pengfei Xu
- Nanjing Maternity and Child Health Medical Institute, Affiliated Nanjing Maternal and Child Health Hospital, Nanjing Medical University, Nanjing, China
| | - Lize Gu
- Center for Genetic Medicine, Xuzhou Maternity and Child Health Care Hospital, Xuzhou, China
| | - Zhiyuan Xu
- School of Pharmacy, Nanjing Medical University, Nanjing, China
| | - Weihong Ge
- Department of Pharmacy, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China.
| | - Qing Li
- Department of Pathology, Shanghai Pudong New Area People's Hospital, Shanghai, China.
| | - Feifei Xu
- School of Pharmacy, Nanjing Medical University, Nanjing, China.
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Zimmer D, Schneider K, Sommer F, Schroda M, Mühlhaus T. Artificial Intelligence Understands Peptide Observability and Assists With Absolute Protein Quantification. FRONTIERS IN PLANT SCIENCE 2018; 9:1559. [PMID: 30483279 PMCID: PMC6242780 DOI: 10.3389/fpls.2018.01559] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Accepted: 10/04/2018] [Indexed: 05/20/2023]
Abstract
Targeted mass spectrometry has become the method of choice to gain absolute quantification information of high quality, which is essential for a quantitative understanding of biological systems. However, the design of absolute protein quantification assays remains challenging due to variations in peptide observability and incomplete knowledge about factors influencing peptide detectability. Here, we present a deep learning algorithm for peptide detectability prediction, d::pPop, which allows the informed selection of synthetic proteotypic peptides for the successful design of targeted proteomics quantification assays. The deep neural network is able to learn a regression model that relates the physicochemical properties of a peptide to its ion intensity detected by mass spectrometry. The approach makes use of experimentally detected deviations from the assumed equimolar abundance of all peptides derived from a given protein. Trained on extensive proteomics datasets, d::pPop's plant and non-plant specific models can predict the quality of proteotypic peptides for not yet experimentally identified proteins. Interrogating the deep neural network after learning from ~76,000 peptides per model organism allows to investigate the impact of different physicochemical properties on the observability of a peptide, thus providing insights into peptide observability as a multifaceted process. Empirical evaluation with rank accuracy metrics showed that our prediction approach outperforms existing algorithms. We circumvent the delicate step of selecting positive and negative training sets and at the same time also more closely reflect the need for selecting the top most promising peptides for targeting a protein of interest. Further, we used an artificial QconCAT protein to experimentally validate the observability prediction. Our proteotypic peptide prediction approach not only facilitates the design of absolute protein quantification assays via a user-friendly web interface but also enables the selection of proteotypic peptides for not yet observed proteins, hence rendering the tool especially useful for plant research.
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Affiliation(s)
- David Zimmer
- Computational Systems BiologyTU Kaiserslautern, Kaiserslautern, Germany
| | - Kevin Schneider
- Computational Systems BiologyTU Kaiserslautern, Kaiserslautern, Germany
| | - Frederik Sommer
- Molekulare Biotechnologie & SystembiologieTU Kaiserslautern, Kaiserslautern, Germany
| | - Michael Schroda
- Molekulare Biotechnologie & SystembiologieTU Kaiserslautern, Kaiserslautern, Germany
| | - Timo Mühlhaus
- Computational Systems BiologyTU Kaiserslautern, Kaiserslautern, Germany
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Hammel A, Zimmer D, Sommer F, Mühlhaus T, Schroda M. Absolute Quantification of Major Photosynthetic Protein Complexes in Chlamydomonas reinhardtii Using Quantification Concatamers (QconCATs). FRONTIERS IN PLANT SCIENCE 2018; 9:1265. [PMID: 30214453 PMCID: PMC6125352 DOI: 10.3389/fpls.2018.01265] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Accepted: 08/10/2018] [Indexed: 05/03/2023]
Abstract
For modeling approaches in systems biology, knowledge of the absolute abundances of cellular proteins is essential. One way to gain this knowledge is the use of quantification concatamers (QconCATs), which are synthetic proteins consisting of proteotypic peptides derived from the target proteins to be quantified. The QconCAT protein is labeled with a heavy isotope upon expression in E. coli and known amounts of the purified protein are spiked into a whole cell protein extract. Upon tryptic digestion, labeled and unlabeled peptides are released from the QconCAT protein and the native proteins, respectively, and both are quantified by LC-MS/MS. The labeled Q-peptides then serve as standards for determining the absolute quantity of the native peptides/proteins. Here, we have applied the QconCAT approach to Chlamydomonas reinhardtii for the absolute quantification of the major proteins and protein complexes driving photosynthetic light reactions in the thylakoid membranes and carbon fixation in the pyrenoid. We found that with 25.2 attomol/cell the Rubisco large subunit makes up 6.6% of all proteins in a Chlamydomonas cell and with this exceeds the amount of the small subunit by a factor of 1.56. EPYC1, which links Rubisco to form the pyrenoid, is eight times less abundant than RBCS, and Rubisco activase is 32-times less abundant than RBCS. With 5.2 attomol/cell, photosystem II is the most abundant complex involved in the photosynthetic light reactions, followed by plastocyanin, photosystem I and the cytochrome b6/f complex, which range between 2.9 and 3.5 attomol/cell. The least abundant complex is the ATP synthase with 2 attomol/cell. While applying the QconCAT approach, we have been able to identify many potential pitfalls associated with this technique. We analyze and discuss these pitfalls in detail and provide an optimized workflow for future applications of this technique.
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Ji H, Wang J, Ju S, Cong H, Wang X, Su J, Wang H. Quantification of cystatin-C in human serum by stable isotope dilution liquid chromatography electrospray ionization tandem mass spectrometry. J Chromatogr B Analyt Technol Biomed Life Sci 2017; 1059:49-55. [DOI: 10.1016/j.jchromb.2017.04.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2016] [Revised: 03/06/2017] [Accepted: 04/02/2017] [Indexed: 10/19/2022]
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A Quasi-direct LC-MS/MS-based Targeted Proteomics Approach for miRNA Quantification via a Covalently Immobilized DNA-peptide Probe. Sci Rep 2017; 7:5669. [PMID: 28720752 PMCID: PMC5515972 DOI: 10.1038/s41598-017-05495-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Accepted: 05/30/2017] [Indexed: 12/21/2022] Open
Abstract
MicroRNAs (miRNAs) play a vital role in regulating gene expression and are associated with a variety of cancers, including breast cancer. Their distorted and unique expression is a potential marker in clinical diagnoses and prognoses. Thus, accurate determination of miRNA expression levels is a prerequisite for their applications. However, the assays currently available for miRNA detection typically require pre-enrichment, amplification and labeling steps, and most of the assays are only semi-quantitative. Therefore, we developed a quasi-direct liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics approach to quantify target miRNA by innovatively converting the miRNA signal into the mass response of a reporter peptide via a covalently immobilized DNA-peptide probe. Specifically, the probe containing the targeted proteomics-selected substrate/reporter peptide, GDRAVQLGVDPFR/AVQLGVDPFR, and the DNA sequence complementary to the target miRNA (i.e., miR-21) was first immobilized on APMTS modified silica nanoparticles using PDITC. After the immobilized probe was recognized and hybridized with the target miRNA, the excess probe was degraded using MBN and followed by a trypsin digestion of the hybrids. The reporter peptide was released and quantified using LC-MS/MS. The obtained LOQ was 5 pM. Finally, the developed assay was used for the quantitative analysis of miR-21 in breast cells and tissue samples.
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Xu F, Zhou W, Cao J, Xu Q, Jiang D, Chen Y. A Combination of DNA-peptide Probes and Liquid Chromatography-Tandem Mass Spectrometry (LC-MS/MS): A Quasi-Targeted Proteomics Approach for Multiplexed MicroRNA Quantification. Theranostics 2017; 7:2849-2862. [PMID: 28824720 PMCID: PMC5562220 DOI: 10.7150/thno.19113] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2017] [Accepted: 05/08/2017] [Indexed: 01/11/2023] Open
Abstract
The distorted and unique expression of microRNAs (miRNAs) in cancer makes them an attractive source of biomarker. There is much evidence indicating that a panel of miRNAs, termed "miRNA fingerprints", is more specific and informative than an individual miRNA as biomarker. Thus, multiplex assays for simultaneous quantification of multiple miRNAs could be more potent in clinical practice. However, current available assays normally require pre-enrichment, amplification and labeling steps, and most of them are semi-quantitative or lack of multiplexing capability. In this study, we developed a quasi-targeted proteomics assay for multiplexed miRNA quantification by a combination of DNA-peptide probes and liquid chromatography-tandem mass spectrometry (LC-MS/MS). Specifically, the signal of target miRNAs (i.e., miR-21, miR-let7a, miR-200c, miR-125a and miR-15b) was converted into the mass response of reporter peptides by hybridization of miRNAs with DNA-peptide probes and subsequent tryptic digestion to release the peptides. After a careful optimization of conditions related to binding, conjugation, hybridization and multiple reaction monitoring (MRM) detection, the assay was validated for each miRNA and the limit of quantification (LOQ) for all the miRNAs can achieve 1 pM. Moreover, crosstalk between DNA-peptide probes in multiplex assay was sophisticatedly evaluated. Using this quasi-targeted proteomics assay, the level of target miRNAs was determined in 3 human breast cell lines and 36 matched pairs of breast tissue samples. Finally, simplex assay and qRT-PCR were also performed for a comparison. This approach grafts the strategy of targeted proteomics into miRNA quantification and may offer a new way for multiplexed miRNA profiling.
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Affiliation(s)
- Feifei Xu
- Nanjing Medical University, Nanjing, 211166, China
| | - Weixian Zhou
- Nanjing Medical University, Nanjing, 211166, China
| | | | - Qingqing Xu
- Nanjing Medical University, Nanjing, 211166, China
| | | | - Yun Chen
- Nanjing Medical University, Nanjing, 211166, China
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Mass Spectrometry Approaches for Identification and Quantitation of Therapeutic Monoclonal Antibodies in the Clinical Laboratory. CLINICAL AND VACCINE IMMUNOLOGY : CVI 2017; 24:CVI.00545-16. [PMID: 28274937 PMCID: PMC5424237 DOI: 10.1128/cvi.00545-16] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Therapeutic monoclonal antibodies (MAbs) are an important class of drugs used to treat diseases ranging from autoimmune disorders to B cell lymphomas to other rare conditions thought to be untreatable in the past. Many advances have been made in the characterization of immunoglobulins as a result of pharmaceutical companies investing in technologies that allow them to better understand MAbs during the development phase. Mass spectrometry is one of the new advancements utilized extensively by pharma to analyze MAbs and is now beginning to be applied in the clinical laboratory setting. The rise in the use of therapeutic MAbs has opened up new challenges for the development of assays for monitoring this class of drugs. MAbs are larger and more complex than typical small-molecule therapeutic drugs routinely analyzed by mass spectrometry. In addition, they must be quantified in samples that contain endogenous immunoglobulins with nearly identical structures. In contrast to an enzyme-linked immunosorbent assay (ELISA) for quantifying MAbs, mass spectrometry-based assays do not rely on MAb-specific reagents such as recombinant antigens and/or anti-idiotypic antibodies, and time for development is usually shorter. Furthermore, using molecular mass as a measurement tool provides increased specificity since it is a first-order principle unique to each MAb. This enables rapid quantification of MAbs and multiplexing. This review describes how mass spectrometry can become an important tool for clinical chemists and especially immunologists, who are starting to develop assays for MAbs in the clinical laboratory and are considering mass spectrometry as a versatile platform for the task.
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14
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A review on mass spectrometry-based quantitative proteomics: Targeted and data independent acquisition. Anal Chim Acta 2017; 964:7-23. [DOI: 10.1016/j.aca.2017.01.059] [Citation(s) in RCA: 205] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2016] [Revised: 01/03/2017] [Accepted: 01/05/2017] [Indexed: 01/18/2023]
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15
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Russo P, Hood BL, Bateman NW, Conrads TP. Quantitative Mass Spectrometry by Isotope Dilution and Multiple Reaction Monitoring (MRM). Methods Mol Biol 2017; 1606:313-332. [PMID: 28502009 DOI: 10.1007/978-1-4939-6990-6_20] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Selected reaction monitoring (SRM) is used in molecular profiling to detect and quantify specific known proteins in complex mixtures. Using isotope dilution (Barnidge et al., Anal Chem 75(3):445-451, 2003) methodologies, peptides can be quantified without the need for an antibody-based method. Selected reaction monitoring assays employ electrospray ionization mass spectrometry (ESI-MS) followed by two stages of mass selection: a first stage where the mass of the peptide ion is selected and, after fragmentation by collision-induced dissociation (CID), a second stage (tandem MS) where either a single (e.g., SRM) or multiple (multiple reaction monitoring, MRM) specific peptide fragment ions are transmitted for detection. The MRM experiment is accomplished by specifying the parent masses of the selected endogenous and isotope-labeled peptides for MS/MS fragmentation and then monitoring fragment ions of interest, using their intensities/abundances and relative ratios to quantify the parent protein of interest. In this example protocol, we will utilize isotope dilution MRM-MS to quantify in absolute terms the total levels of the protein of interest, ataxia telangiectasia mutated (ATM) serine/threonine protein kinase. Ataxia telangiectasia mutated (ATM) phosphorylates several key proteins that initiate activation of the DNA damage checkpoint leading to cell cycle arrest.
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Affiliation(s)
- Paul Russo
- Center for Applied Proteomics and Molecular Medicine, George Mason University, 10920 George Mason Circle MS1A9, Manassas, VA, 20110, USA.
| | - Brian L Hood
- DOD Gynecologic Cancer Center of Excellence, Annandale, VA, 22003, USA
| | | | - Thomas P Conrads
- Inova Dwight and Martha Schar Cancer Institute, 3300 Gallows Road, Falls Church, VA, 22042, USA. .,Gynecologic Cancer Center of Excellence, Women's Health Integrated Research Center, 3289 Woodburn Rd, Suite 375, Annandale, VA, 22003, USA.
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16
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Adaba RI, Mann G, Raab A, Houssen WE, McEwan AR, Thomas L, Tabudravu J, Naismith JH, Jaspars M. Accurate quantification of modified cyclic peptides without the need for authentic standards. Tetrahedron 2016; 72:8603-8609. [PMID: 32818002 PMCID: PMC7115945 DOI: 10.1016/j.tet.2016.11.040] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
There is a growing interest in the use of cyclic peptides as therapeutics, but their efficient production is often the bottleneck in taking them forward in the development pipeline. We have recently developed a method to synthesise azole-containing cyclic peptides using enzymes derived from different cyanobactin biosynthetic pathways. Accurate quantification is crucial for calculation of the reaction yield and for the downstream biological testing of the products. In this study, we demonstrate the development and validation of two methods to accurately quantify these compounds in the reaction mixture and after purification. The first method involves the use of a HPLC coupled in parallel to an ESMS and an ICPMS, hence correlating the calculated sulfur content to the amount of cyclic peptide. The second method is an NMR ERETIC method for quantifying the solution concentration of cyclic peptides. These methods make the quantification of new compounds much easier as there is no need for the use of authentic standards when they are not available.
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Affiliation(s)
- Rosemary I. Adaba
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
| | - Greg Mann
- Biomedical Sciences Research Complex, University of St Andrews, North Haugh, St Andrews, Fife KY16 9ST, UK
| | - Andrea Raab
- TESLA, Department of Chemistry, University of Aberdeen, UK
| | - Wael E. Houssen
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
- Institute of Medical Sciences, University of Aberdeen, Aberdeen AB25 2ZD, UK
- Pharmacognosy Department, Faculty of Pharmacy, Mansoura University, Mansoura 35516, Egypt
| | - Andrew R. McEwan
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
- Institute of Medical Sciences, University of Aberdeen, Aberdeen AB25 2ZD, UK
| | - Louise Thomas
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
- Institute of Medical Sciences, University of Aberdeen, Aberdeen AB25 2ZD, UK
| | - Jioji Tabudravu
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
| | - James H. Naismith
- Biomedical Sciences Research Complex, University of St Andrews, North Haugh, St Andrews, Fife KY16 9ST, UK
| | - Marcel Jaspars
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Meston Walk, Aberdeen. AB24 3UE, UK
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17
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Cifani P, Kentsis A. Towards comprehensive and quantitative proteomics for diagnosis and therapy of human disease. Proteomics 2016; 17. [PMID: 27775219 DOI: 10.1002/pmic.201600079] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2016] [Revised: 10/06/2016] [Accepted: 10/21/2016] [Indexed: 12/21/2022]
Abstract
Given superior analytical features, MS proteomics is well suited for the basic investigation and clinical diagnosis of human disease. Modern MS enables detailed functional characterization of the pathogenic biochemical processes, as achieved by accurate and comprehensive quantification of proteins and their regulatory chemical modifications. Here, we describe how high-accuracy MS in combination with high-resolution chromatographic separations can be leveraged to meet these analytical requirements in a mechanism-focused manner. We review the quantification methods capable of producing accurate measurements of protein abundance and posttranslational modification stoichiometries. We then discuss how experimental design and chromatographic resolution can be leveraged to achieve comprehensive functional characterization of biochemical processes in complex biological proteomes. Finally, we describe current approaches for quantitative analysis of a common functional protein modification: reversible phosphorylation. In all, current instrumentation and methods of high-resolution chromatography and MS proteomics are poised for immediate translation into improved diagnostic strategies for pediatric and adult diseases.
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Affiliation(s)
- Paolo Cifani
- Molecular Pharmacology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alex Kentsis
- Molecular Pharmacology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Pediatrics, Weill Cornell College of Cornell University and Memorial Sloan Kettering Cancer Center, New York, NY, USA
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18
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Zhang W, Zhong T, Chen Y. LC-MS/MS-based targeted proteomics quantitatively detects the interaction between p53 and MDM2 in breast cancer. J Proteomics 2016; 152:172-180. [PMID: 27826076 DOI: 10.1016/j.jprot.2016.11.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Revised: 10/19/2016] [Accepted: 11/01/2016] [Indexed: 12/31/2022]
Abstract
In breast cancer, p53 could be functionally compromised by interaction with several proteins. Among those proteins, MDM2 serves as a pivotal negative regulator and counteracts p53 activation. Thus, the ability to quantitatively and accurately monitor the changes in level of p53-MDM2 interaction with disease state can enable an improved understanding of this protein-protein interaction (PPI), provide a better insight into cancer development and allow the emergence of advanced treatments. However, rare studies have evaluated the quantitative extent of PPI including p53-MDM2 interaction so far. In this study, a LC-MS/MS-based targeted proteomics assay was developed and coupled with co-immunoprecipitation (Co-IP) for the quantification of p53-MDM2 complex. A p53 antibody with the epitope residing at 156-214 residues achieved the greatest IP efficiency. 321KPLDGEYFTLQIR333 (p53) and 327ENWLPEDK334 (MDM2) were selected as surrogate peptides in the targeted analysis. Stable isotope-labeled synthetic peptides were used as internal standards. An LOQ (limit of quantification) of 2ng/mL was obtained. Then, the assay was applied to quantitatively detect total p53, total MDM2 and p53-MDM2 in breast cells and tissue samples. Western blotting was performed for a comparison. Finally, a quantitative time-course analysis in MCF-7 cells with the treatment of nutlin-3 as a PPI inhibitor was also monitored. BIOLOGICAL SIGNIFICANCE Proteins do not function as single entities but rather as a team player that has to communicate. Protein-protein interaction (PPI), normally by means of non-covalent contact among binary or large protein complex, is essential for many cellular processes including cancer progression. Thus, the ability to quantitatively and accurately monitor the changes in level of PPI with disease state can enable an improved understanding of PPI, provide a better insight into cancer development and allow the emergence of advanced treatments. However, rare studies have evaluated the quantitative extent of PPI so far. The major issue of current available approaches is the trade-off between sensitivity and specificity. Thus, techniques with the ability to quantify PPIs with both high sensitivity (low false-negative rate) and high specificity (low false-positive rate) are eagerly desired. Liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics has shown its potential to study biomolecules because of its high sensitivity, high selectivity and wide dynamic range. In this study, we made an effort to develop a LC-MS/MS-based targeted proteomics assay for the quantitative detection of p53-MDM2 interaction in breast cells and tissue samples.
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Affiliation(s)
- Wen Zhang
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Ting Zhong
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Yun Chen
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China.
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19
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A targeted proteomics approach to the quantitative analysis of ERK/Bcl-2-mediated anti-apoptosis and multi-drug resistance in breast cancer. Anal Bioanal Chem 2016; 408:7491-503. [PMID: 27510278 DOI: 10.1007/s00216-016-9847-7] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Revised: 07/26/2016] [Accepted: 07/28/2016] [Indexed: 10/21/2022]
Abstract
Apoptosis suppression caused by overexpression of anti-apoptotic proteins is a central factor to the acquisition of multi-drug resistance (MDR) in breast cancer. As a highly conserved anti-apoptotic protein, Bcl-2 can initiate an anti-apoptosis response via an ERK1/2-mediated pathway. However, the details therein are still far from completely understood and a quantitative description of the associated proteins in the biological context may provide more insights into this process. Following our previous attempts in the quantitative analysis of MDR mechanisms, liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics was continually employed here to describe ERK/Bcl-2-mediated anti-apoptosis. A targeted proteomics assay was developed and validated first for the simultaneous quantification of ERK1/2 and Bcl-2. In particular, ERK isoforms (i.e., ERK1 and ERK2) and their differential phosphorylated forms including isobaric ones were distinguished. Using this assay, differential protein levels and site-specific phosphorylation stoichiometry were observed in parental drug-sensitive MCF-7/WT cancer cells and drug-resistant MCF-7/ADR cancer cells and breast tissue samples from two groups of patients who were either suspected or diagnosed to have drug resistance. In addition, quantitative analysis of the time course of both ERK1/2 and Bcl-2 in doxorubicin (DOX)-treated MCF-7/WT cells confirmed these findings. Overall, we propose that targeted proteomics can be used generally to resolve more complex cellular events.
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20
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Xu Q, Xu F, Liu L, Chen Y. Compositional Analysis of Asymmetric and Symmetric Dimethylated H3R2 Using Liquid Chromatography–Tandem Mass Spectrometry-Based Targeted Proteomics. Anal Chem 2016; 88:8441-9. [DOI: 10.1021/acs.analchem.6b00076] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Qingqing Xu
- School of Pharmacy, Nanjing Medical University, 818
Tian Yuan East Road, Nanjing, 211166, China
| | - Feifei Xu
- School of Pharmacy, Nanjing Medical University, 818
Tian Yuan East Road, Nanjing, 211166, China
| | - Liang Liu
- School of Pharmacy, Nanjing Medical University, 818
Tian Yuan East Road, Nanjing, 211166, China
| | - Yun Chen
- School of Pharmacy, Nanjing Medical University, 818
Tian Yuan East Road, Nanjing, 211166, China
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21
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Ho JM, Reynolds NM, Rivera K, Connolly M, Guo LT, Ling J, Pappin DJ, Church GM, Söll D. Efficient Reassignment of a Frequent Serine Codon in Wild-Type Escherichia coli. ACS Synth Biol 2016; 5:163-71. [PMID: 26544153 DOI: 10.1021/acssynbio.5b00197] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Expansion of the genetic code through engineering the translation machinery has greatly increased the chemical repertoire of the proteome. This has been accomplished mainly by read-through of UAG or UGA stop codons by the noncanonical aminoacyl-tRNA of choice. While stop codon read-through involves competition with the translation release factors, sense codon reassignment entails competition with a large pool of endogenous tRNAs. We used an engineered pyrrolysyl-tRNA synthetase to incorporate 3-iodo-l-phenylalanine (3-I-Phe) at a number of different serine and leucine codons in wild-type Escherichia coli. Quantitative LC-MS/MS measurements of amino acid incorporation yields carried out in a selected reaction monitoring experiment revealed that the 3-I-Phe abundance at the Ser208AGU codon in superfolder GFP was 65 ± 17%. This method also allowed quantification of other amino acids (serine, 33 ± 17%; phenylalanine, 1 ± 1%; threonine, 1 ± 1%) that compete with 3-I-Phe at both the aminoacylation and decoding steps of translation for incorporation at the same codon position. Reassignments of different serine (AGU, AGC, UCG) and leucine (CUG) codons with the matching tRNA(Pyl) anticodon variants were met with varying success, and our findings provide a guideline for the choice of sense codons to be reassigned. Our results indicate that the 3-iodo-l-phenylalanyl-tRNA synthetase (IFRS)/tRNA(Pyl) pair can efficiently outcompete the cellular machinery to reassign select sense codons in wild-type E. coli.
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Affiliation(s)
- Joanne M. Ho
- Department
of Genetics, Harvard Medical School, Boston, Massachusetts 02115, United States
| | | | - Keith Rivera
- Cold Spring Harbor Laboratory, Cold
Spring Harbor, New York 11724, United States
| | - Morgan Connolly
- Cold Spring Harbor Laboratory, Cold
Spring Harbor, New York 11724, United States
| | | | | | - Darryl J. Pappin
- Cold Spring Harbor Laboratory, Cold
Spring Harbor, New York 11724, United States
| | - George M. Church
- Department
of Genetics, Harvard Medical School, Boston, Massachusetts 02115, United States
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22
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Arnold SL, Stevison F, Isoherranen N. Impact of Sample Matrix on Accuracy of Peptide Quantification: Assessment of Calibrator and Internal Standard Selection and Method Validation. Anal Chem 2016; 88:746-53. [PMID: 26606514 PMCID: PMC4817721 DOI: 10.1021/acs.analchem.5b03004] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Protein quantification based on peptides using LC-MS/MS has emerged as a promising method to measure biomarkers, protein drugs, and endogenous proteins. However, the best practices for selection, optimization, and validation of the quantification peptides are not well established, and the influence of different matrices on protein digestion, peptide stability, and MS detection has not been systematically addressed. The aim of this study was to determine how biological matrices affect digestion, detection, and stability of peptides. The microsomal retinol dehydrogenase (RDH11) and cytosolic soluble aldehyde dehydrogenases (ALDH1As) involved in the synthesis of retinoic acid (RA) were chosen as model proteins. Considerable differences in the digestion efficiency, sensitivity, and matrix effects between peptides were observed regardless of the target protein's subcellular localization. The precision and accuracy of the quantification of RDH11 and ALDH1A were affected by the choice of calibration and internal standards. The final method using recombinant protein calibrators and stable isotope labeled (SIL) peptide internal standards was validated for human liver. The results demonstrate that different sample matrices have peptide, time, and matrix specific effects on protein digestion and absolute quantification.
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Affiliation(s)
- Samuel L. Arnold
- Department of Pharmaceutics, University of Washington, Health Science Building, Room H-272M Box 357610 Seattle Washington 98195-7610 USA
| | - Faith Stevison
- Department of Pharmaceutics, University of Washington, Health Science Building, Room H-272M Box 357610 Seattle Washington 98195-7610 USA
| | - Nina Isoherranen
- Department of Pharmaceutics, University of Washington, Health Science Building, Room H-272M Box 357610 Seattle Washington 98195-7610 USA
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23
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Barnidge DR, Dispenzieri A, Merlini G, Katzmann JA, Murray DL. Monitoring free light chains in serum using mass spectrometry. ACTA ACUST UNITED AC 2016; 54:1073-83. [DOI: 10.1515/cclm-2015-0917] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2015] [Accepted: 12/27/2015] [Indexed: 11/15/2022]
Abstract
AbstractSerum immunoglobulin free light chains (FLC) are secreted into circulation by plasma cells as a by-product of immunoglobulin production. In a healthy individual the population of FLC is polyclonal as no single cell is secreting more FLC than the total immunoglobulin secreting cell population. In a person with a plasma cell dyscrasia, such as multiple myeloma (MM) or light chain amyloidosis (AL), a clonal population of plasma cells secretes a monoclonal light chain at a concentration above the normal polyclonal background.We recently showed that monoclonal immunoglobulin rapid accurate mass measurement (miRAMM) can be used to identify and quantify a monoclonal light chain (LC) in serum and urine above the polyclonal background. This was accomplished by reducing immunoglobulin disulfide bonds releasing the LC to be analyzed by microLC-ESI-Q-TOF mass spectrometry. Here we demonstrate that the methodology can also be applied to the detection and quantification of FLC by analyzing a non-reduced sample.Proof of concept experiments were performed using purified FLC spiked into normal serum to assess linearity and precision. In addition, a cohort of 27 patients with AL was analyzed and miRAMM was able to detect a monoclonal FLC in 23 of the 27 patients that had abnormal FLC values by immunonephelometry.The high resolution and high mass measurement accuracy provided by the mass spectrometry based methodology eliminates the need for κ/λ ratios as the method can quantitatively monitor the abundance of the κ and λ polyclonal background at the same time it measures the monoclonal FLC.
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24
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Kuhn E, Carr SA. Multiplexed Immunoaffinity Enrichment of Peptides with Anti-peptide Antibodies and Quantification by Stable Isotope Dilution Multiple Reaction Monitoring Mass Spectrometry. Methods Mol Biol 2016; 1410:135-167. [PMID: 26867743 DOI: 10.1007/978-1-4939-3524-6_9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Immunoaffinity enrichment of peptides using anti-peptide antibodies and their subsequent analysis by targeted mass spectrometry using stable isotope-labeled peptide standards is a sensitive and relatively high-throughput assay technology for unmodified and modified peptides in cells, tissues, and biofluids. Suppliers of antibodies and peptides are increasingly aware of this technique and have started incorporating customized quality measures and production protocols to increase the success rate, performance, and supply of the necessary reagents. Over the past decade, analytical biochemists, clinical diagnosticians, antibody experts, and mass spectrometry specialists have shared ideas, instrumentation, reagents, and protocols, to demonstrate that immuno-MRM-MS is reproducible across laboratories. Assay performance is now suitable for verification of candidate biomarkers from large scale discovery "omics" studies, measuring diagnostic proteins in plasma in the clinical laboratory, and for developing a companion assay for preclinical drug studies. Here we illustrate the process for developing these assays with a step-by-step guide for a 20-plex immuno-MRM-MS assay. We emphasize the need for analytical validation of the assay to insure that antibodies, peptides, and mass spectrometer are working as intended, in a multiplexed manner, with suitable assay performance (median values for 20 peptides: CV = 12.4% at 740 amol/μL, LOD = 310 amol/μL) for applications in quantitative biology and candidate biomarker verification. The assays described conform to Tier 2 (of 3) level of analytical assay validation (1), meaning that the assays are capable of repeatedly measuring sets of analytes of interest within and across samples/experiments and employ internal standards for each analyte for confident detection and precise quantification.
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Affiliation(s)
- Eric Kuhn
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA.
| | - Steven A Carr
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA.
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25
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Xu F, Yang T, Chen Y. Quantification of microRNA by DNA-Peptide Probe and Liquid Chromatography-Tandem Mass Spectrometry-Based Quasi-Targeted Proteomics. Anal Chem 2015; 88:754-63. [PMID: 26641144 DOI: 10.1021/acs.analchem.5b03056] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The distorted and unique expression of microRNAs (miRNAs) in cancer makes them an attractive source of biomarkers. However, one of prerequisites for the application of miRNAs in clinical practice is to accurately profile their expression. Currently available assays normally require pre-enrichment, amplification, and labeling steps, and most of them are semiquantitative. In this study, we converted the signal of target miR-21 into reporter peptide by a DNA-peptide probe and the reporter peptide was ultimately quantified using LC-MS/MS-based targeted proteomics. Specifically, substrate peptide GDKAVLGVDPFR containing reporter peptide AVLGVDPFR and tryptic cleavage site (lysine at position 3) was first designed, followed by the conjugation with DNA sequence that was complementary to miR-21. The newly formed DNA-peptide probe was then hybridized with miR-21, which was biotinylated and attached to streptavidin agarose in advance. After trypsin digestion, the reporter peptide was released and monitored by a targeted proteomics assay. The obtained limit of quantification (LOQ) was 1 pM, and the detection dynamic range spanned ∼5 orders of magnitude. Using this assay, the developed quasi-targeted proteomics approach was applied to determine miR-21 level in breast cells and tissue samples. Finally, qRT-PCR was also performed for a comparison. This report grafted the strategy of targeted proteomics into miRNA quantification.
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Affiliation(s)
- Feifei Xu
- School of Pharmacy, Nanjing Medical University , Nanjing, 211166, China
| | - Ting Yang
- Department of Pharmacy, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School , Nanjing, 210029, China
| | - Yun Chen
- School of Pharmacy, Nanjing Medical University , Nanjing, 211166, China
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26
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Targeted Proteomics Enables Simultaneous Quantification of Folate Receptor Isoforms and Potential Isoform-based Diagnosis in Breast Cancer. Sci Rep 2015; 5:16733. [PMID: 26573433 PMCID: PMC4648081 DOI: 10.1038/srep16733] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Accepted: 10/19/2015] [Indexed: 01/03/2023] Open
Abstract
The distinct roles of protein isoforms in cancer are becoming increasingly evident. FRα and FRβ, two major isoforms of the folate receptor family, generally have different cellular distribution and tissue specificity. However, the presence of FRβ in breast tumors, where FRα is normally expressed, complicates this situation. Prior to applying any FR isoform-based diagnosis and therapeutics, it is essential to monitor the expression profile of FR isoforms in a more accurate manner. An LC-MS/MS-based targeted proteomics assay was developed and validated in this study because of the lack of suitable methodology for the simultaneous and specific measurement of highly homologous isoforms occurring at low concentrations. FRα and FRβ monitoring was achieved by measuring their surrogate isoform-specific peptides. Five human breast cell lines, isolated macrophages and 60 matched pairs of breast tissue samples were subjected to the analysis. The results indicated that FRβ was overexpressed in tumor-associated macrophages (TAMs) but not epithelial cells, in addition to an enhanced level of FRα in breast cancer cells and tissue samples. Moreover, the levels of the FR isoforms were evaluated according to the histology, histopathological features and molecular subtypes of breast cancer. Several positive associations with PR/ER and HER2 status and metastasis were revealed.
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27
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Liu L, Zhong T, Xu Q, Chen Y. Efficient Molecular Imprinting Strategy for Quantitative Targeted Proteomics of Human Transferrin Receptor in Depleted Human Serum. Anal Chem 2015; 87:10910-9. [PMID: 26496531 DOI: 10.1021/acs.analchem.5b02633] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Soluble transferrin receptor (sTfR) in serum has been suggested as a marker for breast cancer diagnosis, monitoring and treatment. However, sTfR levels in some situations could be far below the limit of quantification (LOQ) of most assays. Thus, an efficient sample pretreatment strategy is required. In this study, molecularly imprinted polymers (MIPs) were developed and coupled with liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics for sTfR measurement. The key to this effort was that the same surrogate peptide of sTfR (VEYHFLSPYVSPK, VK13) was employed in both the enrichment by MIPs and the quantification by targeted proteomics. Specifically, three peptide templates with different lengths were evaluated for the synthesis of MIPs, and the imprinting conditions were optimized. The characteristics of MIPs, including the adsorption capacity, adsorption kinetics, and binding selectivity, were also investigated. As a result, a ∼12-fold enhancement of sensitivity was achieved using MIPs. An LOQ of 200 ng·mL(-1) was obtained. The intra- and interday precision were <10.7 and 7.8%, respectively. The accuracy was 7.5% at the lower limit of quantification (LLOQ) and <8.4% for the other QC levels. After validation, the assay was applied to determine the sTfR levels in breast cancer patients (n = 20) and healthy volunteers (n = 20) using the standard addition method. The corresponding levels of sTfR were 1.59 ± 0.36 μg·mL(-1) (range: 0.96-2.34 μg·mL(-1)) in the volunteers and 1.82 ± 0.42 μg·mL(-1) (range: 0.95-2.47 μg·mL(-1)) in the patients. This study is among the first to combine MIPs and LC-MS/MS targeted proteomics for protein quantification at the peptide level.
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Affiliation(s)
- Liang Liu
- School of Pharmacy, Nanjing Medical University , 818 Tian Yuan East Road, Nanjing, 211166, China
| | - Ting Zhong
- School of Pharmacy, Nanjing Medical University , 818 Tian Yuan East Road, Nanjing, 211166, China
| | - Qingqing Xu
- School of Pharmacy, Nanjing Medical University , 818 Tian Yuan East Road, Nanjing, 211166, China
| | - Yun Chen
- School of Pharmacy, Nanjing Medical University , 818 Tian Yuan East Road, Nanjing, 211166, China
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28
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Ebhardt HA, Root A, Sander C, Aebersold R. Applications of targeted proteomics in systems biology and translational medicine. Proteomics 2015; 15:3193-208. [PMID: 26097198 PMCID: PMC4758406 DOI: 10.1002/pmic.201500004] [Citation(s) in RCA: 136] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2015] [Revised: 04/27/2015] [Accepted: 06/09/2015] [Indexed: 01/28/2023]
Abstract
Biological systems are composed of numerous components of which proteins are of particularly high functional significance. Network models are useful abstractions for studying these components in context. Network representations display molecules as nodes and their interactions as edges. Because they are difficult to directly measure, functional edges are frequently inferred from suitably structured datasets consisting of the accurate and consistent quantification of network nodes under a multitude of perturbed conditions. For the precise quantification of a finite list of proteins across a wide range of samples, targeted proteomics exemplified by selected/multiple reaction monitoring (SRM, MRM) mass spectrometry has proven useful and has been applied to a variety of questions in systems biology and clinical studies. Here, we survey the literature of studies using SRM-MS in systems biology and clinical proteomics. Systems biology studies frequently examine fundamental questions in network biology, whereas clinical studies frequently focus on biomarker discovery and validation in a variety of diseases including cardiovascular disease and cancer. Targeted proteomics promises to advance our understanding of biological networks and the phenotypic significance of specific network states and to advance biomarkers into clinical use.
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Affiliation(s)
- H Alexander Ebhardt
- Department of Biology, Institute of Molecular Systems Biology, Eidgenossische Technische Hochschule (ETH) Zurich, Zurich, Switzerland
| | - Alex Root
- Computational Biology Center, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medical College, New York, NY, USA
| | - Chris Sander
- Computational Biology Center, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, Eidgenossische Technische Hochschule (ETH) Zurich, Zurich, Switzerland
- Faculty of Science, University of Zurich, Zurich, Switzerland
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Solving signal instability to maintain the second-order advantage in the resolution and determination of multi-analytes in complex systems by modeling liquid chromatography-mass spectrometry data using alternating trilinear decomposition method assisted with piecewise direct standardization. J Chromatogr A 2015; 1407:157-68. [PMID: 26141270 DOI: 10.1016/j.chroma.2015.06.049] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Revised: 06/15/2015] [Accepted: 06/15/2015] [Indexed: 11/22/2022]
Abstract
The application of calibration transfer methods has been successful in combination with near-infrared spectroscopy or other tools for prediction of chemical composition. One of the developed methods that can provide accurate performances is the piecewise direct standardization (PDS) method, which in this paper is firstly applied to transfer from one day to another the second-order calibration model based on alternating trilinear decomposition (ATLD) method built for the interference-free resolution and determination of multi-analytes in complex systems by liquid chromatography-mass spectrometry (LC-MS) in full scan mode. This is an example of LC-MS analysis in which interferences have been found, making necessary the use of second-order calibration because of its capacity for modeling this phenomenon, which implies analytes of interest can be resolved and quantified even in the presence of overlapped peaks and unknown interferences. Once the second-order calibration model based on ATLD method was built, the calibration transfer was conducted to compensate for the signal instability of LC-MS instrument over time. This allows one to reduce the volume of the heavy works for complete recalibration which is necessary for later accurate determinations. The root-mean-square error of prediction (RMSEP) and average recovery were used to evaluate the performances of the proposed strategy. Results showed that the number of calibration samples used on the real LC-MS data was reduced by using the PDS method from 11 to 3 while producing comparable RMSEP values and recovery values that were statistically the same (F-test, 95% confidence level) to those obtained with 11 calibration samples. This methodology is in accordance with the highly recommended green analytical chemistry principles, since it can reduce the experimental efforts and cost with regard to the use of a new calibration model built in modified conditions.
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30
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Xu Q, Zhu M, Yang T, Xu F, Liu Y, Chen Y. Quantitative assessment of human serum transferrin receptor in breast cancer patients pre- and post-chemotherapy using peptide immunoaffinity enrichment coupled with targeted proteomics. Clin Chim Acta 2015; 448:118-23. [PMID: 26096257 DOI: 10.1016/j.cca.2015.05.022] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2015] [Revised: 05/14/2015] [Accepted: 05/26/2015] [Indexed: 12/31/2022]
Abstract
BACKGROUND sTfR, a soluble form of transferrin receptor in serum, has been suggested as an indicator of bone marrow failure in breast cancer patients receiving chemotherapy. However, intensive chemotherapy could also cause a reduction of sTfR to a level below the LOQ of most assays. METHODS An advanced liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based targeted proteomics assay coupled with peptide immunoaffinity enrichment (SISCAPA) was developed and validated for monitoring sTfR. RESULTS Tryptic peptide 681VEYHFLSPYVSPK693 was selected as a surrogate analyte for quantification. High-abundant proteins were first removed from serum, followed by SISCAPA that was effective in surrogate peptide enrichment and sensitivity enhancement. The resulting LOQ can achieve 100ng/ml (~10-fold increase). Then, sTfR levels in breast cancer patients pre- and post-chemotherapy, and healthy volunteers were accurately quantified as 1.77±0.53μg/ml, 0.98±0.26μg/ml and 1.66±0.50μg/ml, respectively, using a standard addition method. While there was no evidence for a difference between patients and healthy volunteers, differential levels of sTfR pre- and post-chemotherapy were obtained. Comparison between SISCAPA-targeted proteomics and ELISA indicated that the former approach provided a lower value of sTfR. CONCLUSIONS SISCAPA-targeted proteomics may allow the quantification of low-abundant proteins in a more accurate manner.
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Affiliation(s)
- Qingqing Xu
- Nanjing Medical University, Nanjing, 211166, China
| | | | - Ting Yang
- Nanjing Medical University, Nanjing, 211166, China
| | - Feifei Xu
- Nanjing Medical University, Nanjing, 211166, China
| | - Yuan Liu
- First Affiliated Hospital of Nanjing Medical University, Nanjing, 210006, China
| | - Yun Chen
- Nanjing Medical University, Nanjing, 211166, China.
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31
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Hill RC, Calle EA, Dzieciatkowska M, Niklason LE, Hansen KC. Quantification of extracellular matrix proteins from a rat lung scaffold to provide a molecular readout for tissue engineering. Mol Cell Proteomics 2015; 14:961-73. [PMID: 25660013 PMCID: PMC4390273 DOI: 10.1074/mcp.m114.045260] [Citation(s) in RCA: 117] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Revised: 01/06/2015] [Indexed: 01/20/2023] Open
Abstract
The use of extracellular matrix (ECM) scaffolds, derived from decellularized tissues for engineered organ generation, holds enormous potential in the field of regenerative medicine. To support organ engineering efforts, we developed a targeted proteomics method to extract and quantify extracellular matrix components from tissues. Our method provides more complete and accurate protein characterization than traditional approaches. This is accomplished through the analysis of both the chaotrope-soluble and -insoluble protein fractions and using recombinantly generated stable isotope labeled peptides for endogenous protein quantification. Using this approach, we have generated 74 peptides, representing 56 proteins to quantify protein in native (nondecellularized) and decellularized lung matrices. We have focused on proteins of the ECM and additional intracellular proteins that are challenging to remove during the decellularization procedure. Results indicate that the acellular lung scaffold is predominantly composed of structural collagens, with the majority of these proteins found in the insoluble ECM, a fraction that is often discarded using widely accepted proteomic methods. The decellularization procedure removes over 98% of intracellular proteins evaluated and retains, to varying degrees, proteoglycans and glycoproteins of the ECM. Accurate characterization of ECM proteins from tissue samples will help advance organ engineering efforts by generating a molecular readout that can be correlated with functional outcome to drive the next generation of engineered organs.
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Affiliation(s)
- Ryan C Hill
- ‡Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Aurora, CO 80045
| | | | - Monika Dzieciatkowska
- ‡Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Aurora, CO 80045
| | - Laura E Niklason
- §Department of Biomedical Engineering and Anesthesiology, ¶Yale University, New Haven, CT 06519
| | - Kirk C Hansen
- ‡Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Aurora, CO 80045,
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32
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Bruderer R, Bernhardt OM, Gandhi T, Miladinović SM, Cheng LY, Messner S, Ehrenberger T, Zanotelli V, Butscheid Y, Escher C, Vitek O, Rinner O, Reiter L. Extending the limits of quantitative proteome profiling with data-independent acquisition and application to acetaminophen-treated three-dimensional liver microtissues. Mol Cell Proteomics 2015; 14:1400-10. [PMID: 25724911 PMCID: PMC4424408 DOI: 10.1074/mcp.m114.044305] [Citation(s) in RCA: 725] [Impact Index Per Article: 80.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Indexed: 01/08/2023] Open
Abstract
The data-independent acquisition (DIA) approach has recently been introduced as a novel mass spectrometric method that promises to combine the high content aspect of shotgun proteomics with the reproducibility and precision of selected reaction monitoring. Here, we evaluate, whether SWATH-MS type DIA effectively translates into a better protein profiling as compared with the established shotgun proteomics. We implemented a novel DIA method on the widely used Orbitrap platform and used retention-time-normalized (iRT) spectral libraries for targeted data extraction using Spectronaut. We call this combination hyper reaction monitoring (HRM). Using a controlled sample set, we show that HRM outperformed shotgun proteomics both in the number of consistently identified peptides across multiple measurements and quantification of differentially abundant proteins. The reproducibility of HRM in peptide detection was above 98%, resulting in quasi complete data sets compared with 49% of shotgun proteomics. Utilizing HRM, we profiled acetaminophen (APAP)1-treated three-dimensional human liver microtissues. An early onset of relevant proteome changes was revealed at subtoxic doses of APAP. Further, we detected and quantified for the first time human NAPQI-protein adducts that might be relevant for the toxicity of APAP. The adducts were identified on four mitochondrial oxidative stress related proteins (GATM, PARK7, PRDX6, and VDAC2) and two other proteins (ANXA2 and FTCD). Our findings imply that DIA should be the preferred method for quantitative protein profiling.
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Affiliation(s)
- Roland Bruderer
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland; §Institute of Molecular Systems Biology, ETH Zurich, Auguste-Piccard-Hof 1, 8093 Zurich, Switzerland
| | | | - Tejas Gandhi
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | - Saša M Miladinović
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland; §Institute of Molecular Systems Biology, ETH Zurich, Auguste-Piccard-Hof 1, 8093 Zurich, Switzerland
| | - Lin-Yang Cheng
- ¶Department of Statistics, Department of Computer Science, Purdue University, 150 N. University Street, West Lafayette, IN 47907-2068
| | - Simon Messner
- **InSphero AG, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | | | - Vito Zanotelli
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | - Yulia Butscheid
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | - Claudia Escher
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | - Olga Vitek
- ¶Department of Statistics, Department of Computer Science, Purdue University, 150 N. University Street, West Lafayette, IN 47907-2068
| | - Oliver Rinner
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland
| | - Lukas Reiter
- From the ‡Biognosys, Wagistrasse 25, CH-8952 Schlieren, Switzerland;
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Abbatiello SE, Schilling B, Mani DR, Zimmerman LJ, Hall SC, MacLean B, Albertolle M, Allen S, Burgess M, Cusack MP, Gosh M, Hedrick V, Held JM, Inerowicz HD, Jackson A, Keshishian H, Kinsinger CR, Lyssand J, Makowski L, Mesri M, Rodriguez H, Rudnick P, Sadowski P, Sedransk N, Shaddox K, Skates SJ, Kuhn E, Smith D, Whiteaker JR, Whitwell C, Zhang S, Borchers CH, Fisher SJ, Gibson BW, Liebler DC, MacCoss MJ, Neubert TA, Paulovich AG, Regnier FE, Tempst P, Carr SA. Large-Scale Interlaboratory Study to Develop, Analytically Validate and Apply Highly Multiplexed, Quantitative Peptide Assays to Measure Cancer-Relevant Proteins in Plasma. Mol Cell Proteomics 2015; 14:2357-74. [PMID: 25693799 DOI: 10.1074/mcp.m114.047050] [Citation(s) in RCA: 141] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Indexed: 11/06/2022] Open
Abstract
There is an increasing need in biology and clinical medicine to robustly and reliably measure tens to hundreds of peptides and proteins in clinical and biological samples with high sensitivity, specificity, reproducibility, and repeatability. Previously, we demonstrated that LC-MRM-MS with isotope dilution has suitable performance for quantitative measurements of small numbers of relatively abundant proteins in human plasma and that the resulting assays can be transferred across laboratories while maintaining high reproducibility and quantitative precision. Here, we significantly extend that earlier work, demonstrating that 11 laboratories using 14 LC-MS systems can develop, determine analytical figures of merit, and apply highly multiplexed MRM-MS assays targeting 125 peptides derived from 27 cancer-relevant proteins and seven control proteins to precisely and reproducibly measure the analytes in human plasma. To ensure consistent generation of high quality data, we incorporated a system suitability protocol (SSP) into our experimental design. The SSP enabled real-time monitoring of LC-MRM-MS performance during assay development and implementation, facilitating early detection and correction of chromatographic and instrumental problems. Low to subnanogram/ml sensitivity for proteins in plasma was achieved by one-step immunoaffinity depletion of 14 abundant plasma proteins prior to analysis. Median intra- and interlaboratory reproducibility was <20%, sufficient for most biological studies and candidate protein biomarker verification. Digestion recovery of peptides was assessed and quantitative accuracy improved using heavy-isotope-labeled versions of the proteins as internal standards. Using the highly multiplexed assay, participating laboratories were able to precisely and reproducibly determine the levels of a series of analytes in blinded samples used to simulate an interlaboratory clinical study of patient samples. Our study further establishes that LC-MRM-MS using stable isotope dilution, with appropriate attention to analytical validation and appropriate quality control measures, enables sensitive, specific, reproducible, and quantitative measurements of proteins and peptides in complex biological matrices such as plasma.
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Affiliation(s)
- Susan E Abbatiello
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142
| | | | - D R Mani
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142
| | - Lisa J Zimmerman
- Department of Biochemistry, Vanderbilt University School of Medicine, and the Jim Ayers Institute for Precancer Detection and Diagnosis, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee 37232
| | - Steven C Hall
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Francisco, San Francisco, California 94143
| | - Brendan MacLean
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington 98195
| | - Matthew Albertolle
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Francisco, San Francisco, California 94143
| | - Simon Allen
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Francisco, San Francisco, California 94143
| | - Michael Burgess
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142
| | | | - Mousumi Gosh
- Memorial Sloan-Kettering Cancer Center, New York, New York 10065
| | | | - Jason M Held
- Buck Institute for Research on Aging, Novato, California 94945
| | | | - Angela Jackson
- University of Victoria-Genome BC Proteomics Centre, Victoria, British Columbia V8Z 7X8 CAN
| | - Hasmik Keshishian
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142
| | | | - John Lyssand
- Kimmel Center for Biology and Medicine at the Skirball Institute, New York University School of Medicine, New York, New York 10016
| | - Lee Makowski
- Argonne National Laboratory (currently at Northeastern University, Boston Massachusetts 02115
| | - Mehdi Mesri
- National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892
| | - Henry Rodriguez
- National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892
| | - Paul Rudnick
- National Institute of Standards and Technology, Gaithersburg, Maryland 20899
| | - Pawel Sadowski
- Kimmel Center for Biology and Medicine at the Skirball Institute, New York University School of Medicine, New York, New York 10016
| | - Nell Sedransk
- National Institute of Statistical Sciences, Research Triangle Park, North Carolina 27709
| | - Kent Shaddox
- Department of Biochemistry, Vanderbilt University School of Medicine, and the Jim Ayers Institute for Precancer Detection and Diagnosis, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee 37232
| | - Stephen J Skates
- Biostatistics Center, Massachusetts General Hospital, Boston, Massachusetts 02114
| | - Eric Kuhn
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142
| | - Derek Smith
- University of Victoria-Genome BC Proteomics Centre, Victoria, British Columbia V8Z 7X8 CAN
| | | | - Corbin Whitwell
- Department of Biochemistry, Vanderbilt University School of Medicine, and the Jim Ayers Institute for Precancer Detection and Diagnosis, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee 37232
| | - Shucha Zhang
- Fred Hutchinson Cancer Research Center, Seattle, Washington 98109
| | - Christoph H Borchers
- University of Victoria-Genome BC Proteomics Centre, Victoria, British Columbia V8Z 7X8 CAN
| | - Susan J Fisher
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Francisco, San Francisco, California 94143
| | | | - Daniel C Liebler
- Department of Biochemistry, Vanderbilt University School of Medicine, and the Jim Ayers Institute for Precancer Detection and Diagnosis, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee 37232
| | - Michael J MacCoss
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington 98195
| | - Thomas A Neubert
- Kimmel Center for Biology and Medicine at the Skirball Institute, New York University School of Medicine, New York, New York 10016
| | | | | | - Paul Tempst
- Memorial Sloan-Kettering Cancer Center, New York, New York 10065
| | - Steven A Carr
- From the Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142;
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Quantitative analysis of immunoglobulin subclasses and subclass specific glycosylation by LC-MS-MRM in liver disease. J Proteomics 2015; 116:24-33. [PMID: 25582524 DOI: 10.1016/j.jprot.2014.12.020] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Revised: 11/13/2014] [Accepted: 12/09/2014] [Indexed: 12/23/2022]
Abstract
UNLABELLED Aberrant glycosylation of IgGs has been linked to human diseases, including liver disease. In this study, we have quantified plasma immunoglobulins in cirrhosis (CIR) and hepatocellular carcinoma (HCC) and employed a novel LC-MS-MRM assay to quantify glycoforms of IgG subclasses 1-4. Glycan oxonium ions and peptide-GlcNAc fragment ions were utilized to quantify the IgG glycoforms purified by affinity chromatography with normalization to the unique peptide for each IgG subclass. Our results indicate that HCC patients have increased circulating IgG1, IgG3, IgA1, and IgM compared to healthy controls; comparison of HCC and CIR patients shows that HCC patients have significantly higher concentration of IgG1 and IgM but lower concentration of IgG2. An increase in galactose-deficient core fucosylated glycoforms was consistently observed in CIR and HCC patients. The FA2G0 and FA2BG0 glycoforms increase approximately 2-fold in all IgG subclasses accompanied by a decrease in the FA2G2 glycoform. Fucosylation changes are less pronounced but we have detected increased degree of fucosylation in the IgG1 and IgG3 glycoforms. In conclusion, we have optimized a sensitive and selective LC-MS-MRM method for the quantification of immunoglobulin subclasses and their site specific glycoforms, demonstrating that both quantities and glycoforms of immunoglobulins change significantly in liver disease progression to HCC. BIOLOGICAL SIGNIFICANCE We have demonstrated that both quantities and glycoforms of immunoglobulin subclasses change significantly in liver disease progression to HCC through quantitative study of immunoglobulin subclasses and their site specific glycoforms using a sensitive and selective LC-MS-MRM method. Redistribution of the glycoforms of specific immunoglobulin subclasses could have important implications for receptor mediated responses affecting the progression of liver disease.
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35
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Parsons HT, Heazlewood JL. Beyond the Western front: targeted proteomics and organelle abundance profiling. FRONTIERS IN PLANT SCIENCE 2015; 6:301. [PMID: 25999968 PMCID: PMC4419601 DOI: 10.3389/fpls.2015.00301] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Accepted: 04/15/2015] [Indexed: 05/09/2023]
Abstract
The application of westerns or immunoblotting techniques for assessing the composition, dynamics, and purity of protein extracts from plant material has become common practice. While the approach is reproducible, can be readily applied and is generally considered robust, the field of plant science suffers from a lack of antibody variety against plant proteins. The development of approaches that employ mass spectrometry to enable both relative and absolute quantification of many hundreds of proteins in a single sample from a single analysis provides a mechanism to overcome the expensive impediment in having to develop antibodies in plant science. We consider it an opportune moment to consider and better develop the adoption of multiple reaction monitoring (MRM)-based analyses in plant biochemistry.
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Affiliation(s)
| | - Joshua L. Heazlewood
- Joint BioEnergy Institute, Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- The Australian Research Council Centre of Excellence in Plant Cell Walls, School of BioSciences, The University of Melbourne, Melbourne, VIC, Australia
- *Correspondence: Joshua L. Heazlewood, The Australian Research Council Centre of Excellence in Plant Cell Walls, School of BioSciences, The University of Melbourne, Swanston Street, Melbourne, VIC 3010, Australia,
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36
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Xu F, Yang T, Sheng Y, Zhong T, Yang M, Chen Y. Simultaneous Quantification of Protein Phosphorylation Sites using Liquid Chromatography–Tandem Mass Spectrometry-Based Targeted Proteomics: A Linear Algebra Approach for Isobaric Phosphopeptides. J Proteome Res 2014; 13:5452-60. [DOI: 10.1021/pr500339u] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Feifei Xu
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, China
| | - Ting Yang
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, China
| | - Yuan Sheng
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, China
| | - Ting Zhong
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, China
| | - Mi Yang
- Nanjing Gulou Hospital, Nanjing 210008, China
| | - Yun Chen
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, China
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37
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Yang T, Xu F, Zhao Y, Wang S, Yang M, Chen Y. A liquid chromatography-tandem mass spectrometry-based targeted proteomics approach for the assessment of transferrin receptor levels in breast cancer. Proteomics Clin Appl 2014; 8:773-82. [PMID: 24659461 DOI: 10.1002/prca.201300109] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2013] [Revised: 01/21/2014] [Accepted: 03/17/2014] [Indexed: 01/14/2023]
Affiliation(s)
- Ting Yang
- School of Pharmacy; Nanjing Medical University; Nanjing China
| | - Feifei Xu
- School of Pharmacy; Nanjing Medical University; Nanjing China
| | - Yi Zhao
- First Affiliated Hospital of Nanjing Medical University; Nanjing China
| | - Shui Wang
- First Affiliated Hospital of Nanjing Medical University; Nanjing China
| | - Mi Yang
- Nanjing Gulou Hospital; Nanjing China
| | - Yun Chen
- School of Pharmacy; Nanjing Medical University; Nanjing China
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38
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Recuenco-Muñoz L, Offre P, Valledor L, Lyon D, Weckwerth W, Wienkoop S. Targeted quantitative analysis of a diurnal RuBisCO subunit expression and translation profile in Chlamydomonas reinhardtii introducing a novel Mass Western approach. J Proteomics 2014; 113:143-53. [PMID: 25301535 DOI: 10.1016/j.jprot.2014.09.026] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2013] [Revised: 08/26/2014] [Accepted: 09/26/2014] [Indexed: 01/12/2023]
Abstract
UNLABELLED RuBisCO catalyzes the rate-limiting step of CO2 fixation in photosynthesis. Hypothetical mechanisms for the regulation of rbcL and rbcS gene expression assume that both large (LSU) and small (SSU) RuBisCO subunit proteins (RSUs) are present in equimolar amounts to fit the 1:1 subunit stoichiometry of the holoenzyme. However, the actual quantities of the RSUs have never been determined in any photosynthetic organism. In this study the absolute amount of rbc transcripts and RSUs was quantified in Chlamydomonas reinhardtii grown during a diurnal light/dark cycle. A novel approach utilizing more reliable protein stoichiometry quantification is introduced. The rbcL:rbcS transcript and protein ratios were both 5:1 on average during the diurnal time course, indicating that SSU is the limiting factor for the assembly of the holoenzyme. The oscillation of the RSUs was 9h out of phase relative to the transcripts. The amount of rbc transcripts was at its maximum in the dark while that of RSUs was at its maximum in the light phase suggesting that translation of the rbc transcripts is activated by light as previously hypothesized. A possible post-translational regulation that might be involved in the accumulation of a 37-kDa N-terminal LSU fragment during the light phase is discussed. BIOLOGICAL SIGNIFICANCE A novel MS based approach enabling the exact stoichiometric analysis and absolute quantification of protein complexes is presented in this article. The application of this method revealed new insights in RuBisCO subunit dynamics.
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Affiliation(s)
- Luis Recuenco-Muñoz
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria
| | - Pierre Offre
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria
| | - Luis Valledor
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria
| | - David Lyon
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria
| | - Wolfram Weckwerth
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria
| | - Stefanie Wienkoop
- Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Vienna, Austria.
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39
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Remily-Wood ER, Benson K, Baz RC, Chen YA, Hussein M, Hartley-Brown MA, Sprung RW, Perez B, Liu RZ, Yoder SJ, Teer JK, Eschrich SA, Koomen JM. Quantification of peptides from immunoglobulin constant and variable regions by LC-MRM MS for assessment of multiple myeloma patients. Proteomics Clin Appl 2014; 8:783-95. [PMID: 24723328 DOI: 10.1002/prca.201300077] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2013] [Revised: 03/05/2014] [Accepted: 04/03/2014] [Indexed: 12/29/2022]
Abstract
PURPOSE Quantitative MS assays for Igs are compared with existing clinical methods in samples from patients with plasma cell dyscrasias, for example, multiple myeloma (MM). EXPERIMENTAL DESIGN Using LC-MS/MS data, Ig constant region peptides, and transitions were selected for LC-MRM MS. Quantitative assays were used to assess Igs in serum from 83 patients. RNA sequencing and peptide-based LC-MRM are used to define peptides for quantification of the disease-specific Ig. RESULTS LC-MRM assays quantify serum levels of Igs and their isoforms (IgG1-4, IgA1-2, IgM, IgD, and IgE, as well as kappa (κ) and lambda (λ) light chains). LC-MRM quantification has been applied to single samples from a patient cohort and a longitudinal study of an IgE patient undergoing treatment, to enable comparison with existing clinical methods. Proof-of-concept data for defining and monitoring variable region peptides are provided using the H929 MM cell line and two MM patients. CONCLUSIONS AND CLINICAL RELEVANCE LC-MRM assays targeting constant region peptides determine the type and isoform of the involved Ig and quantify its expression; the LC-MRM approach has improved sensitivity compared with the current clinical method, but slightly higher inter-assay variability. Detection of variable region peptides is a promising way to improve Ig quantification, which could produce a dramatic increase in sensitivity over existing methods, and could further complement current clinical techniques.
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Yang T, Chen F, Xu F, Wang F, Xu Q, Chen Y. A liquid chromatography–tandem mass spectrometry-based targeted proteomics assay for monitoring P-glycoprotein levels in human breast tissue. Clin Chim Acta 2014; 436:283-9. [DOI: 10.1016/j.cca.2014.06.013] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Revised: 05/11/2014] [Accepted: 06/16/2014] [Indexed: 01/25/2023]
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Qeli E, Omasits U, Goetze S, Stekhoven DJ, Frey JE, Basler K, Wollscheid B, Brunner E, Ahrens CH. Improved prediction of peptide detectability for targeted proteomics using a rank-based algorithm and organism-specific data. J Proteomics 2014; 108:269-83. [DOI: 10.1016/j.jprot.2014.05.011] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2014] [Revised: 05/14/2014] [Accepted: 05/17/2014] [Indexed: 02/07/2023]
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Kamiie J, Shimoyama N, Aihara N, Hisasue M, Naya Y, Ogihara K, Shirota K. Quantitative analysis of CD3ε in a cloned canine lymphoma cell line by selected reaction monitoring assay. Biosci Biotechnol Biochem 2014; 78:271-5. [PMID: 25036680 DOI: 10.1080/09168451.2014.878216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
We established a mass spectrometry-based quantitative method of assaying CD3ε, a component of the T-cell receptor complex. It revealed a CD3ε level of 1 mol per cell in a newly derived canine T-cell lymphoma cell line. Our results suggest that this method has sufficient sensitivity to quantify CD3ε levels in canine lymphoma cells reliably.
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Affiliation(s)
- Junichi Kamiie
- a Laboratory of Veterinary Pathology , School of Veterinary Medicine, Azabu University , Sagamihara , Japan
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Xu F, Yang T, Fang D, Xu Q, Chen Y. An investigation of heat shock protein 27 and P-glycoprotein mediated multi-drug resistance in breast cancer using liquid chromatography-tandem mass spectrometry-based targeted proteomics. J Proteomics 2014; 108:188-97. [PMID: 24882106 DOI: 10.1016/j.jprot.2014.05.016] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2014] [Revised: 05/13/2014] [Accepted: 05/21/2014] [Indexed: 12/20/2022]
Abstract
UNLABELLED One missing puzzle piece to study heat shock protein 27 (HSP27) in P-glycoprotein (P-gp) mediated multi-drug resistance (MDR) was the amount of HSP27 and the extent of its phosphorylation in the biological context. Liquid chromatography-tandem mass spectrometry (LC/MS/MS)-based targeted proteomics allows researchers to monitor associated proteins and their modification simultaneously and quantitatively. In this study, a targeted proteomics assay was first developed and validated for the quantification of HSP27 and its phosphorylated forms. Using this assay, the level of HSP27 was determined in non-tumoral cells MCF-10A, parental drug-sensitive cancer cells MCF-7/WT and drug-resistant cancer cells MCF-7/ADR. A decrease of HSP27 expression was observed in P-gp overexpressed MCF-7/ADR cells. A quantitative time-course analysis of both HSP27 and P-gp in doxorubicin (DOX)-treated MCF-7/WT cells also implied that HSP27 may participate in the P-gp modulation. Furthermore, stoichiometry of site-specific HSP27 phosphorylation indicated that DOX treatment rapidly induced the HSP27 phosphorylation at Ser82. Moreover, conventional analytical methods were also performed for a comparison. BIOLOGICAL SIGNIFICANCE LC/MS/MS-based targeted proteomics turns out to be a promising quantification approach for the study of proteins in the preclinical and clinical environment. Unfortunately, rare studies applied this technology to detect multiple associated proteins or protein modification in one experiment. This study demonstrated the potential of LC/MS/MS-based targeted proteomics to understand the cell events in a more accurate context of biological system. By the quantitative time-course analysis of HSP27 and its phosphorylated forms at sites of Ser15 and Ser82, the possible role of HSP27 in P-gp mediated MDR was suggested. Further development of targeted proteomics in future may provide more insight into signal transduction pathways upon perturbation of a protein network or changes to a panel of proposed biomarkers in a given disease state.
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Affiliation(s)
- Feifei Xu
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Ting Yang
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Danjun Fang
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Qingqing Xu
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China
| | - Yun Chen
- School of Pharmacy, Nanjing Medical University, 818 Tian Yuan East Road, Nanjing 211166, China.
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Farrokhi V, McShane AJ, Nemati R, Yao X. Stable isotope dilution mass spectrometry for membrane transporter quantitation. AAPS JOURNAL 2014; 15:1222-31. [PMID: 24022320 DOI: 10.1208/s12248-013-9529-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Accepted: 08/16/2013] [Indexed: 11/30/2022]
Abstract
This review provides an introduction to stable isotope dilution mass spectrometry (MS) and its emerging applications in the analysis of membrane transporter proteins. Various approaches and application examples, for the generation and use of quantitation reference standards—either stable isotope-labeled peptides or proteins—are discussed as they apply to the MS quantitation of membrane proteins. Technological considerations for the sample preparation of membrane transporter proteins are also presented.
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Du HL, Chen ZP, Song M, Chen Y, Yu RQ. Novel calibration model maintenance strategy for solving the signal instability in quantitative liquid chromatography–mass spectrometry. J Chromatogr A 2014; 1338:44-50. [DOI: 10.1016/j.chroma.2014.02.036] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2013] [Revised: 02/11/2014] [Accepted: 02/12/2014] [Indexed: 10/25/2022]
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Barnidge DR, Tschumper RC, Theis JD, Snyder MR, Jelinek DF, Katzmann JA, Dispenzieri A, Murray DL. Monitoring M-Proteins in Patients with Multiple Myeloma Using Heavy-Chain Variable Region Clonotypic Peptides and LC–MS/MS. J Proteome Res 2014; 13:1905-10. [DOI: 10.1021/pr5000544] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- David R. Barnidge
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Renee C. Tschumper
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Jason D. Theis
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Melissa R. Snyder
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Diane F. Jelinek
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Jerry A. Katzmann
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - Angela Dispenzieri
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - David L. Murray
- Department of Laboratory Medicine and Pathology, ‡Department of Immunology, §Department of Hematology, Mayo Clinic, Rochester, Minnesota 55905, United States
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MRM validation of targeted nonglycosylated peptides from N-glycoprotein biomarkers using direct trypsin digestion of undepleted human plasma. J Proteomics 2014; 98:206-17. [PMID: 24434586 DOI: 10.1016/j.jprot.2014.01.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 12/19/2013] [Accepted: 01/02/2014] [Indexed: 12/11/2022]
Abstract
UNLABELLED A rapid, simple, and reproducible MRM-based validation method for serological glycoprotein biomarkers in clinical use was developed by targeting the nonglycosylated tryptic peptides adjacent to N-glycosylation sites. Since changes in protein glycosylation are known to be associated with a variety of diseases, glycoproteins have been major targets in biomarker discovery. We previously found that nonglycosylated tryptic peptides adjacent to N-glycosylation sites differed in concentration between normal and hepatocellular carcinoma (HCC) plasma due to differences in steric hindrance of the glycan moiety in N-glycoproteins to tryptic digestion (Lee et al., 2011). To increase the feasibility and applicability of clinical validation of biomarker candidates (nonglycosylated tryptic peptides), we developed a method to effectively monitor nonglycosylated tryptic peptides from a large number of plasma samples and to reduce the total analysis time with maximizing the effect of steric hindrance by the glycans during digestion of glycoproteins. The AUC values of targeted nonglycosylated tryptic peptides were excellent (0.955 for GQYCYELDEK, 0.880 for FEDGVLDPDYPR and 0.907 for TEDTIFLR), indicating that these could be effective biomarkers for hepatocellular carcinoma. This method provides the necessary throughput required to validate glycoprotein biomarkers, as well as quantitative accuracy for human plasma analysis, and should be amenable to clinical use. BIOLOGICAL SIGNIFICANCE Difficulties in verifying and validating putative protein biomarkers are often caused by complex sample preparation procedures required to determine their concentrations in a large number of plasma samples. To solve the difficulties, we developed MRM-based protein biomarker assays that greatly reduce complex, time-consuming, and less reproducible sample pretreatment steps in plasma for clinical implementation. First, we used undepleted human plasma samples without any enrichment procedures. Using nanoLC/MS/MS, we targeted nonglycosylated tryptic peptides adjacent to N-linked glycosylation sites in N-linked glycoprotein biomarkers, which could be detected in human plasma samples without depleting highly abundant proteins. Second, human plasma proteins were digested with trypsin without reduction and alkylation procedures to minimize sample preparation. Third, trypsin digestion times were shortened so as to obtain reproducible results with maximization of the steric hindrance effect of the glycans during enzyme digestion. Finally, this rapid and simple sample preparation method was applied to validate targeted nonglycosylated tryptic peptides as liver cancer biomarker candidates for diagnosis in 40 normal and 41 hepatocellular carcinoma (HCC) human plasma samples. This strategy provided the necessary throughput required to monitor protein biomarkers, as well as quantitative accuracy in human plasma analysis. From biomarker discovery to clinical implementation, our method will provide a biomarker study platform that is suitable for clinical deployment, and can be applied to high-throughput approaches.
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Abstract
A major aim of present-day proteomics is to study changes in protein expression levels at a global level, ideally monitoring all proteins present in cells or tissue. Mass spectrometry is a well-respected technology in proteomics that is widely used for the identification of proteins. More recently, methodologies have been introduced showing that mass spectrometry can also be used for protein quantification. This article reviews various mass spectrometry-based technologies in quantitative proteomics, highlighting several interesting applications in areas ranging from cell biology to clinical applications.
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Affiliation(s)
- Albert J R Heck
- Department of Biomolecular Mass Spectrometry, Bijvoet Center for Biomolecular Research, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Sorbonnelaan 16, 3584 CA Utrecht, The Netherlands.
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Ackermann BL, Berna MJ. Coupling immunoaffinity techniques with MS for quantitative analysis of low-abundance protein biomarkers. Expert Rev Proteomics 2014; 4:175-86. [PMID: 17425454 DOI: 10.1586/14789450.4.2.175] [Citation(s) in RCA: 137] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The field of proteomics is rapidly turning towards targeted mass spectrometry (MS) methods to quantify putative markers or known proteins of biological interest. Historically, the enzyme-linked immunosorbent assay (ELISA) has been used for targeted protein analysis, but, unfortunately, it is limited by the excessive time required for antibody preparation, as well as concerns over selectivity. Despite the ability of proteomics to deliver increasingly quantitative measurements, owing to limited sensitivity, the leads generated are in the microgram per milliliter range. This stands in stark contrast to ELISA, which is capable of quantifying proteins at low picogram per milliliter levels. To bridge this gap, targeted liquid chromatography (LC) tandem MS (MS/MS) analysis of tryptic peptide surrogates using selected reaction monitoring detection has emerged as a viable option for rapid quantification of target proteins. The precision of this approach has been enhanced by the use of stable isotope-labeled peptide internal standards to compensate for variation in recovery and the influence of differential matrix effects. Unfortunately, the complexity of proteinaceous matrices, such as plasma, limits the usefulness of this approach to quantification in the mid-nanogram per milliliter range (medium-abundance proteins). This article reviews the current status of LC/MS/MS using selected reaction monitoring for protein quantification, and specifically considers the use of a single antibody to achieve superior enrichment of either the protein target or the released tryptic peptide. Examples of immunoaffinity-assisted LC/MS/MS are reviewed that demonstrate quantitative analysis of low-abundance proteins (subnanogram per milliliter range). A strategy based on this technology is proposed for the expedited evaluation of novel protein biomarkers, which relies on the synergy created from the complementary nature of MS and ELISA.
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Affiliation(s)
- Bradley L Ackermann
- Eli Lilly & Company, Drug Disposition, Greenfield Laboratories, Greenfield, IN 46140, USA.
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Tribl F, Meyer HE, Marcus K. Analysis of organelles within the nervous system: impact on brain and organelle functions. Expert Rev Proteomics 2014; 5:333-51. [DOI: 10.1586/14789450.5.2.333] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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