An Introduction to Analytical Challenges, Approaches, and Applications in Mass Spectrometry–Based Secretomics
Sascha Knecht, H. Christian Eberl, Norbert Kreisz, Ukamaka Juliet Ugwu, Tatiana Starikova, Bernhard Küster, Stephanie Wilhelm
Abstract
•Overview of challenges, approaches, and opportunities of LC-MS–based secretomics.•Guidance for unbiased analysis of secreted proteins from cultured cells.•Strength and weaknesses of different secretomics approaches. The active release of proteins into the extracellular space and the proteolytic cleavage of cell surface proteins are key processes that coordinate and fine-tune a multitude of physiological functions. The entirety of proteins that fulfill these extracellular tasks are referred to as the secretome and are of special interest for the investigation of biomarkers of disease states and physiological processes related to cell-cell communication. LC-MS–based proteomics approaches are a valuable tool for the comprehensive and unbiased characterization of this important subproteome. This review discusses procedures, opportunities, and limitations of mass spectrometry–based secretomics to better understand and navigate the complex analytical landscape for studying protein secretion in biomedical science. The active release of proteins into the extracellular space and the proteolytic cleavage of cell surface proteins are key processes that coordinate and fine-tune a multitude of physiological functions. The entirety of proteins that fulfill these extracellular tasks are referred to as the secretome and are of special interest for the investigation of biomarkers of disease states and physiological processes related to cell-cell communication. LC-MS–based proteomics approaches are a valuable tool for the comprehensive and unbiased characterization of this important subproteome. This review discusses procedures, opportunities, and limitations of mass spectrometry–based secretomics to better understand and navigate the complex analytical landscape for studying protein secretion in biomedical science. Multicellular organisms depend on the dynamic interplay of different organs, tissues, and cell types to sense and respond adequately to changes in the environment. The organization and orchestration of such responses is dependent on an efficient communication of signals between cells. On the molecular level, proteins play a major role as signaling cues for the transmission and reception of signals and can herby act either close by or in far distance. As such, an important class of proteins are those that are either actively released by a cell into the extracellular environment or reach the extracellular milieu via tissue leakage. The entirety of these proteins in the extracellular space are designated as the secretome (1Uhlen M. Karlsson M.J. Hober A. Svensson A.S. Scheffel J. Kotol D. et al.The human secretome.Sci. Signal. 2019; 12eaaz0274Google Scholar). Functionally, secreted proteins make up a diverse group of proteins covering growth factors, extracellular matrix constituents, cytokines, or hormones. According to the UniProtKB (accessed December 2022, keyword: secreted), 2097 of 20,401 reviewed proteins in total are annotated as secreted, suggesting that approximately 10% of the human proteome are potentially released via the classical secretory pathway or unconventional secretion processes. However, a growing number of experimental data have shown that protein secretion can be uncoupled from the classical endoplasmic reticulum (ER)-Golgi pathway, suggesting that unconventional protein secretion is an important factor which contributes to the active release of proteins into the extracellular space under certain conditions (2Villarreal L. Mendez O. Salvans C. Gregori J. Baselga J. Villanueva J. Unconventional secretion is a major contributor of cancer cell line secretomes.Mol. Cell Proteomics. 2013; 12: 1046-1060Google Scholar, 3Zhang M. Liu L. Lin X. Wang Y. Li Y. Guo Q. et al.A translocation pathway for vesicle-mediated unconventional protein secretion.Cell. 2020; 181: 637-652.e615Google Scholar, 4Phulphagar K. Kuhn L.I. Ebner S. Frauenstein A. Swietlik J.J. Rieckmann J. et al.Proteomics reveals distinct mechanisms regulating the release of cytokines and alarmins during pyroptosis.Cell Rep. 2021; 34108826Google Scholar, 5Meissner F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, 6Dong L.F. Kovarova J. Bajzikova M. Bezawork-Geleta A. Svec D. Endaya B. et al.Horizontal transfer of whole mitochondria restores tumorigenic potential in mitochondrial DNA-deficient cancer cells.Elife. 2017; 6e22187Google Scholar, 7Hurwitz S.N. Rider M.A. Bundy J.L. Liu X. Singh R.K. Meckes Jr., D.G. Proteomic profiling of NCI-60 extracellular vesicles uncovers common protein cargo and cancer type-specific biomarkers.Oncotarget. 2016; 7: 86999-87015Google Scholar, 8Islam M.N. Das S.R. Emin M.T. Wei M. Sun L. Westphalen K. et al.Mitochondrial transfer from bone-marrow-derived stromal cells to pulmonary alveoli protects against acute lung injury.Nat. Med. 2012; 18: 759-765Google Scholar, 9Spees J.L. Olson S.D. Whitney M.J. Prockop D.J. Mitochondrial transfer between cells can rescue aerobic respiration.Proc. Natl. Acad. Sci. U. S. A. 2006; 103: 1283-1288Google Scholar, 10Todkar K. Chikhi L. Desjardins V. El-Mortada F. Pepin G. Germain M. Selective packaging of mitochondrial proteins into extracellular vesicles prevents the release of mitochondrial DAMPs.Nat. Commun. 2021; 12: 1971Google Scholar, 11Steringer J.P. Muller H.M. Nickel W. Unconventional secretion of fibroblast growth factor 2--a novel type of protein translocation across membranes?.J. Mol. Biol. 2015; 427: 1202-1210Google Scholar). Secreted proteins are in the center of modified signaling pathways of numerous diseases, such as cancer (12Planque C. Kulasingam V. Smith C.R. Reckamp K. Goodglick L. Diamandis E.P. Identification of five candidate lung cancer biomarkers by proteomics analysis of conditioned media of four lung cancer cell lines.Mol. Cell Proteomics. 2009; 8: 2746-2758Google Scholar, 13Makridakis M. Vlahou A. Secretome proteomics for discovery of cancer biomarkers.J. Proteomics. 2010; 73: 2291-2305Google Scholar), cardiovascular (14Ranganath S.H. Levy O. Inamdar M.S. Karp J.M. Harnessing the mesenchymal stem cell secretome for the treatment of cardiovascular disease.Cell Stem Cell. 2012; 10: 244-258Google Scholar), neurodegenerative (15Carvalho M.M. Teixeira F.G. Reis R.L. Sousa N. Salgado A.J. Mesenchymal stem cells in the umbilical cord: phenotypic characterization, secretome and applications in central nervous system regenerative medicine.Curr. Stem Cell Res. Ther. 2011; 6: 221-228Google Scholar), and chronic liver diseases (16Kim K. Kim K.H. Targeting of secretory proteins as a therapeutic strategy for treatment of Nonalcoholic Steatohepatitis (NASH).Int. J. Mol. Sci. 2020; 21: 2296Google Scholar) or obesity (17Pardo M. Roca-Rivada A. Seoane L.M. Casanueva F.F. Obesidomics: contribution of adipose tissue secretome analysis to obesity 2012; Scholar) and important for and to disease or responses (1Uhlen M. Karlsson M.J. Hober A. Svensson A.S. Scheffel J. Kotol D. et al.The human secretome.Sci. Signal. 2019; 12eaaz0274Google Scholar). The investigation of proteins that are actively and released by cells is the of this a of and of LC-MS–based the that are the analysis of secreted and of biomedical LC-MS–based proteomics to be a key analytical tool for biomedical and for the investigation of signaling or for the of and However, a investigation of secreted proteins and signaling by LC-MS–based proteomics of and LC-MS–based proteomics is a valuable tool for the characterization and analysis of as to an unbiased and comprehensive of the entirety of secreted The to of proteins and data LC-MS–based secretomics approaches from that the analysis of a of proteins and of the proteins in the investigation of secreted proteins by mass a of the and limitations which are secretome analysis in and the analysis by mass in an of the and that to be for the analysis of major of secretomics is the of secreted proteins from the number of potentially the of the analysis and the of from a experimental that The experimental be on a treatment to and to be to the of cell of to which proteins released a and which are secreted or have into the The experimental a on the and of the cell such as cells are secretory active S. M. secretomics in Cell Proteomics. Scholar), the of secretomics in a and the of a multitude of different proteins However, the and quantification of cytokines, for which are in of immune cells to to the for the and the of quantification across different experimental conditions or different to a or is important for secretomics The of proteomics approaches which are on the and and as reviewed in M. S. M.M. B. mass in review from to the 2012; Scholar, S. K. M. C. K. mass an Mol. Biol. 2021; Scholar). protein mass are in a in which the are during the for the and on the cell type and the of the secretomics of proteins molecular and such as secreted cytokines, in in the of in a in the that prevents the for a and approaches S. et the of proteome profiling and to liver Cell Proteomics. 2015; Scholar, S. N. L. et data of the by a for and proteome Cell Proteomics. 2012; Scholar) such as C. L. G. S. for a Biol. Scholar) are and have in secretomics J. Muller J. L. M. et proteomics the cell J. 2020; Scholar). a are to proteome and common of secretomics is the of of a of proteins are annotated as secreted or extracellular F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, A.S. J. F. Mann M. Secretome analysis of in cells by a experimental and Res. 2015; Scholar). under the the cell have a and a number of cells or which to the and for can this or cell cell is for secretomics and the contribution of cell and to the secretome be of the can be quantification of release into the cell or of cells A.S. J. F. Mann M. Secretome analysis of in cells by a experimental and Res. 2015; Scholar). to the contribution of proteins to the mass in the secretome such as proteins or as an (2Villarreal L. Mendez O. Salvans C. Gregori J. Baselga J. Villanueva J. Unconventional secretion is a major contributor of cancer cell line secretomes.Mol. Cell Proteomics. 2013; 12: 1046-1060Google Scholar, O. Villanueva J. and opportunities for cell line in cancer 2015; Scholar, F. O. protein and an on cancer cell Res. 2006; Scholar). of proteins can be an for the of the secretome to processes or cell The of secretome are in R.L. S. et in the proteomic investigation of the cell Proteomics. 2012; Scholar, Y. to the of the cell Proteomics. Scholar) cell cells on the of or to a environment for cell growth and functions. However, the of or media a major as to a dynamic of protein of that to be by the mass such as of up to in the the of secreted proteins that in a of M. A. C. a better analysis of secreted the of the cells 7: Scholar, S. to the cell 2013; Scholar). the dynamic the for secretomics analysis is cell F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, A.S. J. F. Mann M. Secretome analysis of in cells by a experimental and Res. 2015; Scholar, F. O. protein and an on cancer cell Res. 2006; Scholar, M. A. C. a better analysis of secreted the of the cells 7: Scholar, O. A. U. A. O. R.K. et of in complex protein and cleavage 2010; Scholar). However, a from to cell conditions the of proteins that the of proteins can be in the secretome potentially be that proteins the of the the data are and of are in the data in cell can be to the proteome Mann M. for by in cell 2006; Scholar). is a strategy that which are to the cell and into proteins by the protein The of K. S. A. U. M. et protein physiological in J. 2012; Scholar) can to between and proteins (2Villarreal L. Mendez O. Salvans C. Gregori J. Baselga J. Villanueva J. Unconventional secretion is a major contributor of cancer cell line secretomes.Mol. Cell Proteomics. 2013; 12: 1046-1060Google Scholar, S.R. et analysis of cancer cells reveals dynamic processes of protein secretion and of Scholar) the dynamic However, the of to comprehensive of which to potentially the proteome K. N. M. Y. proteome and of cultured cells on of 2010; 6: Scholar). approaches, K. M. M. S. J. Selective of proteins for secretome 2012; Scholar) or of secreted proteins have that for the of secreted proteins under cell which to the dynamic The different secretomics approaches be strategy to secretome analysis and to the dynamic is the of proteins by M. J. for 2009; Scholar) to However, of proteins can be by a of cytokines and protein J. J. S. D. of human proteins the Scholar), the of such secretome The can be by protein or Y. Y. Y. X. et proteomic quantification of cell secretome in conditioned 2016; Scholar, D. J. J. Kim Y. Proteomic analysis of and secretome by a of and Scholar). the of secretome analysis is by the complex of the cell The of different such as and can and the analysis to The and of cell that can be for protein and to have to these protein M. A. C. a better analysis of secreted the of the cells 7: Scholar, G. N. K. for a secretome analysis by a Mol. Biol. 2021; Scholar) or S. M. secretomics in Cell Proteomics. Scholar), (2Villarreal L. Mendez O. Salvans C. Gregori J. Baselga J. Villanueva J. Unconventional secretion is a major contributor of cancer cell line secretomes.Mol. Cell Proteomics. 2013; 12: 1046-1060Google Scholar) or to the L. G. Proteomic of growth by from human Cell Proteomics. Scholar) have However, these different have and for can to protein of or and can protein However, is is and a of The of can protein to of proteins of interest have a molecular close to the or the to protein This can be for of and approaches for an be However, can to of processes and are of for the of the is that such as and play a role for secreted proteins and changes in are numerous diseases, such as cancer M. J. A. et in in immune and Scholar), D. M. of protein in and Med. 2016; Scholar, S.H. A.J. M. A.J. et al.The Biol. Scholar, V. J. et pathways and in Med. 2013; Scholar), or J. A. A. S. of from a Sci. 2021; Scholar) and C. J. in and 2019; Scholar). As can be in the in analysis an of the modified proteins or are on secreted the and of for the extracellular such as is and protein is the of proteins that is in cells and which is in a multitude of processes such as protein protein or cell-cell communication Y. H.J. of human protein pathways and Mol. Cell Biol. 2020; 21: Scholar). As protein is a whole on which this The of the of proteins and and that are of for diverse processes such as of or the immune J. G. of protein Mol. Biol. 2017; Scholar). in are diseases diverse such as the of or are as biomarkers W. Li B. A. et the to the discovery 2010; Scholar, K. in mechanisms of and 2006; Scholar, Mann M. of the secretome by during cancer and in human Cell Proteomics. 2013; 12: Scholar). the investigation and characterization of the in and disease have and are a of secreted proteins and can be on approximately of secreted proteins and of type and type proteins K. S. A. U. M. et protein physiological in J. 2012; Scholar) are unconventional secreted proteins the are which to be a secretomics of the the of unconventional protein LC-MS–based have to common different and to the and the are reviewed J. W. profiling of cancer mass Res. 6: Scholar, M.A. D.G. et analysis by and mass Res. Scholar, Li Identification and quantification of and mass 21: Scholar, Li L. in mass Biol. Scholar, Jr., Mann analytical approaches for the characterization of 2013; Scholar, C.R. to for mass Cell Proteomics. 2021; Scholar, J. of of J. 2011; Scholar, M.J. J. a 2010; Scholar, S.H. J. for the quantification of by mass 2011; Scholar). The role of on secreted proteins is protein the of the Cell Proteomics. 2017; Scholar, G. V. and Signal. 2012; Scholar). However, to the that protein are in signaling the of on secreted proteins that these are which to be The of the extracellular is by a Guo X. J. et al.A the of the secreted 2015; Scholar), which cargo in the M.A. J. G. L.M. et in are a in J. Scholar). However, extracellular protein in and disease of proteins in and J. Scholar, as of and Scholar, J. G. as for and 6: Scholar). are in processes A. G. The protein is a that 2012; Scholar, N. Wang S. J. L. et the of Biol. 2019; Scholar), extracellular J. review on in the to data Scholar), cell proteolytic and Wang D. M. K. et the human tissue proteome for protein Cell Proteomics. Scholar, V. D.J. J. et proteomic to Biol. 2015; 10: Scholar) and as for cancer B. et secretome of cells as a of for cancer biomarkers in Cell Proteomics. Scholar). of M.A. J. G. L.M. et in are a in J. Scholar) in the and is in A. G. The protein is a that 2012; Scholar). extracellular protein have in the nervous for the of the extracellular protein by the secreted the of nervous system N. Wang S. J. L. et the of Biol. 2019; Scholar). to the of are to and are and J. review on in the to data Scholar). on secreted and proteins and are by S.D. M. V. Muller L. et the secretome of the and of the Rep. Scholar). the and in proteins L. S.D. mass secretome analysis as a tool to and Mol. Biol. 2020; Scholar), which an important role in cell and immune S.D. M. V. Muller L. et the secretome of the and of the Rep. Scholar, D.J. Identification of 2009; Scholar, G. B. of proteins across of and on of Cell Biol. Scholar). can be or by of to changes and F. J.J. et five types of protein Scholar). secreted and play a role in processes such as extracellular F. J.J. et five types of protein Scholar). proteins via is to mass by Wang D. M. K. et the human tissue proteome for protein Cell Proteomics. Scholar). and by Nickel W. Unconventional mechanisms of protein Biol. Scholar, M.J. the unconventional protein 2020; Scholar), or V. D.J. J. et proteomic to Biol. 2015; 10: Scholar). Cell surface of for is a major that contributes to protein secretion in different cell types of proteins in and J. Scholar). proteolytic can be secreted matrix and as of and Scholar). As such, an important and that processes such as and an during acute and chronic by of cytokines and as of and Scholar, J. G. as for and 6: Scholar). that can from extracellular is the of which can the and quantification of proteins Li Y. J.P. Q. et and of in Scholar) in the for potential or for or can be to an of the The of S. K. J. et of mass by 2019; Scholar) into can in the of this is the of protein that are by secreted such as which is an important to or secreted secretomics approaches on such proteolytic as to changes of the protein This can be proteomics approaches, such as of protein S.D. A.J. M.M. et al.A strategy for Biol. 2019; Scholar), of O. A. U. A. O. R.K. et of in complex protein and cleavage 2010; Scholar), or F. S. A. D. et of proteolytic in proteome Cell Proteomics. 2019; 18: Scholar). the of and by the analysis of changes in the of protein cleavage protein the of the protein and the the novel and novel as as of are by the protein level, or which of different are which can be from the via a an of in the as the the and are via to a to the of are via a by protein of is a by protein are and are a the of is by mass F. S. A. D. et of proteolytic in proteome Cell Proteomics. 2019; 18: Scholar). secretomics approaches are in to secretomics can in the of S.D. M. V. Muller L. et the secretome of the and of the Rep. Scholar, L. S.D. mass secretome analysis as a tool to and Mol. Biol. 2020; Scholar). of the of the potential be of from cells of cells. of to in the secretome the potential to the cells. to by of the D.J. Identification of 2009; Scholar). However, the of to of The of unconventional secretion a during secretome The classical secretion of proteins is on a G. B. of proteins across of and on of Cell Biol. Scholar) that for translocation into the the to the and the packaging into proteins that are secreted via the classical secretory pathway can be by such as F. J.J. et five types of protein Scholar). Unconventional secreted proteins a and the Nickel W. Unconventional mechanisms of protein Biol. the G. B. of proteins across of and on of Cell Biol. Scholar) in unconventional protein secretion and a have shown that unconventional protein secretion is a contributor to a secretome in the extracellular space (2Villarreal L. Mendez O. Salvans C. Gregori J. Baselga J. Villanueva J. Unconventional secretion is a major contributor of cancer cell line secretomes.Mol. Cell Proteomics. 2013; 12: 1046-1060Google Scholar, S. M. secretomics in Cell Proteomics. Scholar, M.J. the unconventional protein 2020; Scholar, F. K. G. et of secreted proteins by from human 2015; Scholar). to be secreted in as factor in the extracellular space D. The of secretion and Mol. Med. Scholar). unconventional secreted proteins have to be to the extracellular space during conditions D. D. G. C. M. et in the endoplasmic reticulum are in of chronic and and the Rep. 2020; Scholar, M. M.A. a therapeutic in Sci. Scholar, protein and molecular 2012; Scholar). However, the of an active secretion of such proteins as release can be a of cell and have to the of such potentially secreted proteins and to a in which secretome and proteome data either in a L. F. K. G. the secretome of data dependent experimental to protein secretion quantification and Res. Scholar, X. Liu Y. Wang secretome of cells the discovery of protein as a novel for cell lung Proteomics. 2011; Scholar) or or M. S. C. Nickel W. F. proteomic strategy for and cell-cell protein Res. 2015; Scholar, K.H. et the cancer of as a potential for Res. 2012; Scholar). The this is the that actively secreted proteins have a in the secretome the can be the of important that contributes to the unconventional release of proteins are extracellular vesicles The a group of secreted different and diverse cargo on can be into a of to and a of to G. G. G. on the cell of extracellular Mol. Cell Biol. Scholar). as a of M. L. C. during of released vesicles Biol. Scholar), are as an important between cells L. A. A. J. C. D. et of a novel Med. Scholar, G. W. et Med. Scholar, J. G. C. Y. C. C. et class by Scholar). The and characterization of from cell and L.M. Wang of extracellular and for and 2019; 8: Scholar). different and have the analysis of is cell are and the depend on the cell type and the analysis or of The growing interest in and the in to the of which experimental data from and to is a of protein from different S. D. D. S. K. et a of Mol. Biol. 2016; Scholar). is to cargo from of M. J. et a of and in extracellular Res. 2019; Scholar), protein from different As in the the of secretome are in cell that are in the of up to which an analytical for LC-MS–based The for the analysis of via LC-MS–based proteomics is the quantification of proteins from cell F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, S. M. secretomics in Cell Proteomics. Scholar, A.S. J. F. Mann M. Secretome analysis of in cells by a experimental and Res. 2015; Scholar, F. O. protein and an on cancer cell Res. 2006; Scholar, M. A. C. a better analysis of secreted the of the cells 7: Scholar, O. A. U. A. O. R.K. et of in complex protein and cleavage 2010; Scholar) and are cultured in the of and protein secretion is under conditions by the to the the of is to the cells to the to secretomics are to analytical during the analysis as can to a in the The conditioned the released proteins is and either or to cells and The of the in is to a between proteomic and the of and growth factor on protein secretomics are from to on the cell cell and the secretory of the cells and are for for or cells D. K. D. et of human immune cells by 2017; 18: Scholar). However, of for the experimental is the of for or which to secretion from secretome from cells to the cell and and as such, the secretome by of the between the and the The proteins are to a proteomics The of the secretome can be different approaches, such as protein or However, the of on the experimental and the such as classical or for for and cells for the investigation of secretion M. A. C. a better analysis of secreted the of the cells 7: Scholar). and have for secretome of of liver cell and F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, S. M. secretomics in Cell Proteomics. Scholar, D. J. J. Kim Y. Proteomic analysis of and secretome by a of and Scholar, A. F. proteomics of secreted Mol. Biol. Scholar, A. J. C. Sun L. for proteomic analysis of the secretome of the of 2016; spectrometry–based approaches for the number of and of of and of conditions in a of from to cell different cell and the analysis of cell surface and unconventional secretion to for of dependent conditions cell and of cells proteins or that can be for of K. Kuhn L.I. Ebner S. Frauenstein A. Swietlik J.J. Rieckmann J. et al.Proteomics reveals distinct mechanisms regulating the release of cytokines and alarmins during pyroptosis.Cell Rep. 2021; 34108826Google Scholar, 5Meissner F. Scheltema R.A. Mollenkopf H.J. Mann M. Direct proteomic quantification of the secretome of activated immune cells.Science. 2013; 340: 475-478Google Scholar, S. M. secretomics in Cell Proteomics. Scholar, A.S. J. F. Mann M. Secretome analysis of in cells by a experimental and Res. 2015; Scholar, D. K. D. et of human immune cells by 2017; 18: Scholar, A. F. proteomics of secreted Mol. Biol. Scholar, Frauenstein A. K. Mann M. F. and dynamic of proteins released during and cell Rep. 2020; Scholar, A.S. L. J.L. et of the of human and reveals as a novel 2019; Scholar, Q. N. et characterization of pulmonary Commun. 2019; 10: for the analysis of cell surface K. M. M. S. J. Selective of proteins for secretome 2012; Scholar, D. M. for the and of Res. 21: Scholar, A. J. S. J. S. et secretome of and novel Cell Proteomics. Scholar, J. J. Y. S. et analysis of secreted proteins in and media by and Rep. 2019; Scholar, K. J. and for