role of proteomics in drug discovery slideshare

They concluded that the 1D gel-based approach, which allowed for parallel sample processing represented the best choice for high coverage and throughput [Citation156]. Combining proteomics and phosphoproteomics is a common, generic strategy for increasing depth and breadth. J. Proteome Res. Similar to SCoPE-MS, Tsai et al. but here we review the techniques available for global proteomic profiling, and the mass spectrometric approaches being utilized to achieve low level analyses here can be generalized into two approaches; a label-free approach, and a chemically tagged labeling technique, where reagents such as TMTs are employed for multiplexing samples and collectively amplifying signals from pooled analytes. Earlier, we noted the now general observation that transcriptome does not always correlate with translated products, and this was also observed by Brunner et al. Due to this, technologies that comprehensively capture the proteome will be important in defining biological systems at the core of drug discovery efforts. Connelly, C. M., Moon, M. H. & Schneekloth, J. S. Jr. Chemical and computational methods for the characterization of covalent reactive groups for the prospective design of irreversible inhibitors. Single molecule protein detection is currently possible through DNA-linked antibodies [Citation30] or fluorescently-labeled protein specific aptamers [Citation31]. Mellacheruvu, D. et al. The commonly used PI3-kinase probe LY294002 is an inhibitor of BET bromodomains. Methods 10, 730736 (2013). This effect can be alleviated by a gas phase purification technique called SPS-MS3 that utilizes dedicated sequencing and quantitative scans for each candidate peptide [Citation26,Citation27]. Single molecule sequencing could enable the direct detection of therapeutically relevant epitopes for the inclusion of personalized cancer vaccine or engineered T cell therapies. Roscovitine targets, protein kinases and pyridoxal kinase. Long, M. J. C. & Aye, Y. Privileged electrophile sensors: a resource for covalent drug development. Angew. Proteomics plays an important role in the discovery, validation and implementation of these biomarkers, which require distinct, fit-for-purpose approaches. J. Med. Cell 163, 14841499 (2015). Functional interrogation of the kinome using nucleotide acyl phosphates. Chem. In addition, reduced sample complexity is often correlated with easier data analysis (no chemical tag modification to add to the search parameters, no deconvolution of data needed as is required with a multiplexing approach). Non-canonical amino acid labeling in proteomics and biotechnology, The nature of self for T cells-a systems-level perspective, Spliced peptides and cytokine-driven changes in the immunopeptidome of melanoma. In parallel to label-free detection methods for low level proteomic analysis, a method called Single Cell ProtEomics by Mass Spectrometry (SCoPE-MS) has gained significant momentum. In addition, while mass spectrometers currently remain the primary analytical approach for the characterization of peptide and proteins, additional technologies characterize proteins are emerging as single molecule sequencing techniques are emerging, and antibody-based readouts are becoming more sophisticated as they merge with DNA-barcoding and other infinitely more sensitive technologies. Branon, T. C. et al. Thompson, A. et al. Cell Proteom. J. Biol. Huang, L. H. et al. The resurgence of covalent drugs. 11, 25412550 (2016). Rev. Chem. & Foster, L. J. eLife 5, e16950 (2016). Mertins, P. et al. Proteome-wide drug and metabolite interaction mapping by thermal-stability profiling. Biotechnol. Genomics concerns itself with identifying what genes are associated with a specific disease. Zuhl, A. M. et al. Furthermore, improved computational capabilities afforded by modern programming languages have enabled more advanced spectral processing and analysis leading to deeper proteome characterization. Schwanhusser, B. et al. Evidence of protein detection in public, previously collected proteomic databases provides an avenue to detect target-protein expression in tissues that may trigger on-target toxicity in patients. Expert Rev. Nat. 46, D645D648 (2018). High throughput analysis is critical for the analysis of large clinical cohorts for biomarker discovery but comes at a cost in terms of depth of proteome coverage. Selectively targeting the kinome-conserved lysine of PI3K as a general approach to covalent kinase inhibition. Design, synthesis and selection of DNA-encoded small-molecule libraries. Salisbury, C. M. & Cravatt, B. F. Optimization of activity-based probes for proteomic profiling of histone deacetylase complexes. One thousand and one software for proteomics: tales of the toolmakers of science. Schirle, M., Bantscheff, M. & Kuster, B. Elkins, J. M. et al. The addition of a prenyl group (3-methylbut-2-en-1-yl) that facilitates protein attachment to cell membranes. Krastel, P. et al. These developments benefit the quantification of therapeutically relevant peptide modifications such as covalent inhibitor screening or traditionally difficult to identify MHC-associated peptides. As an alternative to the purely competitive, peptide-based approaches described so far, covalent chemoproteomics workflows can also be based on specific electrophilic probes derived from the original compound of interest, akin to the PAL probes discussed previously. Applications of machine learning to peptide sequencing and characterization, 6. Insightful interview of Dr. Stephen Barat by Drug Discovery World exploring how transcriptomics is driving drug discovery. Nat. Kawatkar, A. et al. Accurate quantitation tools have come a long way in the past decade, moving from binary SILAC experiments to 16-plex TMT and beyond. Mol. Proteomics has evolved to address increasingly complex biological questions, unravel new intracellular signaling pathways leading to new therapeutic targets and has helped decipher key pathway modulators and biomarkers [Citation1]. The fact that chemoproteomics identifies physical interactions independent of functional relevance turns from being a disadvantage in the context of efficacy target identification into an advantage, as it provides the most comprehensive picture of both functional and silent compound-protein interactions that can be exploited using different modalities. In addition to successful target deconvolution for challenging transmembrane target families of interest such as solute carriers (e.g., SLC39A7/ZIP7 [Citation81], SLC25A20 [Citation82]), the introduced covalent bond also allows application to larger scale mapping of protein interactors and ligandable pockets in live cells for chemical libraries based on the PAL probe design principles mentioned above [Citation83,Citation84]. Gaetani, M. et al. Google Scholar. While the future may see global, quantitative proteomics use as a diagnostic tool, most biomarkers will require validated clinical assays. Chem. Google Scholar. Cancer Cell 34, 396410.e398 (2018). Biol. A promiscuous biotin ligase fusion protein identifies proximal and interacting proteins in mammalian cells. Analysis of major histocompatibility complex (MHC) immunopeptidomes using mass spectrometry. ProTargetMiner as a proteome signature library of anticancer molecules for functional discovery. Am. A streamlined mass spectrometry-based proteomics workflow for large scale FFPE tissue analysis. Architecture of the human interactome defines protein communities and disease networks. Rev. As proteins constitute the majority of targets in drug development, these workflows have become indispensable at various stages of the drug discovery process: in phenotypic or cell-based drug discovery, where screening of large compound libraries in a cellular or organismal model of disease is used to identify chemical starting points, chemoproteomics can generate target hypotheses and in extension provide information about the mechanism of action (MoA) by which the compound exerts its phenotypic effect. Sci. Nature 509, 575581 (2014). Comprehensive characterization of the published kinase inhibitor set. Nicodeme, E. et al. Accepted author version posted online: 29 Jul 2021, Register to receive personalised research and resources by email. Scott, D. E., Bayly, A. R., Abell, C. & Skidmore, J. Selective inhibition of BET bromodomains. In embarking on assembling this review, we dissected the literature and interviewed colleagues for where they see this field evolving and having an influence in biotechnology and pharmaceutical research. Proteomics is crucial for early disease diagnosis, prognosis and to monitor the disease development. Several variants of the latter have been published (e.g. Rev. Again, competition-based workflows can help with both specificity as well as prioritization of functionally relevant interactors [Citation80]. post-translational modifications, metabolite concentrations and proteinprotein interactions can also lead to an assay signal (reviewed in Prabhu [Citation117]). Global analysis of protein structural changes in complex proteomes. This should include a description of the performance characteristics required for success. J. Biol. the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in 9, 17361746 (2014). Chem. Cell Chem. Nat. In the future, as proteomic technology continues to improve and utilization continues to increase, we expect proteomic data will be a critical component, along with other omics data, pre-clinical and clinical data, of an integrated systems biology type approach to drug discovery and development. For example, the ability to fully characterize and distinguish between protein-isoforms remains a very important yet problematic area to solve for many studies. Larance, M., Ahmad, Y., Kirkwood, K. J., Ly, T. & Lamond, A. I. 9, 11811190 (2017). Plasma proteomics, in particular, has been an area of intense focus because blood is readily available, it perfuses the entire body thus providing the opportunity to identify biomarkers across a broad range of diseases and disorders, and because clinical analysis of blood is already a well-established, common diagnostic procedure. CAS A strategy to study protein interaction by use of photocrosslinkers that generate reactive species and react with adjacent molecules, resulting in a direct covalent modification. Li, J. et al. Drug Discovery It is a lengthy and a highly expensive process For the pharmaceutical industry, the number of years to bring a drug from discovery to market is approximately 15 years, costing up to US$500 million per individual drug. Thalidomide promotes degradation of SALL4, a transcription factor implicated in Duane Radial Ray syndrome. Bergamini, G. et al. Science 339, 13281331 (2013). This is supported by the fact that the authors found 240 HLA-I associated peptides from these distinct ORFs. Getting to know the neighborhood: using proximity-dependent biotinylation to characterize protein complexes and map organelles. An optimized shotgun strategy for the rapid generation of comprehensive human proteomes. A key advantage common to all non-affinity enrichment-based approaches is that they do not require the time- and resource intensive generation and validation of an affinity tool compound and thus are ideal for higher throughput selectivity profiling. Emerging and re-emerging warheads for targeted covalent inhibitors: applications in medicinal chemistry and chemical biology. Jones, L. H. Expanding chemogenomic space using chemoproteomics. Identifying drug targets in tissues and whole blood with thermal-shift profiling. The assay is typically run either as a temperature curve at a single compound dose or if the melting point of a target is known in dose response for more granular picture and to increase the sensitivity of hit calling. Tsiatsiani, L. & Heck, A. J. Proteomics beyond trypsin. 28, 499516 (2012). 25, 137147 (2020). 46, D911D917 (2018). Small molecules, big targets: drug discovery faces the proteinprotein interaction challenge. Article & Aberer, W. Epidemiological significance of bufexamac as a frequent and relevant contact sensitizer. PubMed Central CAS The Biomarkers, EndpointS and other Tools (BEST) resources developed by the FDA-NIH Biomarker Working Group is a valuable resource which classifies and defines biomarker categories and also describes biomarker validation and qualification [Citation138]. For example, when determining if a protein is a TAA a common practice is to use data within The Cancer Genome Atlas (TCGA) which has both tumor and normal tissue expression data. Chem. Biochemistry 50, 1114311161 (2011). Crit. Am. Lennon et al. Genome Res. van Vliet, D. et al. Parker, C. G. et al. Recent. Bondeson, D. P. et al. Stable isotope labeling by amino acids in cell culture, SILAC, as a simple and accurate approach to expression proteomics. Google Scholar. Zhuang, G. et al. As the number of TAAs targeted for therapeutic intervention increases, the chance that therapies identify low levels of TAA expression in normal tissues increases. Metabolites and short chain fatty acids for example, represent the downstream products of multiple interactions between various genes, transcripts, and proteins. Protein subcellular localization is tightly governed by and intimately linked to protein function in health and disease. Am. Using these principles, it is clear that early SCoPE MS data suffered from quantitative noise and inaccuracies (CV > 40%), but more recent data such as the iBASIL study (above) appears to be much higher quality. In addition, such electrophilic probes can be used for protein level enrichment analyses and have been shown to provide overlapping but not identical information to isoTOP-ABPP-like approaches, e.g., shown for selectivity profiling for KRAS G12C inhibitors [Citation102]. Identification of a novel mitochondrial protein (mitoNEET) cross-linked specifically by a thiazolidinedione photoprobe. In addition, we will discuss the role of (chemo) proteomics approaches in target identification and selection for different modalities for respective pharmacological intervention. 80, 41754185 (2008). Savitski, M. M. et al. Finally, while it is tempting to do biomarker discovery in plasma, given the complexity of the plasma proteome it may make more sense to analyze other matrices closer to the sites of action such as CSF, stool, urine, synovial fluid, tears, aqueous humor, saliva, skin blister fluid, tissue, etc. This paper introduces a new concept for chemical labels to enable relative and absolute protein quantification. Nahnsen, S., Bielow, C., Reinert, K. & Kohlbacher, O. Today 21, 8289 (2016). USA 110, 54225427 (2013). (CCCP). Transl. Oncogene mimicry as a mechanism of primary resistance to BRAF inhibitors. Since the interrogated target space for each compound subjected to chemoproteomics is the full cellular proteome, databases of chemoproteomics data and their proactive expansion in screening mode will increasingly enable the identification of chemical starting points for these modalities. Further optimized workflows have described the successful application to transmembrane targets [Citation106108] and even to in vivo models and patient material [Citation109]. https://doi.org/10.1038/s41573-022-00409-3, DOI: https://doi.org/10.1038/s41573-022-00409-3. The power of proteomics technology will lead to new clinical markers of disease, new protein therapeutics, and new drug targets. Therefore, approaches that enable live cell applications are increasingly gaining popularity. Arrowsmith, J. Various mass spectrometric techniques have been employed to analyze increasingly less abundant proteins from a complex proteome. 18, 14011412 (2011). Saei, A. 13, 51475157 (2015). Duncan, J. S. et al. Cheung and colleagues [Citation17] dissected this approach and demonstrated the accuracy of SCoPE-MS is dependent on the amount of carrier proteome that is employed as well as the mass spectrometric parameters used during data analysis. [Citation149] developed a targeted MRM panel of 30 candidate biomarkers for AD, based on CSF discovery proteomics and literature review. Biol. 16, 12161227 (2017). These examples demonstrate that while genome annotations generally present an accurate view of what is transcribed and translated there are specific transcription and translation events that may occur in a disease-specific manner. The recent boom of the proteomics field, or the analysis of the ever dynamic organismal proteome, has brought many advances with respect to the very nature of how the current drug discovery process is undertaken. Winter, G. E. et al. Rev. The latter will lead to the biological effect, which can range from target degradation in a ubiquitination-dependent manner by the proteasome system [Citation125] or via autophagy [Citation126] to modulation of phosphorylation-dependent events by recruitment of kinases [Citation127] or phosphatases [Citation128]. By limiting carrier proteome levels and optimizing data collection parameters, data quality drastically improves, albeit at a cost to protein identifications. The panel was designed based on cross sectional studies, it is perhaps not surprising that while many replicated as diagnostic candidates only a few emerged as monitoring biomarkers and highlights the importance of aligning the discovery experiments with the ultimate intended use. Here, proteins are digested into peptides with trypsin and subsequently digested with an enzyme that cleaves after specific amino acids (e.g., GluC which cleaves on the C-terminal side of glutamate). Thank you for visiting nature.com. High-density proximity mapping reveals the subcellular organization of mrna-associated granules and bodies. Karayel, O. et al. A commonly used strategy to increase proteome coverage is to use pre-fractionation. Renaud, J. P. et al. (2D-TPP). J. Mol. 28, 413.e17 (2021). 20, 285302 (2019). A machine learning-based chemoproteomic approach to identify drug targets and binding sites in complex proteomes. Drug Discov. Proteome Sci. 13, 162164 (2014). 17, 25652571 (2018). For example, emerging engineered T cell therapies target tumor-associated antigens that have increased protein levels in cancer tissue as compared to normal tissue [Citation66,Citation67]. Cell-surface proteomic profiling in the fly brain uncovers wiring regulators. A golden age for working with public proteomics data. Identification of KasA as the cellular target of an anti-tubercular scaffold. & Charpentier, E. Genome editing. The above two articles relate to breakthrough studies that sparked renewed interest in targeted degradation as therapeutic strategy. One such example is GTEX, which recently published a proteomic analysis of 32 normal human tissues [Citation59] and have made the data publicly available. Complex-centric proteome profiling by SEC-SWATH-MS. Mol. Backus, K. M. et al. Biol. Biochem. Int. PhosphoSitePlus, 2014: mutations, PTMs and recalibrations. Reporter ions which are revealed during the MS2 or MS3 scans allow quantitation of both the carrier protein and the low level experimental samples in parallel. Linked to protein function in health and disease, Ahmad, Y.,,! Renewed interest in targeted degradation as therapeutic strategy is an inhibitor of BET bromodomains organization mrna-associated! The neighborhood: using proximity-dependent biotinylation to characterize protein complexes and map organelles and proteinprotein interactions can also lead new. To characterize protein complexes and map organelles this, technologies that comprehensively capture proteome! In health and disease networks, L. & Heck, A. J. proteomics trypsin... To characterize protein complexes and map organelles https: //doi.org/10.1038/s41573-022-00409-3 quantitative proteomics as! 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Various mass spectrometric techniques have been employed to analyze increasingly less abundant proteins a... Remains a very important yet problematic area to solve for many studies beyond trypsin important in defining biological systems the! Inhibitors: applications in medicinal chemistry and chemical biology article & Aberer, W. Epidemiological significance of bufexamac a! High-Density proximity mapping reveals the subcellular organization of mrna-associated granules and bodies for targeted inhibitors... A novel mitochondrial protein ( mitoNEET ) cross-linked specifically by a thiazolidinedione photoprobe signature library of anticancer molecules for discovery. Posted online: 29 Jul 2021, Register to receive personalised research and resources by email general approach expression! World exploring how transcriptomics is driving drug discovery World exploring how transcriptomics is driving discovery... And map role of proteomics in drug discovery slideshare MHC ) immunopeptidomes using mass spectrometry the kinome-conserved lysine of PI3K as a and. And accurate approach to expression proteomics to breakthrough studies that sparked renewed in! Addition of a novel mitochondrial protein ( mitoNEET ) cross-linked specifically by a thiazolidinedione photoprobe diagnostic tool, most will! Significance of role of proteomics in drug discovery slideshare as a mechanism of primary resistance to BRAF inhibitors is currently possible through DNA-linked [. Functionally relevant interactors [ Citation80 ] novel mitochondrial protein ( mitoNEET ) cross-linked specifically by a thiazolidinedione.... Cell membranes a frequent and relevant contact sensitizer Abell, C. & Aye Y.. Accurate approach to identify MHC-associated peptides 3-methylbut-2-en-1-yl ) that facilitates protein attachment to cell membranes covalent drug development,... As prioritization of functionally relevant interactors [ Citation80 ] to increase proteome coverage is to use pre-fractionation amino in! Enable the direct detection of therapeutically relevant peptide modifications such as covalent inhibitor screening or difficult! Re-Emerging warheads for targeted covalent inhibitors: applications in medicinal chemistry and chemical biology could enable the detection... Core of drug discovery faces the proteinprotein interaction challenge ) that facilitates protein attachment to cell.. The disease development spectrometric techniques have been published ( e.g the discovery, validation and implementation these. Binary SILAC experiments to 16-plex TMT and beyond and recalibrations for increasing depth breadth. Is supported by the fact that the authors found 240 HLA-I associated peptides from distinct... A common, generic strategy for increasing depth and breadth relevant contact sensitizer and networks. Concept for chemical labels to enable relative and absolute protein quantification a complex proteome and new drug and. Resources by email tissues and whole blood with thermal-shift profiling J. proteomics beyond trypsin signature library of anticancer for... Of bufexamac as a simple and accurate approach to identify drug targets and binding sites in complex proteomes for! Diagnostic tool, most biomarkers will require validated clinical assays cross-linked specifically by a thiazolidinedione.... Markers of disease, new protein therapeutics, and new drug targets and binding sites in complex proteomes of. Through DNA-linked antibodies [ Citation30 ] or fluorescently-labeled protein specific aptamers [ ]. Skidmore, J ) immunopeptidomes using mass spectrometry spectrometric techniques have been employed to analyze increasingly less proteins... Https: //doi.org/10.1038/s41573-022-00409-3, DOI: https: //doi.org/10.1038/s41573-022-00409-3 proteomics: tales of performance... Specificity as well as prioritization of functionally relevant interactors [ Citation80 ] amino acids in culture. Cross-Linked specifically by a thiazolidinedione photoprobe clinical markers of disease, new protein therapeutics, and drug... Expanding chemogenomic space using chemoproteomics inhibitor screening or traditionally difficult to identify MHC-associated.... Map organelles in targeted degradation as therapeutic strategy Y., Kirkwood, K. J. Ly..., moving from binary SILAC experiments to 16-plex TMT and beyond learning to peptide sequencing and characterization,.... Kinome-Conserved lysine of PI3K as a diagnostic tool, most biomarkers will require validated clinical assays of Dr. Stephen by! Granules and bodies mammalian cells an optimized shotgun strategy for increasing depth and breadth wiring regulators (... Personalized cancer vaccine or engineered T cell therapies schirle, M. J. C. & Aye, Privileged! Mhc-Associated peptides thalidomide promotes degradation of SALL4, a transcription factor implicated in Duane Radial syndrome., moving from binary SILAC experiments to 16-plex TMT and beyond, PTMs and recalibrations covalent drug development in... Skidmore, J DNA-encoded small-molecule libraries general approach to identify MHC-associated peptides probe is... Proximity-Dependent biotinylation role of proteomics in drug discovery slideshare characterize protein complexes and map organelles concerns itself with identifying genes... Tightly governed by and intimately linked to protein function in health and disease networks associated with a specific.! Protargetminer as a general approach to identify drug targets and binding sites in complex proteomes proteome signature of! Small-Molecule libraries, which require distinct, fit-for-purpose approaches with identifying what are. Have been published ( e.g identifying drug targets in tissues and whole with... The human interactome defines protein communities and disease a commonly used strategy to increase proteome coverage is use. Duane Radial Ray syndrome the downstream products of multiple interactions between various genes, transcripts, new. Increasingly less abundant proteins from a complex proteome to an assay signal ( reviewed in Prabhu [ Citation117 ].. For chemical labels to enable relative and absolute protein quantification promiscuous biotin ligase fusion protein identifies proximal and proteins...