Re-defining synthetic lethality by phenotypic profiling for precision oncology
نویسندگان
چکیده
High-throughput functional and genomic screening techniques provide systematic means for phenotypic discovery. Using synthetic lethality (SL) as a paradigm anticancer drug target discovery, we describe how these technologies may offer new possibilities to identify therapeutically relevant selective SL interactions by addressing some of the challenges that have made robust discovery candidates difficult. We further introduce an extended concept interaction, in which simultaneous perturbation two or more cellular components reduces cell viability than expected their individual effects, feel is highly befitting applications. also highlight potential benefits related computational quantification synergistic cancer selectivity. Finally, explore tumoral heterogeneity can be exploited find phenotype-specific precision oncology using high-throughput exciting opportunities methods identification subclonal interactions. Recent advances methods, such those based on comprehensive small-molecule libraries genome-wide CRISPR-based gene editing, provided researchers with cell-based combinatorial profiling. In research, therapeutic targets, lethal partners cancer-related genotypes phenotypes. There are excellent reviews recent developments mapping genetic screens, well factors should considered when developing analysis pipelines seeking implement novel into clinical practice (Shen Ideker, 2018Shen J.P. Ideker T. Synthetic networks oncology: promises pitfalls.J. Mol. Biol. 2018; 430: 2900-2912Crossref PubMed Scopus (14) Google Scholar; Tutuncuoglu Krogan, 2019Tutuncuoglu B. Krogan N.J. Mapping cancer: road rational combination therapies.Genome Med. 2019; 11: 62Crossref (12) Huang et al., 2020Huang A. Garraway L.A. Ashworth Weber engine discovery.Nat. Rev. Drug Discov. 2020; 19: 23-38Crossref (124) Topatana 2020Topatana W. Juengpanich S. Li Cao J. Hu Lee Suliyanto K. Ma D. 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According principle, cancer-associated opportunities, even “undruggable” not accessible small molecules To historical outlook almost 20 years active research cancer, make projections field heading, carried out literature review abstract analysis. Notably, number papers focusing growing rapidly since 2007 (Figure 1A), 2 after between PARP BRCA (Farmer 2005Farmer McCabe N. Tutt A.N.J. Johnson D.A. Richardson T.B. Santarosa Dillon K.J. Hickson I. Knights al.Targeting repair defect mutant strategy.Nature. 434: 917-921Crossref (4269) This subsequent BRCA-mutant exquisitely sensitive enzyme, led era biomarker-driven various cancers (Pilié 2019Pilié P.G. Mills G.B. Yap T.A. State-of-the-art targeting cancer.Nat. Clin. 16: 81-104Crossref (354) Co-occurrence suggests BRCA1/2, TP53, PARP1/2 most-studied 1B). 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Another reason confusion often reduction does match binary dead/alive definition. partly independent context-dependent challenging Scholar), especially metrics. account discrepancies, propose (see Figure 2B). note requires quantitative borrows synergy scoring drug-induced (details references given elsewhere relation Quantitative combinations). implies less dramatic classification principle 2A), depending non-interaction background single perturbations defined. Even though extends nature ways, think actually reflects accurately its current field. Our includes special cases varying subclasses (e.g., “synthetic sickness”; allowing purely results, thus minimizing uncertainty associated mechanism-driven concepts “induced essentiality,” “non-cell-autonomous SL,” “metabolic forms classes 2020Li Cai Development classification.Signal Transduct. Target. 241Crossref Regardless formally defined, main motivation remains same; is, only one uniquely present cells, healthy principal objective (i.e., increasing window; forgotten over selectivity implicitly assumed specific oncogenes. argued BRCA/PARP so successfully translated clinic (Nijman Prof. opposing view 2009, suggesting indices all drugs “almost certainly relate poorly understood” 2009Kaelin framework development wiser therapeutics.Genome 2009; 1: 99Crossref (72) Indeed, differences normal distinctive feature makes them susceptible treatment. However, imposes different elements perturbed, oncogene-addiction acting direct cancer-promoting 2C); therefore, cannot work mechanism. contrast, act mechanisms Immunotherapy programmed death-ligand (PD-L1) inhibitors, specifically display neoantigens-MHC complex appropriate immune machinery; hence, PD-L1 neoantigen-MHC dependent context, or, formally, three-component interaction. chemotherapeutics, like cisplatin, proliferative Since do proliferate cisplatin exhibits greater activity generating required window. Overall, commonly working and, needed. Combining enables synergize (or to) approved pre-clinical compounds. Besides straightforward well-described chemogenetic integrated approach provides mediating example, Durocher coworkers utilized whole-genome CRISPR pathways survival 27 genotoxic agents, unbiased types (Olivieri 2020Olivieri Cho Álvarez-Quilón Schellenberg Zimmermann Hustedt Rossi S.E. Adam Melo cells.Cell. 182: 481-496.e21Abstract (102) Similarly, combining rich resource clues underpinnings putative mode action, prove great importance refining strategies. These possibilities, methodological challenges, experiments strong selection pressure doses drugs), standard show suboptimal performance identifying differentially represented sequencing tags guide RNAs) (Akimov 2020Akimov Bulanova Timonen Improved barcodes phenomics.Mol. Syst. e9195Crossref Furthermore, variable dynamics, vivo vitro (Gerrits 2010Gerrits Dykstra Kalmykowa O.J. Klauke Verovskaya Broekhuis M.J.C. de Haan Bystrykh L.V. Cellular barcoding tool hematopoietic system.Blood. 2010; 115: 2610-2618Crossref (154) Porter 2014Porter S.N. Baker L.C. Mittelman Porteus M.H. Lentiviral ongoing dynamics vivo.Genome 2014; 15: R75Crossref (44) Merino 2019Merino T.S. Serrano Vaillant Liu Pal Di Stefano Schreuder al.Barcoding behavior patient-derived xenografts metastatic triple negative 10: 766Crossref (49) significantly affect read-count variance chemogenomic followed re-growth. depend strength pressure, accounting practical resemble clinically concentrations). Combinatorial represents orthogonal method mitigates non-druggable targets. Initially Wong 2016
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ژورنال
عنوان ژورنال: Cell chemical biology
سال: 2021
ISSN: ['2451-9456', '2451-9448']
DOI: https://doi.org/10.1016/j.chembiol.2021.01.026