Nature Communications · 2020 · 143 citations · 52 references
MedicineCancer BiologyOncologyCancer GeneticsMolecular OncologyTumor ProgressionCancer EpigeneticsCancer EpigenomicsCancer ProgressionTargeted Cancer TherapyTargeted TherapyTherapeutic ResistanceAnticancer Drug ResistanceGenetic Alterations In ResistanceGradual EvolutionKinase Inhibitor ResistanceResistance To Targeted TherapyResistance To Tyrosine Kinase InhibitorsSensitivityTherapeutic Resistance Mechanisms
Despite high initial efficacy, targeted therapies eventually fail in advanced cancers, as tumors develop resistance and relapse. In contrast to the substantial body of research on the molecular mechanisms of resistance, understanding of how resistance evolves remains limited. Using an experimental model of ALK positive NSCLC, we explored the evolution of resistance to different clinical ALK inhibitors. We found that resistance can originate from heterogeneous, weakly resistant subpopulations with variable sensitivity to different ALK inhibitors. Instead of the commonly assumed stochastic single hit (epi) mutational transition, or drug-induced reprogramming, we found evidence for a hybrid scenario involving the gradual, multifactorial adaptation to the inhibitors through acquisition of multiple cooperating genetic and epigenetic adaptive changes. Additionally, we found that during this adaptation tumor cells might present unique, temporally restricted collateral sensitivities, absent in therapy naïve or fully resistant cells, suggesting the potential for new therapeutic interventions, directed against evolving resistance.
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Genome engineering using the CRISPR-Cas9 system
F. Ann Ran, Patrick D. Hsu, Jason Wright et al. · Nature Protocols · 2013 · 11.7K citations · Full text
UMAP: Uniform Manifold Approximation and Projection
Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text