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1.
Nature ; 620(7974): 651-659, 2023 Aug.
Article in English | MEDLINE | ID: mdl-37468627

ABSTRACT

Even among genetically identical cancer cells, resistance to therapy frequently emerges from a small subset of those cells1-7. Molecular differences in rare individual cells in the initial population enable certain cells to become resistant to therapy7-9; however, comparatively little is known about the variability in the resistance outcomes. Here we develop and apply FateMap, a framework that combines DNA barcoding with single-cell RNA sequencing, to reveal the fates of hundreds of thousands of clones exposed to anti-cancer therapies. We show that resistant clones emerging from single-cell-derived cancer cells adopt molecularly, morphologically and functionally distinct resistant types. These resistant types are largely predetermined by molecular differences between cells before drug addition and not by extrinsic factors. Changes in the dose and type of drug can switch the resistant type of an initial cell, resulting in the generation and elimination of certain resistant types. Samples from patients show evidence for the existence of these resistant types in a clinical context. We observed diversity in resistant types across several single-cell-derived cancer cell lines and cell types treated with a variety of drugs. The diversity of resistant types as a result of the variability in intrinsic cell states may be a generic feature of responses to external cues.


Subject(s)
Antineoplastic Agents , Clone Cells , Drug Resistance, Neoplasm , Neoplasms , Humans , Clone Cells/drug effects , Clone Cells/metabolism , Clone Cells/pathology , DNA Barcoding, Taxonomic , Drug Resistance, Neoplasm/drug effects , Drug Resistance, Neoplasm/genetics , Neoplasms/drug therapy , Neoplasms/genetics , Neoplasms/pathology , RNA-Seq , Single-Cell Gene Expression Analysis , Tumor Cells, Cultured , Antineoplastic Agents/pharmacology
2.
Cell Syst ; 13(12): 1016-1032.e6, 2022 12 21.
Article in English | MEDLINE | ID: mdl-36450286

ABSTRACT

Genetic networks should respond to signals but prevent the transmission of spontaneous fluctuations. Limited data from mammalian cells suggest that noise transmission is uncommon, but systematic claims about noise transmission have been limited by the inability to directly measure it. Here, we build a mathematical framework modeling allelic correlation and noise transmission, showing that allelic correlation and noise transmission correspond across model parameters and network architectures. Limiting noise transmission comes with the trade-off of being unresponsive to signals, and within responsive regimes, there is a further trade-off between response time and basal noise transmission. Analysis of allele-specific single-cell RNA-sequencing data revealed that genes encoding upstream factors in signaling pathways and cell-type-specific factors have higher allelic correlation than downstream factors, suggesting they are more subject to regulation. Overall, our findings suggest that some noise transmission must result from signal responsiveness, but it can be minimized by trading off for a slower response. A record of this paper's transparent peer review process is included in the supplemental information.


Subject(s)
Gene Regulatory Networks , Signal Transduction , Animals , Gene Regulatory Networks/genetics , Alleles , Signal Transduction/genetics , Mammals
3.
Cell ; 179(5): 1222-1238.e17, 2019 11 14.
Article in English | MEDLINE | ID: mdl-31730859

ABSTRACT

Mitochondrial dysfunction is associated with a spectrum of human conditions, ranging from rare, inborn errors of metabolism to the aging process. To identify pathways that modify mitochondrial dysfunction, we performed genome-wide CRISPR screens in the presence of small-molecule mitochondrial inhibitors. We report a compendium of chemical-genetic interactions involving 191 distinct genetic modifiers, including 38 that are synthetic sick/lethal and 63 that are suppressors. Genes involved in glycolysis (PFKP), pentose phosphate pathway (G6PD), and defense against lipid peroxidation (GPX4) scored high as synthetic sick/lethal. A surprisingly large fraction of suppressors are pathway intrinsic and encode mitochondrial proteins. A striking example of such "intra-organelle" buffering is the alleviation of a chemical defect in complex V by simultaneous inhibition of complex I, which benefits cells by rebalancing redox cofactors, increasing reductive carboxylation, and promoting glycolysis. Perhaps paradoxically, certain forms of mitochondrial dysfunction may best be buffered with "second site" inhibitors to the organelle.


Subject(s)
Genes, Modifier , Mitochondria/genetics , Mitochondria/pathology , Autoantigens/metabolism , Cell Death/drug effects , Cytosol/drug effects , Cytosol/metabolism , Electron Transport Complex I/metabolism , Epistasis, Genetic/drug effects , Ferroptosis/drug effects , Ferroptosis/genetics , Genome , Glutathione Peroxidase/metabolism , Glycolysis/drug effects , Glycolysis/genetics , Humans , K562 Cells , Mitochondria/drug effects , Oligomycins/toxicity , Oxidation-Reduction , Oxidative Phosphorylation/drug effects , Pentose Phosphate Pathway/drug effects , Pentose Phosphate Pathway/genetics , Reactive Oxygen Species/metabolism , Ribonucleoproteins/metabolism , SS-B Antigen
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