Bidirectional Genetic Control of Phenotypic Heterogeneity and Its Implication for Cancer Drug Resistance.
Ning MoXiaoyu ZhangWenjun ShiGongwang YuXiaoshu ChenJian-Rong YangPublished in: Molecular biology and evolution (2021)
Negative genetic regulators of phenotypic heterogeneity, or phenotypic capacitors/stabilizers, elevate population average fitness by limiting deviation from the optimal phenotype and increase the efficacy of natural selection by enhancing the phenotypic differences among genotypes. Stabilizers can presumably be switched off to release phenotypic heterogeneity in the face of extreme or fluctuating environments to ensure population survival. This task could, however, also be achieved by positive genetic regulators of phenotypic heterogeneity, or "phenotypic diversifiers," as shown by recently reported evidence that a bacterial divisome factor enhances antibiotic resistance. We hypothesized that such active creation of phenotypic heterogeneity by diversifiers, which is functionally independent of stabilizers, is more common than previously recognized. Using morphological phenotypic data from 4,718 single-gene knockout strains of Saccharomyces cerevisiae, we systematically identified 324 stabilizers and 160 diversifiers and constructed a bipartite network between these genes and the morphological traits they control. Further analyses showed that, compared with stabilizers, diversifiers tended to be weaker and more promiscuous (regulating more traits) regulators targeting traits unrelated to fitness. Moreover, there is a general division of labor between stabilizers and diversifiers. Finally, by incorporating NCI-60 human cancer cell line anticancer drug screening data, we found that human one-to-one orthologs of yeast diversifiers/stabilizers likely regulate the anticancer drug resistance of human cancer cell lines, suggesting that these orthologs are potential targets for auxiliary treatments. Our study therefore highlights stabilizers and diversifiers as the genetic regulators for the bidirectional control of phenotypic heterogeneity as well as their distinct evolutionary roles and functional independence.
Keyphrases
- genome wide
- single cell
- endothelial cells
- papillary thyroid
- saccharomyces cerevisiae
- copy number
- dna methylation
- transcription factor
- escherichia coli
- body composition
- physical activity
- gene expression
- squamous cell
- squamous cell carcinoma
- electronic health record
- climate change
- risk assessment
- emergency department
- pluripotent stem cells
- artificial intelligence
- human health
- childhood cancer
- deep learning