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Epigenetic engineering of yeast reveals dynamic molecular adaptation to methylation stress and genetic modulators of specific DNMT3 family members
- Source :
- Nucleic Acids Research
- Publication Year :
- 2020
- Publisher :
- Cold Spring Harbor Laboratory, 2020.
-
Abstract
- Cytosine methylation is a ubiquitous modification in mammalian DNA generated and maintained by several DNA methyltransferases (DNMTs) with partially overlapping functions and genomic targets. To systematically dissect the factors specifying each DNMT’s activity, we engineered combinatorial knock-in of human DNMT genes in Komagataella phaffii, a yeast species lacking endogenous DNA methylation. Time-course expression measurements captured dynamic network-level adaptation of cells to DNMT3B1-induced DNA methylation stress and showed that coordinately modulating the availability of S-adenosyl methionine (SAM), the essential metabolite for DNMT-catalyzed methylation, is an evolutionarily conserved epigenetic stress response, also implicated in several human diseases. Convolutional neural networks trained on genome-wide CpG-methylation data learned distinct sequence preferences of DNMT3 family members. A simulated annealing interpretation method resolved these preferences into individual flanking nucleotides and periodic poly(A) tracts that rotationally position highly methylated cytosines relative to phased nucleosomes. Furthermore, the nucleosome repeat length defined the spatial unit of methylation spreading. Gene methylation patterns were similar to those in mammals, and hypo- and hypermethylation were predictive of increased and decreased transcription relative to control, respectively, in the absence of mammalian readers of DNA methylation. Introducing controlled epigenetic perturbations in yeast thus enabled characterization of fundamental genomic features directing specific DNMT3 proteins.
- Subjects :
- S-Adenosylmethionine
Methyltransferase
Transcription, Genetic
AcademicSubjects/SCI00010
Centromere
Computational biology
Biology
DNA Methyltransferase 3A
Epigenesis, Genetic
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
Stress, Physiological
Transcription (biology)
Genetics
Humans
Nucleosome
DNA (Cytosine-5-)-Methyltransferases
Gene Knock-In Techniques
Epigenetics
Cell Engineering
Gene
030304 developmental biology
2. Zero hunger
0303 health sciences
Computational Biology
Methylation
DNA Methylation
Telomere
Chromatin
chemistry
030220 oncology & carcinogenesis
Saccharomycetales
DNA methylation
Neural Networks, Computer
Genome, Fungal
030217 neurology & neurosurgery
DNA
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Nucleic Acids Research
- Accession number :
- edsair.doi.dedup.....537b771347d5ed40e8336da08de89d9f
- Full Text :
- https://doi.org/10.1101/2020.01.26.919936