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Genomewide detection of cytosine methylation by single molecule real-time sequencing

ABSTRACT: 5-methylcytosine (5mC) is an important type of epigenetic modification. In this study, we enhanced 5mC detection using SMRT sequencing by holistically analyzing kinetic signals of a DNA polymerase and sequence context for every base within a measurement window. We employed a convolutional neural network to train a methylation classification model. This methodology has provided a system for simultaneous genome-wide genetic and epigenetic analyses.Ã‚Â

PROVIDER: EGAS00001004642 | EGA |

REPOSITORIES: EGA

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Project description:Time course of batch growth. Reference (channel 1) was a culture grown in MD medium with 2.4 g/L glucose, with 5 slpm air-flow, stirring at 400 rpm and a constant 300C temperature, dilution 0.25 volumes/hour. The experimental (channel 2) time course samples were grown in batch for the indicated time. The "Low-D chemostat vs. High-D chemostat" hybridization's channel 2 sample was grown in a chemostat, with a dilution rate of 0.05 volumes/hour; it is most similar to the time course samples taken between 8 and 9 hours. Groups of assays that are related as part of a time series. FactorCategory: Elapsed Time; name: Elapsed Time; Measurement: time(absolute) 0 h; name: 45181_Elapsed Time; Measurement: time(absolute) 8.5 h; name: 38150_Elapsed Time; Measurement: time(absolute) 8.75 h; name: 38151_Elapsed Time; Measurement: time(absolute) 9 h; name: 38152_Elapsed Time; Measurement: time(absolute) 9.25 h; name: 38153_Elapsed Time; Measurement: time(absolute) 7.25 h; name: 38145_Elapsed Time; Measurement: time(absolute) 9.5 h; name: 38154_Elapsed Time; Measurement: time(absolute) 7.5 h; name: 38146_Elapsed Time; Measurement: time(absolute) 9.75 h; name: 38155_Elapsed Time; Measurement: time(absolute) 7.75 h; name: 38147_Elapsed Time; Measurement: time(absolute) 10 h; name: 38156_Elapsed Time; Measurement: time(absolute) 8 h; name: 38148_Elapsed Time; Measurement: time(absolute) 8.25 h; name: 38149_Elapsed Time FactorCategory: Growth Condition; name: Growth Condition; Growth Condition: chemostat dilution control; name: 45181_Growth Condition; Growth Condition: batch; name: 38150_Growth Condition; Growth Condition: batch; name: 38151_Growth Condition; Growth Condition: batch; name: 38152_Growth Condition; Growth Condition: batch; name: 38153_Growth Condition; Growth Condition: batch; name: 38145_Growth Condition; Growth Condition: batch; name: 38154_Growth Condition; Growth Condition: batch; name: 38146_Growth Condition; Growth Condition: batch; name: 38155_Growth Condition; Growth Condition: batch; name: 38147_Growth Condition; Growth Condition: batch; name: 38156_Growth Condition; Growth Condition: batch; name: 38148_Growth Condition; Growth Condition: batch; name: 38149_Growth Condition Keywords: time_series_design

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Genomewide detection of cytosine methylation by single molecule real-time sequencing

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