The invention discloses a
methylation signal detection method, device and equipment based on
free DNA sequencing fragments in
plasma and a storage medium, and relates to the technical field of non-invasive
disease detection.The method comprises the steps that for each
free DNA methylation sequencing fragment, the average
methylation value of all CpG loci contained in the
free DNA methylation sequencing fragment is calculated and discretized into the preset methylation level; carrying out normalization
processing on methylation levels corresponding to methylation sequencing fragments in the preset
genome region to obtain methylation
state distribution characteristics; and screening out significant
differential methylation state distribution characteristics, inputting the significant
differential methylation state distribution characteristics into an XGBoost classifier, and outputting to obtain a
plasma free
DNA methylation characteristic
score. According to the method, fragment
hierarchical coding is adopted, the continuous methylation value of a single fragment is discretized to a limited level, and the distribution of the continuous methylation value in a
genome region is counted, so that weak but specific
disease signals are effectively amplified and can be detected from a large number of normal backgrounds.