Cargando…

MethylPurify: tumor purity deconvolution and differential methylation detection from single tumor DNA methylomes

We propose a statistical algorithm MethylPurify that uses regions with bisulfite reads showing discordant methylation levels to infer tumor purity from tumor samples alone. MethylPurify can identify differentially methylated regions (DMRs) from individual tumor methylome samples, without genomic var...

Descripción completa

Detalles Bibliográficos
Autores principales: Zheng, Xiaoqi, Zhao, Qian, Wu, Hua-Jun, Li, Wei, Wang, Haiyun, Meyer, Clifford A, Qin, Qian Alvin, Xu, Han, Zang, Chongzhi, Jiang, Peng, Li, Fuqiang, Hou, Yong, He, Jianxing, Wang, Jun, Zhang, Peng, Zhang, Yong, Liu, Xiaole Shirley
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4165374/
https://www.ncbi.nlm.nih.gov/pubmed/25103624
http://dx.doi.org/10.1186/s13059-014-0419-x
Descripción
Sumario:We propose a statistical algorithm MethylPurify that uses regions with bisulfite reads showing discordant methylation levels to infer tumor purity from tumor samples alone. MethylPurify can identify differentially methylated regions (DMRs) from individual tumor methylome samples, without genomic variation information or prior knowledge from other datasets. In simulations with mixed bisulfite reads from cancer and normal cell lines, MethylPurify correctly inferred tumor purity and identified over 96% of the DMRs. From patient data, MethylPurify gave satisfactory DMR calls from tumor methylome samples alone, and revealed potential missed DMRs by tumor to normal comparison due to tumor heterogeneity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0419-x) contains supplementary material, which is available to authorized users.