Login / Signup

SpliceHetero: An information theoretic approach for measuring spliceomic intratumor heterogeneity from bulk tumor RNA-seq.

Minsu KimSangseon LeeSangsoo LimSun Kim
Published in: PloS one (2019)
We propose an information-theoretic method to measure the sITH of bulk tumors to overcome the above challenges. This method has been extensively tested in experiments using synthetic data, xenograft tumor data, and TCGA pan-cancer data. As a result, we showed that sITH is closely related to cancer progression and clonal heterogeneity, along with clinically significant features such as cancer stage, survival outcome and PAM50 subtype. As far as we know, it is the first study to define ITH at the spliceome level. This method can greatly improve the understanding of cancer spliceome and has great potential as a diagnostic and prognostic tool.
Keyphrases
  • papillary thyroid
  • rna seq
  • single cell
  • squamous cell
  • electronic health record
  • lymph node metastasis
  • big data
  • multidrug resistant
  • machine learning
  • risk assessment
  • young adults
  • deep learning
  • free survival