Your browser doesn't support javascript.
loading
ISOpureR: an R implementation of a computational purification algorithm of mixed tumour profiles.
Anghel, Catalina V; Quon, Gerald; Haider, Syed; Nguyen, Francis; Deshwar, Amit G; Morris, Quaid D; Boutros, Paul C.
Afiliação
  • Anghel CV; Informatics and Biocomputing Program, Ontario Institute for Cancer Research, 661 University Avenue, Toronto, Suite 510, M5G 0A3, ON, Canada. Catalina.Anghel@oicr.on.ca.
  • Quon G; Department of Computer Science, University of Toronto, 10 King's College Road, Room 3303, M5S 3G4, Toronto, ON, Canada. gquon@mit.edu.
  • Haider S; Informatics and Biocomputing Program, Ontario Institute for Cancer Research, 661 University Avenue, Toronto, Suite 510, M5G 0A3, ON, Canada. Syed.Haider@oicr.on.ca.
  • Nguyen F; Department of Oncology, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford, OX3 7DQ, United Kingdom. Syed.Haider@oicr.on.ca.
  • Deshwar AG; Informatics and Biocomputing Program, Ontario Institute for Cancer Research, 661 University Avenue, Toronto, Suite 510, M5G 0A3, ON, Canada. F-Nguyen@hotmail.com.
  • Morris QD; Edward S. Rogers Sr. Department of Electrical and Computer Engineering, University of Toronto, 10 King's College, Room SFB540, Toronto, M5S 3G4, ON, Canada. Amit.Deshwar@utoronto.ca.
  • Boutros PC; Department of Computer Science, University of Toronto, 10 King's College Road, Room 3303, M5S 3G4, Toronto, ON, Canada. Quaid.Morris@utoronto.ca.
BMC Bioinformatics ; 16: 156, 2015 May 14.
Article em En | MEDLINE | ID: mdl-25972088
ABSTRACT

BACKGROUND:

Tumour samples containing distinct sub-populations of cancer and normal cells present challenges in the development of reproducible biomarkers, as these biomarkers are based on bulk signals from mixed tumour profiles. ISOpure is the only mRNA computational purification method to date that does not require a paired tumour-normal sample, provides a personalized cancer profile for each patient, and has been tested on clinical data. Replacing mixed tumour profiles with ISOpure-preprocessed cancer profiles led to better prognostic gene signatures for lung and prostate cancer.

RESULTS:

To simplify the integration of ISOpure into standard R-based bioinformatics analysis pipelines, the algorithm has been implemented as an R package. The ISOpureR package performs analogously to the original code in estimating the fraction of cancer cells and the patient cancer mRNA abundance profile from tumour samples in four cancer datasets.

CONCLUSIONS:

The ISOpureR package estimates the fraction of cancer cells and personalized patient cancer mRNA abundance profile from a mixed tumour profile. This open-source R implementation enables integration into existing computational pipelines, as well as easy testing, modification and extension of the model.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Algoritmos / Software / Biologia Computacional / Perfilação da Expressão Gênica Tipo de estudo: Prognostic_studies Limite: Humans / Male Idioma: En Ano de publicação: 2015 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Algoritmos / Software / Biologia Computacional / Perfilação da Expressão Gênica Tipo de estudo: Prognostic_studies Limite: Humans / Male Idioma: En Ano de publicação: 2015 Tipo de documento: Article