title: The use of semiparametric mixed models to analyze PamChip(R) peptide array data: an application to an oncology experiment.
abstract: BACKGROUND
  Phosphorylation by protein kinases is a central theme in biological systems. Aberrant protein kinase activity has been implicated in a variety of human diseases (e.g. cancer). Therefore, modulation of kinase activity represents an attractive therapeutic approach for the treatment of human illnesses. Thus, identification of signature peptides is crucial for protein kinase targeting and can be achieved by using PamChip(®) microarray technology. We propose a flexible semiparametric mixed model for analyzing PamChip(®) data. This approach enables the estimation of the phosphorylation rate (Velocity) as a function of time together with pointwise confidence intervals.
  
  
  RESULTS
  Using a publicly available dataset, we show that our model is capable of adequately fitting the kinase activity profiles and provides velocity estimates over time. Moreover, it allows to test for differences in the velocity of kinase inhibition between responding and non-responding cell lines. This can be done at individual time point as well as for the entire velocity profile.
  
  
  BACKGROUND
  pushpike@med.kuleuven.be
  
  
  BACKGROUND
  Supplementary data are available at Bioinformatics online.
authors.affiliation: Interuniversity Institute for Biostatistics and Statistical Bioinformatics, Katholieke Universiteit Leuven, B3000 Leuven, Belgium. pushpike@med.kuleuven.be
authors.forename: Pushpike J
authors.initials: PJ
authors.lastname: Thilakarathne
authors.forename: Lieven
authors.initials: L
authors.lastname: Clement
authors.forename: Dan
authors.initials: D
authors.lastname: Lin
authors.forename: Ziv
authors.initials: Z
authors.lastname: Shkedy
authors.forename: Adetayo
authors.initials: A
authors.lastname: Kasim
authors.forename: Willem
authors.initials: W
authors.lastname: Talloen
authors.forename: Matthias
authors.initials: M
authors.lastname: Versele
authors.forename: Geert
authors.initials: G
authors.lastname: Verbeke
mesh_terms: D045744:Cell Line, Tumor; D016001:Confidence Intervals; D006801:Humans; D046228:Microarray Analysis / Q000379:methods*; D015233:Models, Statistical; D010455:Peptides / Q000378:metabolism*; D010766:Phosphorylation; D047428:Protein Kinase Inhibitors / Q000494:pharmacology*; D011494:Protein Kinases / Q000378:metabolism
chemical_list: D010455:Peptides; D047428:Protein Kinase Inhibitors; D011494:Protein Kinases