Research interests
* Multivariate analysis
* Machine learning
* Mathematical applications in medicine
Publications
C Soneson: Statistically guided visualization and exploratory analysis of omics data. PhD thesis, Lund University (2011).
C Soneson and M Fontes: A framework for list representation, enabling list stabilization through incorporation of gene exchangeabilities. Biostatistics 13(1):129-141 (2012); doi: 10.1093/biostatistics/kxr023.
M Fontes and C Soneson: The projection score - an evaluation criterion for variable subset selection in PCA visualization. BMC Bioinformatics 12:307 (2011)
C Soneson and M Fontes: A method for visual identification of small sample subgroups and potential biomarkers. Annals of Applied Statistics 5(3):2131-2149 (2011)
C Soneson, M Fontes, Y Zhou, V Denisov, JS Paulsen, D Kirik, Å Petersén and the Huntington Study Group PREDICT-HD investigators: Early changes in the hypothalamic region in prodromal Huntington disease revealed by MRI analysis. Neurobiology of Disease 40:531-543 (2010)
H Lilljebjörn, C Soneson, A Andersson, J Heldrup, M Behrendtz, N Kawamata, HP Koeffler, F Mitelman, B Johansson, M Fontes, T Fioretos: The correlation pattern of acquired copy number changes in 164 ETV6/RUNX1-positive childhood acute lymphoblastic leukemias. Human Molecular Genetics 19(16):3150-3158 (2010)
C Soneson, H Lilljebjörn, T Fioretos, M Fontes: Integrative analysis of gene expression and copy number alterations using canonical correlation analysis. BMC Bioinformatics 11:191 (2010)
T Björklund, H Hall, N Breysse, C Soneson, T Carlsson, R Mandel, M Carta, D Kirik: Optimization of continuous in vivo DOPA production and studies of ectopic DA synthesis using rAAV5 vectors in Parkinsonian rats. Journal of Neurochemistry 111(2):355-367 (2009)
Teaching
System och Transformer (F)
Previous teaching
Present occupation
Acting assistant professor (vikarierande universitetslektor) at
Centre for Mathematical Sciences, Lund University (Sweden), since August 2011.
