Peer-reviewed

7. CA Vallejos, D Risso, A Scialdone, S Dudoit, JC Marioni (2017). Normalizing single-cell RNA sequencing data: challenges and opportunities. Nature Methods 14, 565571.

6. CP Martinez-Jimenez, N Eling, H Chen, CA Vallejos, AA Kolodziejczyk, F Connor, L Stojic, TF Rayner, MJT Stubbington, SA Teichmann, M de la Roche, JC Marioni and DT Odom (2017). Aging increases cell-to-cell transcriptional variability upon immune stimulation. Science 355: 1433-1436

5. CA Vallejos and MFJ Steel (2017) Incorporating unobserved heterogeneity in Weibull survival models: A Bayesian approach. Econometrics and Statistics 3: 77-88.

4. CA Vallejos and MFJ Steel (2017) Bayesian survival analysis of university outcomes. Journal of the Royal Statistical Society - Series A 180: 613-631

3. CA Vallejos, S Richardson and JC Marioni (2016) Beyond comparisons of means: understanding changes in gene expression at the single-cell level. Genome Biology 17: 70

2. CA Vallejos, JC Marioni and S Richardson (2015) BASiCS: Bayesian Analysis of Single-Cell Sequencing Data. PLOS Computational Biology 11: e1004333

1. CA Vallejos and MFJ Steel (2015) Objective Bayesian survival analysis using scale mixtures of log-normal distributions. Journal of the American Statistical Association 510: 697-710

Others

3. N Eling, AC Richard, S Richardson, JC Marion and CA Vallejos (2017) Robust expression variability testing reveals heterogeneous T cell responses. bioRxiv https://doi.org/10.1101/237214

2. CA Vallejos, S Richardson and JC Marioni (2015). Disentangling transcriptional heterogeneity among single-cells: a Bayesian approach. Mini workshop: Recent Developments in Statistical Methods with Applications to Genetics and Genomics. Eds. I. Ionita-Laza, M. Krawczak, X. Lin, M. Nothnagel. Mathematisches Forschungsinstitut Oberwolfach Reports 52. DOI: 10.4171/OWR/2015/52

1. CA Vallejos and MFJ Steel (2013) On posterior propriety for the Student-t linear regression model under Jeffreys priors. CRiSM Working Paper 13-15

PhD thesis

Incorporating unobserved heterogeneity and multiple event types in survival models: a Bayesian approach. Supervisor: Prof Mark Steel. Department of Statistics, University of Warwick. Defended on: 30/05/2014. Panel: Prof Gareth Roberts (Warwick) and Prof Jon Forster (Southampton)