Statistics Group



Biostatistics

Bernardinelli, Berzuini, Bowsher, Chiappa, Dawid, Spiegelhalter

Recent years have seen dramatic progress in understanding complex disease genetics through identifying genetic variants which predispose to such diseases as coronary artery disease (CAD), inflammatory bowel disease (IBD) and multiple sclerosis (MS). This progress is beginning to provide important clues about the causes of these conditions, and this provides a key to the development of better treatments and preventative strategies long-term.

We have

  • contributed to highlighting chromosomal regions implicated in CAD, IBD and MS; developed methods to benefit from next-generation DNA sequencing and genotyping data; and identified the cellular pathogenic mechanisms that mediate the effects of the discovered genetic alterations.
  • applied causal inference to highlight involvement of specific genetic variants in susceptibility to IBD, providing an understanding of this phenomenon as a functional alteration in the process of degradation of intracellular pathogens (autophagy).
  • developed high-dimensional regression methods for prediction of disease outcomes, resulting in the identification of a genetic signature that predisposes to re-infarction.
biostatistics_Carlo
The highest percentage of complications is found among those individuals carrying two copies of the deleterious allele at locus rs1333040 in chromosome 9.

  1. Bernardinelli, L., Berzuini, C. and Cox, D. (2007)<
    Association between the ACCN1 gene and Multiple Sclerosis.
    PLoS ONE, 2(5), PubMed ID: 17534430.

  2. Berzuini, C., Bernardinelli, L., with ATVB (2011)
    Influence of 9p21.3 genetic variants on clinical outcomes in early-onset myocardial infarction.
    Journal of the American Cardiology Association, to appear.

  3. Berzuini, C. , Bernardinelli, L., with Cambridge IBD Research Group and Sanger Center (2008)
    Genetic determinants of Ulcerative Colitis include the ECM1 locus and five loci implicated in Crohn's disease
    Nature Genetics, 40(6), 710-712.

  4. Berzuini, C. and Dawid, A.P. (2011)
    Mechanistic Interaction
    Biostatistics, under revision.