1. Microbial Signatures of Disease: Classifying Type 2 Diabetes with Microbiome Data in a US Cohort • Ekaterina Degtiareva , University of Oxford; Charles Rahal, University of Oxford; Andrea Tilstra, University of Oxford; Jennifer Dowd, University of Oxford.

2. The Impact of Longer Schooling on Brain Ageing: Evidence from a Quasi-Experiment in the UK Biobank • Pavithra Manoj , Health Inequalities Lab, LSE Health, London School of Economics and Political Science, London, UK; Mengyao Wang, Yale University; Stergiani Tsoli, London School of Economics and Political Science; James Cole, University College London (UCL); Emilie Courtin , Department of Health Policy, London School of Economics and Political Science, London, UK.

3. Multistate Joint Frailty Models for Interval Censored Data • Magdalena Muszynska-Spielauer , Vienna Institute of Demography, Austrian Academy of Sciences.

4. Estimating Disability Prevalence and Incidence in Italy Using a Multistate Model: Merging Information from Different Sources • Enrico Roma, University of Bologna, Department of Statistical Science "Paolo Fortunati"; Rossella Miglio , Department of Statistical Sciences "Paolo Fortunati", University of Bologna.

5. Discovering Prevalent Chronic Disease Profiles with Advanced Clustering Methods • Jiani Yan , University of Oxford.