By cheque: with a copy of your registration confirmation with the training session name. The cheque should be written to ACS INRA and adressed to: INRA-BIA – chemin de borde rouge – Auzeville – CS 52627 – 31326 Castanet Tolosan cedex – France By purchase order:

• domiciliation: TP Toulouse
• bank code: 10071
• counter code: 31000
• bank account number: 00001002650  – key : 96
• bank postal address: INRA TOULOUSE AC SECONDAIRE – Chemin de BORDE ROUGE – CS 52627 – 31326 CASTANET TOLOSAN CEDEX
• IBAN: FR76 1007 1310 0000 0010 0265 096
• BIC: TRPUFRP1

Registration cancellation policy: If your circumstances change and you are unable to attend the training session, you must contact secretariat-miat(at)toulouse.inra.fr by no later than 8 days prior to the commencement of the training session. Should you cancel less than 8 days prior to the commencement of the trianing session, no refund will be payable.

N° SIRET INRA Toulouse: 18007003901134 APE code: 731 Z

1. Key methodologies in mixOmics and their variants
   1. Principal Component Analysis: PCA, sparse PCA, NIPALS
   2. Canonical Correlation Analysis: CCA, regularized CCA
   3. Partial Least Squares regression: PLS, sparse PLS
   4. Partial Least Squares Discriminant Analysis: PLS-DA, sparse PLS-DA
   5. Recent developments in mixOmics, including multilevel PLS for repeated measurements and introduction to the integration of multiple data sets
2. Review on the graphical outputs implemented in mixOmics
   1. Sample plots
   2. Correlation circles
   3. Integrating two data sets: relevance networks and clustered image map
3. Case studies and applications
   1. Example with PCA: Nutrimouse
   2. Example with CCA: Multidrug
   3. Example with PLS: Liver toxicity
   4. Example with PLS-DA: SRBCT study

* The methodologies will be presented throughout the two days training session. Each methodology will be illustrated on a case study (we will alternate theory and application).

Course material will be available in a hard printed copy and online.

Other information