Version Compatibility

Reference examples tested with: mixOmics 6.26+

Before using code patterns, verify installed versions match. If versions differ:

• R: packageVersion("<pkg>") then ?function_name to verify parameters

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

mixOmics Multi-Omics Analysis

"Integrate my multi-omics data with supervised analysis" → Identify cross-omics feature signatures that discriminate between groups using sparse PLS and multi-block discriminant analysis.

• R: mixOmics::block.splsda() (DIABLO), mixOmics::spls() for pairwise integration

Setup and Data Preparation

Goal: Load and align omics matrices with matching sample labels and phenotype information.