While the default transition matrix follows a probability distribution mirroring the biological distribution of class-switching (IgM > IgG > IgA > IgE), it is possible to alter this matrix to mirror cases where preferential class-switching occurs, such as viral infections or immunizations (Fig. 1D) (Neumeier et al., 2022a, b). Here, CD40LG is linked to viral infectious disease.