cepip - Cell Explanatory Power with Inflection Point (CEP-IP) with CMRF
Implements the cell explanatory power with inflection
point (CEP-IP) framework for single-cell co-expression
analysis. A generalized additive model (GAM) fitted by
restricted maximum likelihood (REML) with a penalized residual
sum of squares (PRSS) search over the basis dimension relates a
gene of interest to the mean of its partner genes. Cells are
ranked by their explanatory power, and the inflection point is
the first negative-to-positive zero crossing of a residual GAM.
Optional extensions are the Spearman-Kendall cell-level score
(SKCS) and the copula monotone recovery filter (CMRF), which
recovers cells near the module through a tolerance band and a
repeated stratified k-fold cross-validation gate. Downstream
helpers give per-donor module fractions, paired donor-level
differential expression and donor-level association models.
CEP-IP is described in Wong (2026)
<doi:10.1016/j.cmpb.2026.109372>.