To identify statistically credible effects, scCODA compares the posterior inclusion probability to a threshold c. As noted previously33,34, Bayesian variable selection methods must control for multiplicity, to avoid an inflated number of false-positive associations. To this end, we use a direct posterior probability approach9,35 to estimate the false discovery rate for a threshold value c.