Nonparametric kernel-based detection of spatially variable genes with adaptive shrinkage and scalable multi-sample inference
CytoKspace is introduced, a nonparametric framework that combines a sparse exponential kernel constructed from nearest-neighbor graphs with a quadratic-form test statistic and adaptive permutation testing that demonstrates competitive sensitivity, well-calibrated false positive rates, and practical computational requir...