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smoppix - Analyze Single Molecule Spatial Omics Data Using the Probabilistic Index

Test for univariate and bivariate spatial patterns in spatial omics data with single-molecule resolution. The tests implemented allow for analysis of nested designs and are automatically calibrated to different biological specimens. Tests for aggregation, colocalization, gradients and vicinity to cell edge or centroid are provided.

Last updated

transcriptomicsspatialsinglecellcpp

5.04 score 1 stars 5 scripts 277 downloads

pengls - Fit Penalised Generalised Least Squares models

Combine generalised least squares methodology from the nlme package for dealing with autocorrelation with penalised least squares methods from the glmnet package to deal with high dimensionality. This pengls packages glues them together through an iterative loop. The resulting method is applicable to high dimensional datasets that exhibit autocorrelation, such as spatial or temporal data.

Last updated

transcriptomicsregressiontimecoursespatial

4.30 score 4 scripts 284 downloads

oosse - Out-of-Sample R² with Standard Error Estimation

Estimates out-of-sample R² through bootstrap or cross-validation as a measure of predictive performance. In addition, a standard error for this point estimate is provided, and confidence intervals are constructed.

Last updated

4.30 score 4 stars 6 scripts 187 downloads