From 6408a140ef366a6f57b4dad21ad8adff98b8b31e Mon Sep 17 00:00:00 2001 From: Stefano Mangiola Date: Thu, 14 Dec 2023 16:12:45 +1100 Subject: [PATCH 1/3] improve messaging --- R/utilities.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/utilities.R b/R/utilities.R index 15861e00..f895fb34 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -2123,7 +2123,7 @@ mutate_from_expr_list = function(x, formula_expr, ignore_errors = TRUE){ contrasts_not_in_the_model = contrasts_not_in_the_model[contrasts_not_in_the_model!=""] if(length(contrasts_not_in_the_model) > 0 & !ignore_errors) - warning(sprintf("sccomp says: These components of your contrasts are not present in the model as parameters: %s", paste(contrasts_not_in_the_model, sep = ", "))) + warning(sprintf("sccomp says: These components of your contrasts are not present in the model as parameters: %s. Factors including special characters, e.g. \"(Intercept)\" require backquotes e.g. \"`(Intercept)`\" ", paste(contrasts_not_in_the_model, sep = ", "))) # Calculate if(ignore_errors) my_mutate = mutate_ignore_error From c615938e7ed600274088d33336ff8e5d89d95869 Mon Sep 17 00:00:00 2001 From: Stefano Mangiola Date: Fri, 15 Dec 2023 11:54:59 +1100 Subject: [PATCH 2/3] changed arguments and add README --- DESCRIPTION | 3 +- NAMESPACE | 1 + R/functions_multi_beta_binomial.R | 122 ++++- R/methods.R | 35 +- R/utilities.R | 4 +- README.md | 699 +++++++++++++++++++++---- dev/stan_models/glm_beta_binomial.stan | 4 +- inst/figures/unnamed-chunk-14-1.png | Bin 99243 -> 101050 bytes inst/figures/unnamed-chunk-15-1.png | Bin 79314 -> 78743 bytes inst/figures/unnamed-chunk-16-1.png | Bin 153943 -> 63879 bytes inst/figures/unnamed-chunk-17-1.png | Bin 79314 -> 78743 bytes inst/figures/unnamed-chunk-18-1.png | Bin 40808 -> 40064 bytes inst/stan/glm_multi_beta_binomial.stan | 4 +- man/fragments/intro.Rmd | 95 +++- 14 files changed, 832 insertions(+), 135 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 8b7fece3..0819c53a 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -40,7 +40,8 @@ Imports: readr, scales, stringr, - glue + glue, + fitdistrplus Suggests: BiocStyle, testthat (>= 3.0.0), diff --git a/NAMESPACE b/NAMESPACE index f88ee5aa..dd86744f 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -46,6 +46,7 @@ importFrom(dplyr,left_join) importFrom(dplyr,mutate) importFrom(dplyr,select) importFrom(dplyr,with_groups) +importFrom(fitdistrplus,fitdist) importFrom(forcats,fct_relevel) importFrom(forcats,fct_reorder) importFrom(ggrepel,geom_text_repel) diff --git a/R/functions_multi_beta_binomial.R b/R/functions_multi_beta_binomial.R index ac794fbe..80b8d4d3 100644 --- a/R/functions_multi_beta_binomial.R +++ b/R/functions_multi_beta_binomial.R @@ -10,8 +10,8 @@ sccomp_glm_data_frame_raw = function(.data, # Secondary arguments contrasts = NULL, - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(20, 40)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), percent_false_positive = 5, check_outliers = TRUE, approximate_posterior_inference = "none", @@ -110,8 +110,8 @@ sccomp_glm_data_frame_counts = function(.data, # Secondary arguments contrasts = NULL, #.grouping_for_random_intercept = NULL, - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(20, 40)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), percent_false_positive = 5, check_outliers = TRUE, approximate_posterior_inference = "none", @@ -261,11 +261,11 @@ sccomp_glm_data_frame_counts = function(.data, data_for_model$TNS = length(data_for_model$truncation_not_idx) # Prior - data_for_model$prior_prec_intercept = prior_overdispersion_mean_association$intercept - data_for_model$prior_prec_slope = prior_overdispersion_mean_association$slope - data_for_model$prior_prec_sd = prior_overdispersion_mean_association$standard_deviation - data_for_model$prior_mean_intercept = prior_mean$intercept - data_for_model$prior_mean_coefficients = prior_mean$coefficients + data_for_model$prior_prec_intercept = prior_overdispersion_mean_association$intercept_normal + data_for_model$prior_prec_slope = prior_overdispersion_mean_association$slope_normal + data_for_model$prior_overdispersion_mean_association = prior_overdispersion_mean_association$sd_gamma + data_for_model$prior_mean_intercept = prior_mean$intercept_normal + data_for_model$prior_mean_coefficients = prior_mean$coefficients_normal data_for_model$exclude_priors = exclude_priors data_for_model$enable_loo = TRUE & enable_loo @@ -285,7 +285,12 @@ sccomp_glm_data_frame_counts = function(.data, verbose = verbose, seed = mcmc_seed, max_sampling_iterations = max_sampling_iterations, - pars = c("beta", "alpha", "prec_coeff","prec_sd", "alpha_normalised", "beta_random_intercept", "log_lik") + pars = c("beta", "alpha", "prec_coeff","prec_sd", "alpha_normalised", "beta_random_intercept", "log_lik", + + # For getting the priors + "beta_raw_raw" + + ) ) @@ -365,16 +370,93 @@ get_mean_precision = function(fit, data_for_model){ # select(-data, -X) } -get_mean_precision_association = function(fit){ - c( - fit %>% - summary("prec_coeff") %$% - summary %>% - .[,1] , - fit %>% - summary("prec_sd") %$% - summary %>% - .[,1] +#' Get Mean Precision Association from Fit +#' +#' This function extracts and processes precision-related parameters from a fitted +#' model object (assumed to be from `rstan`). It retrieves the mean and confidence +#' intervals for the intercept and slope priors, as well as the maximum likelihood +#' estimate for the standard deviation of a gamma prior. +#' +#' @param fit A model object, typically from an rstan fit. +#' +#' @return A list containing three elements: +#' - `intercept_normal`: Mean and confidence intervals of the intercept. +#' - `slope_normal`: Mean and confidence intervals of the slope. +#' - `sd_gamma`: Maximum likelihood estimate of the standard deviation +#' of the gamma prior. +#' +#' @importFrom rstan summary +#' @importFrom fitdistrplus fitdist +#' @noRd +get_prior_overdispersion_mean_association <- function(fit){ + list( + # Extracting intercept normal prior mean and confidence intervals + intercept_normal = + fit |> + rstan::summary("prec_coeff") %$% + summary |> + _[1, c(1, 3)], + + # Extracting slope normal prior mean and confidence intervals + slope_normal = + fit |> + rstan::summary("prec_coeff") %$% + summary |> + _[2, c(1, 3)], + + # Fitting a gamma distribution to the extracted standard deviation and obtaining MLE estimates + sd_gamma = + fit |> + rstan::extract("prec_sd") |> + _[[1]] |> + as.numeric() |> + fitdistrplus::fitdist(distr = "gamma", method = "mle") %$% + estimate ) } + +#' Get Mean Precision Association from Fit +#' +#' This function extracts and processes precision-related parameters from a fitted +#' model object (assumed to be from `rstan`). It retrieves the mean and confidence +#' intervals for the intercept and slope priors, as well as the maximum likelihood +#' estimate for the standard deviation of a gamma prior. +#' +#' @param fit A model object, typically from an rstan fit. +#' +#' @return A list containing three elements: +#' - `intercept_normal`: Mean and confidence intervals of the intercept. +#' - `slope_normal`: Mean and confidence intervals of the slope. +#' - `sd_gamma`: Maximum likelihood estimate of the standard deviation +#' of the gamma prior. +#' +#' @importFrom rstan summary +#' @importFrom fitdistrplus fitdist +#' @noRd +get_prior_mean <- function(fit){ + list( + + # Fitting a gamma distribution to the extracted standard deviation and obtaining MLE estimates + intercept_normal = c( + 0, + fit |> + rstan::summary("beta_raw_raw") %$% + summary |> + as_tibble(rownames="parameter") |> + filter(parameter |> str_detect("\\[1")) |> + pull(sd) |> + mean() + ), + coefficients_normal = c( + 0, + fit |> + rstan::summary("beta_raw_raw") %$% + summary |> + as_tibble(rownames="parameter") |> + filter(parameter |> str_detect("\\[1", negate = TRUE)) |> + pull(sd) |> + mean() + ) + ) +} \ No newline at end of file diff --git a/R/methods.R b/R/methods.R index 553cff24..a7d4f156 100644 --- a/R/methods.R +++ b/R/methods.R @@ -99,8 +99,8 @@ sccomp_estimate <- function(.data, bimodal_mean_variability_association = FALSE, percent_false_positive = 5, approximate_posterior_inference = "none", - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(10, 20)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), .sample_cell_group_pairs_to_exclude = NULL, verbose = TRUE, enable_loo = FALSE, @@ -126,8 +126,8 @@ sccomp_estimate.Seurat = function(.data, bimodal_mean_variability_association = FALSE, percent_false_positive = 5, approximate_posterior_inference = "none", - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(10, 20)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), .sample_cell_group_pairs_to_exclude = NULL, verbose = TRUE, enable_loo = FALSE, @@ -186,8 +186,8 @@ sccomp_estimate.SingleCellExperiment = function(.data, bimodal_mean_variability_association = FALSE, percent_false_positive = 5, approximate_posterior_inference = "none", - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(10, 20)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), .sample_cell_group_pairs_to_exclude = NULL, verbose = TRUE, enable_loo = FALSE, @@ -249,8 +249,8 @@ sccomp_estimate.DFrame = function(.data, bimodal_mean_variability_association = FALSE, percent_false_positive = 5, approximate_posterior_inference = "none", - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(10, 20)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), .sample_cell_group_pairs_to_exclude = NULL, verbose = TRUE, enable_loo = FALSE, @@ -311,8 +311,8 @@ sccomp_estimate.data.frame = function(.data, bimodal_mean_variability_association = FALSE, percent_false_positive = 5, approximate_posterior_inference = "none", - prior_mean = list(intercept = c(0,1), coefficients = c(0,1)), - prior_overdispersion_mean_association = list(intercept = c(5, 2), slope = c(0, 0.6), standard_deviation = c(10, 20)), + prior_mean = list(intercept_normal = c(0,1), coefficients_normal = c(0,1)), + prior_overdispersion_mean_association = list(intercept_normal = c(5, 2), slope_normal = c(0, 0.6), sd_gamma = c(20, 40)), .sample_cell_group_pairs_to_exclude = NULL, verbose = TRUE, enable_loo = FALSE, @@ -602,8 +602,6 @@ sccomp_remove_outliers.sccomp_tbl = function(.estimate, ) - #fit_model(stan_model("inst/stan/glm_multi_beta_binomial.stan"), chains= 4, output_samples = 500, approximate_posterior_inference = FALSE, verbose = TRUE) - rng2 = rstan::gqs( stanmodels$glm_multi_beta_binomial_generate_date, #rstan::stan_model("inst/stan/glm_multi_beta_binomial_generate_date.stan"), @@ -693,7 +691,10 @@ sccomp_remove_outliers.sccomp_tbl = function(.estimate, verbose = verbose, seed = mcmc_seed, max_sampling_iterations = max_sampling_iterations, - pars = c("beta", "alpha", "prec_coeff","prec_sd", "alpha_normalised", "beta_random_intercept", "log_lik") + pars = c("beta", "alpha", "prec_coeff","prec_sd", "alpha_normalised", "beta_random_intercept", "log_lik", + + # For getting the priors + "beta_raw_raw") ) # Create a dummy tibble @@ -856,8 +857,12 @@ sccomp_test.sccomp_tbl = function(.data, # Add back attributes add_attr( - .data |> attr("fit") |> get_mean_precision_association(), - "mean_concentration_association" + .data |> attr("fit") |> get_prior_overdispersion_mean_association(), + "prior_overdispersion_mean_association" + ) |> + add_attr( + .data |> attr("fit") |> get_prior_mean(), + "prior_mean" ) if(pass_fit) diff --git a/R/utilities.R b/R/utilities.R index f895fb34..08264fd3 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -459,7 +459,9 @@ label_deleterious_outliers = function(.my_data){ fit_model = function( data_for_model, model, censoring_iteration = 1, cores = detectCores(), quantile = 0.95, warmup_samples = 300, approximate_posterior_inference = TRUE, verbose = FALSE, - seed , pars = c("beta", "alpha", "prec_coeff","prec_sd"), output_samples = NULL, chains=NULL, max_sampling_iterations = 20000 + seed , pars = c( + "beta", "alpha", "prec_coeff","prec_sd" + ), output_samples = NULL, chains=NULL, max_sampling_iterations = 20000 ) { diff --git a/README.md b/README.md index 83b142ec..2c027f18 100644 --- a/README.md +++ b/README.md @@ -79,7 +79,7 @@ single_cell_object |> bimodal_mean_variability_association = TRUE, cores = 1 ) |> - sccomp_remove_outliers() |> + sccomp_remove_outliers(cores = 1) |> sccomp_test(test_composition_above_logit_fold_change = 0.2) ``` @@ -95,15 +95,15 @@ counts_obj |> bimodal_mean_variability_association = TRUE, cores = 1 ) |> - sccomp_remove_outliers() |> + sccomp_remove_outliers(cores = 1) |> sccomp_test(test_composition_above_logit_fold_change = 0.2) ``` ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.000394 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.94 seconds. + ## Chain 1: Gradient evaluation took 0.000378 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.78 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -114,24 +114,78 @@ counts_obj |> ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 2.839 seconds (Warm-up) - ## Chain 1: 21.137 seconds (Sampling) - ## Chain 1: 23.976 seconds (Total) + ## Chain 1: Elapsed Time: 2.806 seconds (Warm-up) + ## Chain 1: 19.451 seconds (Sampling) + ## Chain 1: 22.257 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.00041 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 4.1 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 20299 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 20299 [ 1%] (Sampling) + ## Chain 1: Iteration: 1300 / 20299 [ 6%] (Sampling) + ## Chain 1: Iteration: 2300 / 20299 [ 11%] (Sampling) + ## Chain 1: Iteration: 3300 / 20299 [ 16%] (Sampling) + ## Chain 1: Iteration: 4300 / 20299 [ 21%] (Sampling) + ## Chain 1: Iteration: 5300 / 20299 [ 26%] (Sampling) + ## Chain 1: Iteration: 6300 / 20299 [ 31%] (Sampling) + ## Chain 1: Iteration: 7300 / 20299 [ 35%] (Sampling) + ## Chain 1: Iteration: 8300 / 20299 [ 40%] (Sampling) + ## Chain 1: Iteration: 9300 / 20299 [ 45%] (Sampling) + ## Chain 1: Iteration: 10300 / 20299 [ 50%] (Sampling) + ## Chain 1: Iteration: 11300 / 20299 [ 55%] (Sampling) + ## Chain 1: Iteration: 12300 / 20299 [ 60%] (Sampling) + ## Chain 1: Iteration: 13300 / 20299 [ 65%] (Sampling) + ## Chain 1: Iteration: 14300 / 20299 [ 70%] (Sampling) + ## Chain 1: Iteration: 15300 / 20299 [ 75%] (Sampling) + ## Chain 1: Iteration: 16300 / 20299 [ 80%] (Sampling) + ## Chain 1: Iteration: 17300 / 20299 [ 85%] (Sampling) + ## Chain 1: Iteration: 18300 / 20299 [ 90%] (Sampling) + ## Chain 1: Iteration: 19300 / 20299 [ 95%] (Sampling) + ## Chain 1: Iteration: 20299 / 20299 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 2.976 seconds (Warm-up) + ## Chain 1: 111.381 seconds (Sampling) + ## Chain 1: 114.357 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000317 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.17 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 2.74 seconds (Warm-up) + ## Chain 1: 20.706 seconds (Sampling) + ## Chain 1: 23.446 seconds (Total) ## Chain 1: ## # A tibble: 72 × 18 ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff ## - ## 1 B1 (Intercep… 0.884 1.12 1.32 0 0 4441. - ## 2 B1 typecancer type -1.17 -0.760 -0.381 1.75e-3 6.51e-4 2922. - ## 3 B2 (Intercep… 0.423 0.703 0.974 2.50e-4 1.32e-5 6265. - ## 4 B2 typecancer type -1.23 -0.730 -0.263 1.25e-2 3.53e-3 3965. - ## 5 B3 (Intercep… -0.657 -0.389 -0.114 8.51e-2 6.86e-3 4537. - ## 6 B3 typecancer type -0.719 -0.317 0.0704 2.76e-1 6.71e-2 3631. - ## 7 BM (Intercep… -1.32 -1.03 -0.767 0 0 3997. - ## 8 BM typecancer type -0.736 -0.312 0.0916 2.94e-1 8.78e-2 3760. - ## 9 CD4 1 (Intercep… 0.0853 0.298 0.499 1.79e-1 3.16e-2 4733. - ## 10 CD4 1 typecancer type -0.0963 0.186 0.467 5.41e-1 1.52e-1 3783. + ## 1 B1 (Intercep… 0.892 1.11 1.33 0 0 5144. + ## 2 B1 typecancer type -1.18 -0.765 -0.381 1.50e-3 5.50e-4 3943. + ## 3 B2 (Intercep… 0.418 0.705 0.990 5.00e-4 5.00e-5 4184. + ## 4 B2 typecancer type -1.24 -0.719 -0.260 1.25e-2 2.31e-3 3464. + ## 5 B3 (Intercep… -0.664 -0.381 -0.109 9.45e-2 8.25e-3 4104. + ## 6 B3 typecancer type -0.757 -0.317 0.0932 2.86e-1 6.84e-2 5025. + ## 7 BM (Intercep… -1.32 -1.03 -0.750 0 0 4626. + ## 8 BM typecancer type -0.742 -0.318 0.0838 2.90e-1 7.94e-2 4885. + ## 9 CD4 1 (Intercep… 0.0846 0.307 0.511 1.63e-1 2.29e-2 3322. + ## 10 CD4 1 typecancer type -0.101 0.181 0.470 5.5 e-1 1.53e-1 3695. ## # ℹ 62 more rows ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , @@ -152,7 +206,7 @@ seurat_obj |> bimodal_mean_variability_association = TRUE, cores = 1 ) |> - sccomp_remove_outliers() |> + sccomp_remove_outliers(cores = 1) |> sccomp_test( contrasts = c("typecancer - typehealthy", "typehealthy - typecancer"), test_composition_above_logit_fold_change = 0.2 @@ -162,8 +216,62 @@ seurat_obj |> ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.000371 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.71 seconds. + ## Chain 1: Gradient evaluation took 0.000273 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.73 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 2.042 seconds (Warm-up) + ## Chain 1: 17.496 seconds (Sampling) + ## Chain 1: 19.538 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000267 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.67 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 20299 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 20299 [ 1%] (Sampling) + ## Chain 1: Iteration: 1300 / 20299 [ 6%] (Sampling) + ## Chain 1: Iteration: 2300 / 20299 [ 11%] (Sampling) + ## Chain 1: Iteration: 3300 / 20299 [ 16%] (Sampling) + ## Chain 1: Iteration: 4300 / 20299 [ 21%] (Sampling) + ## Chain 1: Iteration: 5300 / 20299 [ 26%] (Sampling) + ## Chain 1: Iteration: 6300 / 20299 [ 31%] (Sampling) + ## Chain 1: Iteration: 7300 / 20299 [ 35%] (Sampling) + ## Chain 1: Iteration: 8300 / 20299 [ 40%] (Sampling) + ## Chain 1: Iteration: 9300 / 20299 [ 45%] (Sampling) + ## Chain 1: Iteration: 10300 / 20299 [ 50%] (Sampling) + ## Chain 1: Iteration: 11300 / 20299 [ 55%] (Sampling) + ## Chain 1: Iteration: 12300 / 20299 [ 60%] (Sampling) + ## Chain 1: Iteration: 13300 / 20299 [ 65%] (Sampling) + ## Chain 1: Iteration: 14300 / 20299 [ 70%] (Sampling) + ## Chain 1: Iteration: 15300 / 20299 [ 75%] (Sampling) + ## Chain 1: Iteration: 16300 / 20299 [ 80%] (Sampling) + ## Chain 1: Iteration: 17300 / 20299 [ 85%] (Sampling) + ## Chain 1: Iteration: 18300 / 20299 [ 90%] (Sampling) + ## Chain 1: Iteration: 19300 / 20299 [ 95%] (Sampling) + ## Chain 1: Iteration: 20299 / 20299 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 1.764 seconds (Warm-up) + ## Chain 1: 82.542 seconds (Sampling) + ## Chain 1: 84.306 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.00027 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.7 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -174,24 +282,24 @@ seurat_obj |> ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 2.127 seconds (Warm-up) - ## Chain 1: 17.85 seconds (Sampling) - ## Chain 1: 19.977 seconds (Total) + ## Chain 1: Elapsed Time: 1.893 seconds (Warm-up) + ## Chain 1: 16.955 seconds (Sampling) + ## Chain 1: 18.848 seconds (Total) ## Chain 1: ## # A tibble: 60 × 18 ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff ## - ## 1 B immature typecanc… -1.91 -1.42 -0.937 0 0 NA - ## 2 B immature typeheal… 0.937 1.42 1.91 0 0 NA - ## 3 B mem typecanc… -2.37 -1.74 -1.11 0 0 NA - ## 4 B mem typeheal… 1.11 1.74 2.37 0 0 NA - ## 5 CD4 cm S10… typecanc… -1.25 -0.858 -0.514 0 0 NA - ## 6 CD4 cm S10… typeheal… 0.514 0.858 1.25 0 0 NA - ## 7 CD4 cm hig… typecanc… 0.829 1.83 2.96 2.50e-4 4.17e-5 NA - ## 8 CD4 cm hig… typeheal… -2.96 -1.83 -0.829 2.50e-4 4.17e-5 NA - ## 9 CD4 cm rib… typecanc… 0.346 1.01 1.74 6.51e-3 1.25e-3 NA - ## 10 CD4 cm rib… typeheal… -1.74 -1.01 -0.346 6.51e-3 1.25e-3 NA + ## 1 B immature typecanc… -1.90 -1.42 -0.931 0 0 NA + ## 2 B immature typeheal… 0.931 1.42 1.90 0 0 NA + ## 3 B mem typecanc… -2.33 -1.73 -1.12 0 0 NA + ## 4 B mem typeheal… 1.12 1.73 2.33 0 0 NA + ## 5 CD4 cm S10… typecanc… -1.28 -0.873 -0.519 2.50e-4 5.00e-5 NA + ## 6 CD4 cm S10… typeheal… 0.519 0.873 1.28 2.50e-4 5.00e-5 NA + ## 7 CD4 cm hig… typecanc… 0.915 1.84 3.00 7.50e-4 1.79e-4 NA + ## 8 CD4 cm hig… typeheal… -3.00 -1.84 -0.915 7.50e-4 1.79e-4 NA + ## 9 CD4 cm rib… typecanc… 0.346 1.01 1.72 1.10e-2 3.48e-3 NA + ## 10 CD4 cm rib… typeheal… -1.72 -1.01 -0.346 1.10e-2 3.48e-3 NA ## # ℹ 50 more rows ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , @@ -231,8 +339,8 @@ model_with_factor_association = ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.000394 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.94 seconds. + ## Chain 1: Gradient evaluation took 0.000274 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.74 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -243,9 +351,9 @@ model_with_factor_association = ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 2.234 seconds (Warm-up) - ## Chain 1: 20.698 seconds (Sampling) - ## Chain 1: 22.932 seconds (Total) + ## Chain 1: Elapsed Time: 2.27 seconds (Warm-up) + ## Chain 1: 19.686 seconds (Sampling) + ## Chain 1: 21.956 seconds (Total) ## Chain 1: ``` r @@ -265,8 +373,8 @@ model_without_association = ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.000286 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.86 seconds. + ## Chain 1: Gradient evaluation took 0.00028 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.8 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -277,9 +385,9 @@ model_without_association = ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 2.229 seconds (Warm-up) - ## Chain 1: 23.82 seconds (Sampling) - ## Chain 1: 26.049 seconds (Total) + ## Chain 1: Elapsed Time: 2.128 seconds (Warm-up) + ## Chain 1: 24.919 seconds (Sampling) + ## Chain 1: 27.047 seconds (Total) ## Chain 1: ``` r @@ -292,7 +400,7 @@ loo_compare( ## elpd_diff se_diff ## model1 0.0 0.0 - ## model2 -81.1 11.3 + ## model2 -80.7 11.4 ## Differential variability, binary factor @@ -310,7 +418,7 @@ res = bimodal_mean_variability_association = TRUE, cores = 1 ) |> - sccomp_remove_outliers() |> + sccomp_remove_outliers(cores = 1) |> sccomp_test( test_composition_above_logit_fold_change = 0.2 ) @@ -319,8 +427,62 @@ res = ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.001618 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 16.18 seconds. + ## Chain 1: Gradient evaluation took 0.000328 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.28 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 4.223 seconds (Warm-up) + ## Chain 1: 34.263 seconds (Sampling) + ## Chain 1: 38.486 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000272 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.72 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 20299 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 20299 [ 1%] (Sampling) + ## Chain 1: Iteration: 1300 / 20299 [ 6%] (Sampling) + ## Chain 1: Iteration: 2300 / 20299 [ 11%] (Sampling) + ## Chain 1: Iteration: 3300 / 20299 [ 16%] (Sampling) + ## Chain 1: Iteration: 4300 / 20299 [ 21%] (Sampling) + ## Chain 1: Iteration: 5300 / 20299 [ 26%] (Sampling) + ## Chain 1: Iteration: 6300 / 20299 [ 31%] (Sampling) + ## Chain 1: Iteration: 7300 / 20299 [ 35%] (Sampling) + ## Chain 1: Iteration: 8300 / 20299 [ 40%] (Sampling) + ## Chain 1: Iteration: 9300 / 20299 [ 45%] (Sampling) + ## Chain 1: Iteration: 10300 / 20299 [ 50%] (Sampling) + ## Chain 1: Iteration: 11300 / 20299 [ 55%] (Sampling) + ## Chain 1: Iteration: 12300 / 20299 [ 60%] (Sampling) + ## Chain 1: Iteration: 13300 / 20299 [ 65%] (Sampling) + ## Chain 1: Iteration: 14300 / 20299 [ 70%] (Sampling) + ## Chain 1: Iteration: 15300 / 20299 [ 75%] (Sampling) + ## Chain 1: Iteration: 16300 / 20299 [ 80%] (Sampling) + ## Chain 1: Iteration: 17300 / 20299 [ 85%] (Sampling) + ## Chain 1: Iteration: 18300 / 20299 [ 90%] (Sampling) + ## Chain 1: Iteration: 19300 / 20299 [ 95%] (Sampling) + ## Chain 1: Iteration: 20299 / 20299 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 4.5 seconds (Warm-up) + ## Chain 1: 161.717 seconds (Sampling) + ## Chain 1: 166.217 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000274 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.74 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -331,9 +493,9 @@ res = ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 4.185 seconds (Warm-up) - ## Chain 1: 33.902 seconds (Sampling) - ## Chain 1: 38.087 seconds (Total) + ## Chain 1: Elapsed Time: 4.221 seconds (Warm-up) + ## Chain 1: 33.257 seconds (Sampling) + ## Chain 1: 37.478 seconds (Total) ## Chain 1: ``` r @@ -341,18 +503,18 @@ res ``` ## # A tibble: 60 × 18 - ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff - ## - ## 1 B immature (Interce… 0.548 0.934 1.30 2.50e-4 2.28e-5 5948. - ## 2 B immature typeheal… type 0.809 1.33 1.89 0 0 4471. - ## 3 B mem (Interce… -1.30 -0.759 -0.159 3.08e-2 2.21e-3 5687. - ## 4 B mem typeheal… type 1.06 1.81 2.52 2.50e-4 8.34e-5 4832. - ## 5 CD4 cm S10… (Interce… 1.73 1.98 2.23 0 0 5733. - ## 6 CD4 cm S10… typeheal… type 0.301 0.689 1.07 8.26e-3 3.42e-3 4382. - ## 7 CD4 cm hig… (Interce… -0.881 -0.413 0.113 1.92e-1 2.72e-2 4595. - ## 8 CD4 cm hig… typeheal… type -3.22 -1.49 1.03 1.52e-1 5.59e-2 2946. - ## 9 CD4 cm rib… (Interce… 0.144 0.471 0.809 5.13e-2 4.67e-3 3843. - ## 10 CD4 cm rib… typeheal… type -1.90 -1.09 -0.0711 4.25e-2 9.48e-3 3818. + ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff + ## + ## 1 B immature (Interce… 0.572 0.940 1.32 2.50e-4 2.08e-5 6761. + ## 2 B immature typeheal… type 0.803 1.34 1.85 2.50e-4 8.33e-5 4614. + ## 3 B mem (Interce… -1.31 -0.756 -0.139 3.65e-2 2.61e-3 6068. + ## 4 B mem typeheal… type 1.04 1.80 2.53 0 0 5288. + ## 5 CD4 cm S1… (Interce… 1.73 1.98 2.22 0 0 7429. + ## 6 CD4 cm S1… typeheal… type 0.300 0.685 1.07 6.25e-3 2.00e-3 4611. + ## 7 CD4 cm hi… (Interce… -0.868 -0.401 0.0916 2.01e-1 2.77e-2 4554. + ## 8 CD4 cm hi… typeheal… type -3.25 -1.45 0.985 1.55e-1 5.69e-2 3161. + ## 9 CD4 cm ri… (Interce… 0.119 0.474 0.820 5.70e-2 7.33e-3 4625. + ## 10 CD4 cm ri… typeheal… type -1.90 -1.08 0.00448 4.60e-2 1.31e-2 4191. ## # ℹ 50 more rows ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , @@ -485,7 +647,7 @@ res = bimodal_mean_variability_association = TRUE, cores = 1 ) |> - sccomp_remove_outliers() |> + sccomp_remove_outliers(cores = 1) |> sccomp_test( test_composition_above_logit_fold_change = 0.2 ) @@ -494,8 +656,8 @@ res = ## ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). ## Chain 1: - ## Chain 1: Gradient evaluation took 0.000458 seconds - ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 4.58 seconds. + ## Chain 1: Gradient evaluation took 0.00036 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.6 seconds. ## Chain 1: Adjust your expectations accordingly! ## Chain 1: ## Chain 1: @@ -506,9 +668,63 @@ res = ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) ## Chain 1: - ## Chain 1: Elapsed Time: 5.428 seconds (Warm-up) - ## Chain 1: 39.833 seconds (Sampling) - ## Chain 1: 45.261 seconds (Total) + ## Chain 1: Elapsed Time: 5.574 seconds (Warm-up) + ## Chain 1: 40.312 seconds (Sampling) + ## Chain 1: 45.886 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000331 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.31 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 20299 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 20299 [ 1%] (Sampling) + ## Chain 1: Iteration: 1300 / 20299 [ 6%] (Sampling) + ## Chain 1: Iteration: 2300 / 20299 [ 11%] (Sampling) + ## Chain 1: Iteration: 3300 / 20299 [ 16%] (Sampling) + ## Chain 1: Iteration: 4300 / 20299 [ 21%] (Sampling) + ## Chain 1: Iteration: 5300 / 20299 [ 26%] (Sampling) + ## Chain 1: Iteration: 6300 / 20299 [ 31%] (Sampling) + ## Chain 1: Iteration: 7300 / 20299 [ 35%] (Sampling) + ## Chain 1: Iteration: 8300 / 20299 [ 40%] (Sampling) + ## Chain 1: Iteration: 9300 / 20299 [ 45%] (Sampling) + ## Chain 1: Iteration: 10300 / 20299 [ 50%] (Sampling) + ## Chain 1: Iteration: 11300 / 20299 [ 55%] (Sampling) + ## Chain 1: Iteration: 12300 / 20299 [ 60%] (Sampling) + ## Chain 1: Iteration: 13300 / 20299 [ 65%] (Sampling) + ## Chain 1: Iteration: 14300 / 20299 [ 70%] (Sampling) + ## Chain 1: Iteration: 15300 / 20299 [ 75%] (Sampling) + ## Chain 1: Iteration: 16300 / 20299 [ 80%] (Sampling) + ## Chain 1: Iteration: 17300 / 20299 [ 85%] (Sampling) + ## Chain 1: Iteration: 18300 / 20299 [ 90%] (Sampling) + ## Chain 1: Iteration: 19300 / 20299 [ 95%] (Sampling) + ## Chain 1: Iteration: 20299 / 20299 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 5.802 seconds (Warm-up) + ## Chain 1: 194.745 seconds (Sampling) + ## Chain 1: 200.547 seconds (Total) + ## Chain 1: + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000328 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.28 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 5.498 seconds (Warm-up) + ## Chain 1: 38.42 seconds (Sampling) + ## Chain 1: 43.918 seconds (Total) ## Chain 1: ``` r @@ -518,16 +734,16 @@ res ## # A tibble: 210 × 18 ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff ## - ## 1 B immature (Intercep… 0.543 1.05 1.61 0 0 2521. - ## 2 B immature typehealt… type 0.611 1.26 1.88 0.00175 8.76e-4 2604. - ## 3 B immature continuou… conti… -0.207 0.0390 0.334 0.873 6.26e-1 6341. - ## 4 B immature (Intercep… -0.607 -0.0870 0.392 0.681 5.86e-1 NA - ## 5 B immature typehealt… -0.392 0.0870 0.607 0.681 5.86e-1 NA - ## 6 B immature (Intercep… -0.576 -0.0465 0.435 0.733 6.50e-1 NA - ## 7 B immature typehealt… -0.435 0.0465 0.576 0.733 6.50e-1 NA - ## 8 B mem (Intercep… -1.04 -0.379 0.459 0.305 5.49e-2 2005. - ## 9 B mem typehealt… type 0.506 1.41 2.22 0.00475 2.70e-3 2206. - ## 10 B mem continuou… conti… -0.234 0.0635 0.399 0.805 5.97e-1 7345. + ## 1 B immature (Intercep… 0.544 1.05 1.61 0.00100 1.25e-4 3767. + ## 2 B immature typehealt… type 0.591 1.25 1.90 0.00150 7.50e-4 3693. + ## 3 B immature continuou… conti… -0.212 0.0438 0.324 0.872 6.35e-1 7309. + ## 4 B immature (Intercep… -0.607 -0.0772 0.375 0.700 5.95e-1 NA + ## 5 B immature typehealt… -0.375 0.0772 0.607 0.700 5.95e-1 NA + ## 6 B immature (Intercep… -0.592 -0.0422 0.445 0.750 6.63e-1 NA + ## 7 B immature typehealt… -0.445 0.0422 0.592 0.750 6.63e-1 NA + ## 8 B mem (Intercep… -1.02 -0.360 0.495 0.327 5.66e-2 2659. + ## 9 B mem typehealt… type 0.500 1.40 2.21 0.00625 3.60e-3 2927. + ## 10 B mem continuou… conti… -0.234 0.0651 0.388 0.792 5.86e-1 8030. ## # ℹ 200 more rows ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , @@ -552,14 +768,321 @@ res |> sccomp_remove_unwanted_variation(~type) ## # A tibble: 600 × 5 ## sample cell_group adjusted_proportion adjusted_counts logit_residuals ## - ## 1 10x_6K B immature 0.0554 260. -0.702 - ## 2 10x_8K B immature 0.144 1080. 0.366 - ## 3 GSE115189 B immature 0.114 268. 0.0767 - ## 4 SCP345_580 B immature 0.0903 520. -0.161 - ## 5 SCP345_860 B immature 0.151 969. 0.421 - ## 6 SCP424_pbmc1 B immature 0.110 295. 0.0129 - ## 7 SCP424_pbmc2 B immature 0.200 596. 0.755 - ## 8 SCP591 B immature 0.0251 14.3 -1.52 - ## 9 SI-GA-E5 B immature 0.0272 114. -0.692 - ## 10 SI-GA-E7 B immature 0.105 772. 0.747 + ## 1 10x_6K B immature 0.0551 258. -0.703 + ## 2 10x_8K B immature 0.143 1079. 0.374 + ## 3 GSE115189 B immature 0.113 266. 0.0741 + ## 4 SCP345_580 B immature 0.0903 520. -0.152 + ## 5 SCP345_860 B immature 0.151 970. 0.431 + ## 6 SCP424_pbmc1 B immature 0.112 300. 0.0356 + ## 7 SCP424_pbmc2 B immature 0.201 599. 0.769 + ## 8 SCP591 B immature 0.0248 14.1 -1.52 + ## 9 SI-GA-E5 B immature 0.0270 113. -0.679 + ## 10 SI-GA-E7 B immature 0.104 762. 0.755 ## # ℹ 590 more rows + +# Analyses with no replication, N = 1 + +As a premise, you should try to avoid no-replication analyses at all +costs, as they carry no proof or experimental reproducibility. An +example is a datasets with 2 samples, one treated and another one +untreated (while testing for treatment). + +However, if you are in the situation of having to extract the most of +your no-replication experiment, `sccomp` can transfer information about +the noise structure from a compatible, reference high-replication +dataset (with the same properties as yours, including technology, +tissue) to your no-replication dataset. + +The first step is to collect your reference high-replication, and model +it including all factor of interest (could be different from the ones +from your experiment), and all counfounders (could be different from the +ones from your experiment). + +``` r +res = + seurat_obj_with_high_replication |> + sccomp_estimate( + formula_composition = ~ type + continuous_covariate + (1 | group2__), + .sample = sample, + .cell_group = cell_group, + bimodal_mean_variability_association = TRUE, + cores = 1 + ) |> + sccomp_remove_outliers(cores = 1) +``` + + ## sccomp says: estimation + + ## sccomp says: the composition design matrix has columns: (Intercept), typehealthy, continuous_covariate + + ## sccomp says: the variability design matrix has columns: (Intercept) + + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.00032 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.2 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 3.859 seconds (Warm-up) + ## Chain 1: 37.57 seconds (Sampling) + ## Chain 1: 41.429 seconds (Total) + ## Chain 1: + + ## sccomp says: outlier identification - step 1/2 + + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000336 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.36 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 20299 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 20299 [ 1%] (Sampling) + ## Chain 1: Iteration: 1300 / 20299 [ 6%] (Sampling) + ## Chain 1: Iteration: 2300 / 20299 [ 11%] (Sampling) + ## Chain 1: Iteration: 3300 / 20299 [ 16%] (Sampling) + ## Chain 1: Iteration: 4300 / 20299 [ 21%] (Sampling) + ## Chain 1: Iteration: 5300 / 20299 [ 26%] (Sampling) + ## Chain 1: Iteration: 6300 / 20299 [ 31%] (Sampling) + ## Chain 1: Iteration: 7300 / 20299 [ 35%] (Sampling) + ## Chain 1: Iteration: 8300 / 20299 [ 40%] (Sampling) + ## Chain 1: Iteration: 9300 / 20299 [ 45%] (Sampling) + ## Chain 1: Iteration: 10300 / 20299 [ 50%] (Sampling) + ## Chain 1: Iteration: 11300 / 20299 [ 55%] (Sampling) + ## Chain 1: Iteration: 12300 / 20299 [ 60%] (Sampling) + ## Chain 1: Iteration: 13300 / 20299 [ 65%] (Sampling) + ## Chain 1: Iteration: 14300 / 20299 [ 70%] (Sampling) + ## Chain 1: Iteration: 15300 / 20299 [ 75%] (Sampling) + ## Chain 1: Iteration: 16300 / 20299 [ 80%] (Sampling) + ## Chain 1: Iteration: 17300 / 20299 [ 85%] (Sampling) + ## Chain 1: Iteration: 18300 / 20299 [ 90%] (Sampling) + ## Chain 1: Iteration: 19300 / 20299 [ 95%] (Sampling) + ## Chain 1: Iteration: 20299 / 20299 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 3.981 seconds (Warm-up) + ## Chain 1: 180.286 seconds (Sampling) + ## Chain 1: 184.267 seconds (Total) + ## Chain 1: + + ## sccomp says: outlier-free model fitting - step 2/2 + + ## sccomp says: the composition design matrix has columns: (Intercept), typehealthy, continuous_covariate + + ## sccomp says: the variability design matrix has columns: (Intercept) + + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 0.000329 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.29 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 4.028 seconds (Warm-up) + ## Chain 1: 28.584 seconds (Sampling) + ## Chain 1: 32.612 seconds (Total) + ## Chain 1: + +Now you can get the priors learned by this data-rich dataset + +``` r +prior_overdispersion_mean_association = res |> attr("prior_overdispersion_mean_association") +``` + +These priors are encoded as lists, that can be readily applied to your +next data-poor estimate + +``` r +prior_overdispersion_mean_association +``` + + ## $intercept_normal + ## mean sd + ## 4.7409433 0.1119308 + ## + ## $slope_normal + ## mean sd + ## -0.85179579 0.09768222 + ## + ## $sd_gamma + ## shape rate + ## 35.71227 76.97253 + +You can now attempt your informed no-replication analysis + +``` r +seurat_obj_NO_replicates = seurat_obj[,seurat_obj[[]]$sample %in% c("SI-GA-E8", "GSE115189")] +``` + +``` r +res_NO_replicates_UNinformed = + seurat_obj_NO_replicates |> + sccomp_estimate( + formula_composition = ~ type, + .sample = sample, + .cell_group = cell_group, + bimodal_mean_variability_association = TRUE, + cores = 1 + ) |> + sccomp_test() +``` + + ## sccomp says: estimation + + ## sccomp says: the composition design matrix has columns: (Intercept), typehealthy + + ## sccomp says: the variability design matrix has columns: (Intercept) + + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 7.7e-05 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.77 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 0.641 seconds (Warm-up) + ## Chain 1: 6.948 seconds (Sampling) + ## Chain 1: 7.589 seconds (Total) + ## Chain 1: + +``` r +res_NO_replicates_UNinformed +``` + + ## # A tibble: 60 × 18 + ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff + ## + ## 1 B immature (Interce… -0.470 1.06 1.86 0.116 0.0993 1141. + ## 2 B immature typeheal… type -1.40 0.389 2.10 0.392 0.256 3018. + ## 3 B mem (Interce… -1.38 -0.0503 0.998 0.609 0.368 3908. + ## 4 B mem typeheal… type -1.60 0.0908 1.73 0.548 0.337 3388. + ## 5 CD4 cm S100A4 (Interce… -0.703 1.08 2.04 0.142 0.110 431. + ## 6 CD4 cm S100A4 typeheal… type -0.908 1.14 2.82 0.125 0.108 2643. + ## 7 CD4 cm high c… (Interce… -1.48 -0.0433 1.37 0.596 0.360 1109. + ## 8 CD4 cm high c… typeheal… type -2.76 -0.837 1.25 0.262 0.175 2126. + ## 9 CD4 cm riboso… (Interce… -1.22 0.133 1.12 0.552 0.323 3934. + ## 10 CD4 cm riboso… typeheal… type -2.20 -0.557 1.34 0.337 0.213 2246. + ## # ℹ 50 more rows + ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , + ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , + ## # count_data + +``` r +res_NO_replicates_UNinformed |> plot() %$% boxplot +``` + + ## Joining with `by = join_by(cell_group, sample)` + + ## Joining with `by = join_by(cell_group, type)` + + ## Warning: Expected 2 pieces. Additional pieces discarded in 4 rows [6, 7, 13, + ## 14]. + + ## [[1]] + +![](inst/figures/unnamed-chunk-26-1.png) + +``` r +res_NO_replicates_informed = + seurat_obj_NO_replicates |> + sccomp_estimate( + formula_composition = ~ type, + .sample = sample, + .cell_group = cell_group, + bimodal_mean_variability_association = TRUE, + cores = 1 , + + # These are the priors + prior_overdispersion_mean_association = prior_overdispersion_mean_association + ) |> + sccomp_test() +``` + + ## sccomp says: estimation + + ## sccomp says: the composition design matrix has columns: (Intercept), typehealthy + + ## sccomp says: the variability design matrix has columns: (Intercept) + + ## + ## SAMPLING FOR MODEL 'glm_multi_beta_binomial' NOW (CHAIN 1). + ## Chain 1: + ## Chain 1: Gradient evaluation took 7.5e-05 seconds + ## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.75 seconds. + ## Chain 1: Adjust your expectations accordingly! + ## Chain 1: + ## Chain 1: + ## Chain 1: Iteration: 1 / 4300 [ 0%] (Warmup) + ## Chain 1: Iteration: 301 / 4300 [ 7%] (Sampling) + ## Chain 1: Iteration: 1300 / 4300 [ 30%] (Sampling) + ## Chain 1: Iteration: 2300 / 4300 [ 53%] (Sampling) + ## Chain 1: Iteration: 3300 / 4300 [ 76%] (Sampling) + ## Chain 1: Iteration: 4300 / 4300 [100%] (Sampling) + ## Chain 1: + ## Chain 1: Elapsed Time: 0.794 seconds (Warm-up) + ## Chain 1: 7.315 seconds (Sampling) + ## Chain 1: 8.109 seconds (Total) + ## Chain 1: + +``` r +res_NO_replicates_informed +``` + + ## # A tibble: 60 × 18 + ## cell_group parameter factor c_lower c_effect c_upper c_pH0 c_FDR c_n_eff + ## + ## 1 B immature (Interce… -0.172 1.21 2.03 0.0437 0.0437 86.2 + ## 2 B immature typeheal… type -1.47 0.446 1.90 0.377 0.242 357. + ## 3 B mem (Interce… -0.995 -0.0515 0.992 0.617 0.309 5073. + ## 4 B mem typeheal… type -1.56 0.105 1.38 0.551 0.320 5044. + ## 5 CD4 cm S100A4 (Interce… -0.314 1.31 2.16 0.0495 0.0459 103. + ## 6 CD4 cm S100A4 typeheal… type -0.289 1.36 2.69 0.0647 0.0635 1312. + ## 7 CD4 cm high … (Interce… -1.29 0.00553 1.41 0.613 0.298 3356. + ## 8 CD4 cm high … typeheal… type -2.86 -1.07 1.28 0.193 0.117 144. + ## 9 CD4 cm ribos… (Interce… -0.835 0.178 1.22 0.520 0.225 4527. + ## 10 CD4 cm ribos… typeheal… type -2.15 -0.681 0.668 0.25 0.156 1933. + ## # ℹ 50 more rows + ## # ℹ 9 more variables: c_R_k_hat , v_lower , v_effect , + ## # v_upper , v_pH0 , v_FDR , v_n_eff , v_R_k_hat , + ## # count_data + +``` r +res_NO_replicates_informed |> plot() %$% boxplot +``` + + ## Joining with `by = join_by(cell_group, sample)` + + ## Joining with `by = join_by(cell_group, type)` + + ## Warning: Expected 2 pieces. Additional pieces discarded in 4 rows [6, 7, 13, + ## 14]. + + ## [[1]] + +![](inst/figures/unnamed-chunk-27-1.png) diff --git a/dev/stan_models/glm_beta_binomial.stan b/dev/stan_models/glm_beta_binomial.stan index 0979c95d..de837f9a 100644 --- a/dev/stan_models/glm_beta_binomial.stan +++ b/dev/stan_models/glm_beta_binomial.stan @@ -45,7 +45,7 @@ data{ // Prior info real prior_prec_intercept[2] ; real prior_prec_slope[2] ; - real prior_prec_sd[2] ; + real prior_overdispersion_mean_association[2] ; // Exclude priors for testing purposes int exclude_priors; @@ -132,7 +132,7 @@ model{ prec_coeff[1] ~ normal(prior_prec_intercept[1], prior_prec_intercept[2]); prec_coeff[2] ~ normal(prior_prec_slope[1], prior_prec_slope[2]); - prec_sd ~ gamma(prior_prec_sd[1],prior_prec_sd[2]); + prec_sd ~ gamma(prior_overdispersion_mean_association[1],prior_overdispersion_mean_association[2]); } diff --git a/inst/figures/unnamed-chunk-14-1.png b/inst/figures/unnamed-chunk-14-1.png index 51f76da11bcfb8ea613b962feba510bbcbfce5c8..d805f7e1e6722fbf3b4feaf7dab20d7d6eec945b 100644 GIT binary patch literal 101050 zcmd?QWmgbNg2TLbQH(T>hAEe;m1Y%<~4QRD*V zLuX4$k}zL*QyLsTO@%G}eX*=}TwzUiXpl@8I$F)KrRUyyDzaq~!b<$gE&G;nXt{bUV2p_x@bZH*3r zm9&~|XJ)g0aJR2d=yP|#Bu2m_8%ta&b1FSN*;Y^I((x(fz}o!H&)Zk)!)nzJ@LyNM z7peq?sW&a*UI_Ys7zQIrKK@3XH@ida6L!d^+{Eo|gwrO@#X9>jk&(#t)mWC5u>$|K~1u&_I=BtD)IHe0DLH7^G!Ol zTiQk>cAn<;%IB{&?6&p&*sqo?wy5VcaE7gI;cjT>VtwYCer@D`KbKeVPj#`B&SqF+ zLqokixw;Jv(@_E(!8%#vSt1{602>)H+b>&u6dWx z3L)Tx&DvIIep0a5Dq52DBxdUZN2^qKooIwnHsJGbpvTkogQs>* z2FhlVAQ3t#n2tlM@m%V6kaiyD=b-q_mETIs$;0q@oq41?s>u||#|C131d!Mv ziS96;BLbiao=gHImaV_ONnt4(>0g^~e~WFt-Oa5ZL3^0)U*LXf*uDHd{5u7dDtV2rB!%9QQzvf&NvH}blNg57Ex;C2LLV`C2h*tC zEiPN8W_{pkKIQSpw8i}Ok{o!kwt%cRO!R-uR_4__tiYi-( z6|-qNnAR5-=<;ekAW)3J1+;j#qF5vAKW*O*i6_|)-6m1c2W_owi*1a%=egy%LW6%B zuCu!tyBWJuxaWPaoAo*6u|KIPtV7$iO;=mVlhRvY6JfLn7wzfou~1a`OArx;YRcj3 z$zO>VOJvxJJXq^&Q5jGbOjPcECG^RuC=zP{~|HlaCCfGKop)vCyx_4-M z%M7iCi*KR; 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