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--- title: "R Notebook" output: html_notebook --- <!-- # Per-event somatic actin intensity at wave emergence vs before # (3-timepoint paired comparison). Feeds Fig 2d. ## What this file does Reads ``wave_soma_int*.csv`` files and computes per-wave-event somatic actin intensity at 3 timepoints (line 85: ``rep(1: (nro...
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userGWAS <- function(covstruc=NULL, SNPs=NULL, estimation="DWLS", model="", printwarn=TRUE, sub=FALSE,cores=NULL, toler=FALSE, SNPSE=FALSE, parallel=TRUE, GC="standard", MPI=FALSE, smooth_check=FALSE, TWAS=FALSE, std.lv=FALSE,fix_measurement=TRUE,Q_SNP=FALSE, ...
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# Auto-correlation script library(readr) library(dplyr) library(pracma) library(lmtest) library(signal) env_hopp_lp <- read_csv("C:/Users/tnguyen/OneDrive - Fondazione Istituto Italiano Tecnologia/IIT_Postdoc/WP4/Deeplabcut/TinyDancer_PM/AcousticStim/env_hopp_lp.csv", col_names = FAL...
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--- author: "Sayeh Kazem" title: "Fig4" date: "`r Sys.Date()`" output: github_document --- ## Fig4 : Rare and common variant architectures across complex traits ( + S20, S21, ST11). #### -- Figure legend -- #### A)Example of genetic and phenotypic correlations between fluid intelligence (FI) and 6 traits, with each ...
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ldsc <- function(traits, sample.prev, population.prev, ld, wld, trait.names = NULL, sep_weights = FALSE, chr = 22, n.blocks = 200, ldsc.log = NULL, stand = FALSE,select=FALSE,chisq.max = NA) { time <- proc.time() begin.time <- Sys.time() if(is.null(ldsc.log)){ logtrait...
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--- title: "Fig2" output: github_document --- ## Fig. 2: Heatmap of effect sizes for whole body tissue, cell type gene sets across traits (& Figure S2, S3, S13, S14, S17, S18) #### -- Figure legend -- #### Legend: Heatmap displays a representative set of the most significant associations between 5 categories of tra...
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--- title: "CellChat inference and analysis of spatially multimodal cell-cell communication from spatially multiomics data" author: "Suoqin Jin & Chenfeng Mo" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{CellChat inference and analysis of spatially multimo...
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--- title: "Fig5" author: "Saye Kazem" output: github_document --- ## Fig. 5: Rare and common variant architectures across complex traits. #### -- Figure legend -- #### **Legend:** (A) Example of genetic and phenotypic correlations between fluid intelligence (FI) and 6 traits, with each point color-coded by correlati...
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#' Show the description of CellChatDB databse #' #' @param CellChatDB CellChatDB databse #' @param nrow the number of rows in the plot #' @importFrom dplyr group_by summarise n %>% #' #' @return #' @export #' showDatabaseCategory <- function(CellChatDB, nrow = 1) { interaction_input <- CellChatDB$interaction geneIf...
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#' @include generics.R #' NULL #' @param seu A Seurat object. Only applicable for the Seurat method. #' @param group.by A variable from `meta.data` for grouping or a character vector of equal length as the number of cells. Only applicable for the Seurat method. #' @param split.by A variable from `meta.data` to bifurca...
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--- title: "R Notebook" output: html_notebook --- <!-- # PA-Rac1-induced actin intensity difference at growth cones / soma / lamellipodia ## What this file does Reads Fiji "Batch ROI measurement" CSVs (`*measurements.csv` via `list.files` at lines 60-63) for PA-Rac1 photoactivation movies, including the dominant- ne...
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--- title: "Trajectory and Pseudotime Analysis" author: "Yichao Hua" date: "`r Sys.Date()`" output: rmarkdown::html_vignette vignette: > %\VignetteIndexEntry{Trajectory and Pseudotime Analysis} %\VignetteEngine{knitr::rmarkdown} \usepackage[utf8]{inputenc} --- ## Table of Contents 1. [scVelo Tutorial for Trajec...
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### CALCULATE CPMs, RUN DESeq2, AND MSsatsTMT AND CALCULATE CLUSTERS #### # library(dplyr) library(tidyr) library(arrow) library(edgeR) library(DESeq2) library(MSstatsTMT) library(stringr) library(rtracklayer) ###################### # CALCULATE TRANSCRIPT- AND GENE-LEVEL CPM ##################### ...
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--- title: "HumanPilot: Clustering using PCA, UMAP, marker genes, spatial coordinates" author: "Lukas Weber" date: "`r format(Sys.time(), '%Y-%m-%d')`" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` # Introduction This script contains code for several attempts at cluste...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation: DMSO-control WT neurite-tip velocity vs soma actin ## What this file does Reads per-cell kymograph CSVs (`list.files(...)` at lines 52, 87 for the 170515 + 170522 imaging batches) for DIV-1 WT neurons treated with DMSO vehicle. For each ...
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#setup ---- #set library paths and load libraries: .libPaths(c("/lisc/data/scratch/molevo/agcole/R/libs/seurat4/","/lisc/data/scratch/molevo/agcole/R/libs/course24/")) setwd("/lisc/data/scratch/molevo/agcole/R/Aurelia_51k/Ac_manuscript_revision_ACOE") library(Seurat,quietly=T) packageVersion('Seurat') #che...
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################################################################################ ### Modifier Interval Candidate Gene Pipeline Part 4: ### Imprinting: are any genes within modifier intervals shown to be imprinted? ################################################################################ ### Import librarie...
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--- title: "HeLa Endo-lyso imaging eval" output: html_document date: "2025-08-10" chunk_output_type: console --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` # I. Load packackes ```{r} library(devtools) # Core data manipulation library(tidyverse) library(readr) library(dplyr) library(stringr)...
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#' Creates a dotplot that shows how genes (columns) are expressed in different clusters (rows) #' #' @param object A Seurat object #' @param genes.use A vector of genes to plot #' @param use.counts A boolean indicating whether to use raw counts or scaled data #' @param ident.use Which ident to use for plotting cluster...
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##### QAPA ###### library(dplyr) library(rtracklayer) library(DESeq2) library(stringr) library(tidyr) library(arrow) classification <- read_parquet("./data/final_classification.parquet") # PREPARE FOR QAPA BUILD -------------------------------------------------- ORFanage_replaced <- rtracklayer::import("...
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#!/usr/bin/env Rscript # ============================================================================= # run_methylation_subgroup_limma.R # ============================================================================= # Full per-subgroup methylation analysis following the NBIS Array Tutorial: # https://nbis-workshop-...
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#!/usr/bin/env Rscript # # PhysMAP cross-dataset transfer evaluation. # # Fits PCA + UMAP on the TRAINING dataset, then projects the PREDICT dataset # into that same embedding space. Trains a KNN on training embeddings and # evaluates it on the projected predict embeddings. # # This mirrors the HIPPIE cross-dataset pr...
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################################################################################ ### Sox10Dom Pedigree GWAS Population Plotting ################################################################################ ### Import packages: library(ggplot2) library(stringr) library(dplyr) library(gdmp) library(factoex...
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################################################################################ ### Modifier Interval Candidate Gene Pipeline Part 5: ### Stavely et al., 2023 Differentially expressed genes from Migratory Wavefront ### at 11.5dpc: Are there any genes within modifier intervals that overlap with ### these genes diff...
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--- output: github_document --- <!-- README.md is generated from README.Rmd. Please edit that file --> ```{r 'setup', include = FALSE} knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.path = "man/figures/README-", out.width = "100%" ) library('BiocStyle') library('spatialLIBD') ## Bib setup library...
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--- title: "CellChat inference and analysis of spatially proximal cell-cell communication from spatially resolved transcriptomics" author: "Suoqin Jin" date: "`r format(Sys.time(), '%d %B, %Y')`" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{CellChat infere...
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library(ggplot2) library(scico) library(patchwork) library(reshape2) library(dplyr) library(emdist) library(readxl) # Import data Wt_E8_data <- as.data.frame(read_excel("Data_1.xlsx", sheet = "Wt_E8.5_data", col_names = TRUE)) NMPoutlines <- as.data.frame(read_excel("Data_1.xlsx", sheet = "WtE8_NMP_ROI_outlines", col_...
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################################################################################ ### Pre-GEMMA Genome-Wide Scan Data Organization from Old Files from 2011 ### Data import, fixing data formatting, UCSC LiftOver from mm6 to mm10, ### writing files for covariates, phenotypes, making ped files. ### Not excluding any c...
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# Plot LDSC results for 'adjusting for baseline' analyses # code adapted from Peter Hickey (https://github.com/hansenlab/BrainEpigenomeNN/blob/master/SLDSR/scripts/plot_ldsc.baseline_adjustments.R) # qrsh -l bluejay,mem_free=100G,h_vmem=100G,h_fsize=500G ### ------------------------------------------------------------...
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library('SingleCellExperiment') library('here') library('readxl') library('limma') library('grid') library('gridExtra') library('sessioninfo') dir.create('pdf', showWarnings = FALSE) dir.create('rda', showWarnings = FALSE) ## Load data load(here( 'Analysis', 'Human_DLPFC_Visium_processedData_sce_scran.Rdata' ...
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#!/usr/bin/env Rscript # # PhysMAP-PCA: induction-safe multi-modal PCA + KNN benchmark. # # Parallel to physmap_script.r / physmap_script_holdout.r but replaces # Seurat WNN (which requires all cells in one object and cannot project # held-out animals inductively) with plain prcomp() + predict(). # # Modes # ----- # ...
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# ============================================================================== # Script: 7_never_always_LPR25.R # Manuscript relevance: 3.4, Table S3 # ============================================================================== # PURPOSE: # Test whether persistently elevated LPR patients exhibit distinct linear ...
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# ============================================================================== # Script: 8_substrate_lpr_fidelity.R # Manuscript relevance: 3.5, Fig. 5 # ============================================================================== # PURPOSE: # Elucidate the relationship between substrate delivery (glucose), the l...
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#========================================================================================# # Author: James M Roe, Ph.D. # Center for Lifespan Changes in Brain and Cognition, University of Oslo # # Purpose: Calculate AB deposition maps and rank order of regional deposition #==============================================...
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--- title: "SpatialDE genes analysis" author: "Lukas Weber" date: "`r format(Sys.time(), '%Y-%m-%d')`" output: html_document: toc: true toc_depth: 2 --- ```{r setup, include = FALSE} knitr::opts_chunk$set(echo = TRUE, cache = TRUE) ``` # SpatialDE genes analysis Analysis of SpatialDE gene lists...
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--- title: "Fig3" author: "Sayeh Kazem" output: github_document --- ## Fig. 3: Whole-body cell type-specific associations of CNVs with complex traits. #### -- Figure legend -- #### **Legend:** (A) Heatmap displays a representative set of association effect sizes between five categories of traits (x-axis) and deletion...
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################################################################################ ### Overlap between GWAS-close genes from multiple GI GWAS and the final ### candidate genes ################################################################################ ### Import packages: library(Seurat) library(Signac) ...
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enrich <-function(s_covstruc, model = "",params,fix= "regressions",std.lv=FALSE,rm_flank=TRUE,tau=FALSE,base=TRUE,toler=NULL,fixparam=NULL){ time<-proc.time() ##determine if the model is likely being listed in quotes and print warning if so test<-c(str_detect(model, "~"),str_detect(model, "="),str_detect(model, ...
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### APA ### library(rtracklayer) library(seqinr) library(Biostrings) library(dplyr) library(tidyr) library(arrow) library(edgeR) library(stringr) library(purrr) setwd("") classification <- read_parquet("nextflow_results/V47/final_classification.parquet") #182371 # PREP FILEs -----------------------...
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# screen -S image # qrsh -l bluejay,mem_free=30G,h_vmem=30G,h_fsize=100G -pe local 4 # module load conda_R/3.6.x library('SingleCellExperiment') library('ClusterR') library('BiocParallel') library('ggplot2') library('cowplot') library('sessioninfo') dir.create('pdf_image', showWarnings = FALSE) dir.create('rda_image'...
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library(data.table) library(DBI) library(stringr) library(ggplot2) library(pals) library(confintr) # set model paths aamod <- '$dbdir/AA_Whole_Blood.db' allmod <- '$dbdir/All_Whole_Blood.db' mamod <- '$dbdir/MX_Whole_Blood.db' prmod <- '$dbdir/PR_Whole_Blood.db' gtmod <- '$dbdir/PrediXcan_Whole_Blood.db' gtbmod <- '$d...
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--- title: "Single-cell cluster robustness analysis" output: BiocStyle::html_document: toc: true date: "2023-07-28" params: filepath: "../../Ortho_Objects/vertebrateAC_v2_100.rds" nPermutations: 50 nCores: 1 method: "seurat" group.by: "species" proportion: 0.8 run.perm: TRUE --- ```{r setup, inclu...
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#!/usr/bin/env Rscript # --- Progress logging helpers + perf CSV ------------------------------------- assign(".start_time", proc.time(), envir = .GlobalEnv) # Event counter assign(".__event_idx", 0L, envir = .GlobalEnv) # In-memory performance log (data.frame) assign(".__perf_log", data.frame( event_id = int...
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--- title: "R Notebook" output: html_notebook --- <!-- # Slice DIV-3 neurite growth profiling + neurite-tip / soma-actin CCF ## What this file does Reads kymograph TIFFs and per-cell neurite-tip / soma-actin CSVs (`list.files` patterns at lines 59, 89, 94) from cortical-slice DIV-3 movies of neurons expressing LynTM...
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--- title: "R Notebook" output: html_notebook --- <!-- # Microperfusion of CK-666 or para-aminoblebbistatin: actin intensity + neurite-length response timecourse ## What this file does Reads per-experiment ROI intensity CSVs (`*int.csv` via `list.files` at line 60, loaded line 63) and per-experiment neurite-length C...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation of neurite-tip velocity vs soma actin (2D culture + cortical slice) ## What this file does Reads kymograph TIFFs and per-cell neurite-tip / soma-actin CSVs (`list.files` patterns at lines 59, 89, 94) from 2D-culture and cortical-slice DIV...
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#' Repulsive textual annotations. #' #' \code{geom_text_repel} adds text directly to the plot. #' \code{geom_label_repel} draws a rectangle underneath the text, making it #' easier to read. The text labels repel away from each other and away from #' the data points. #' #' These geoms are based on \code{\link[ggplot2]{g...
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--- title: "Comparison analysis of multiple datasets using CellChat" author: "Suoqin Jin" date: "`r format(Sys.time(), '%d %B, %Y')`" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{Comparison analysis of multiple datasets using CellChat} %\VignetteEngine{k...
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--- title: "CURCI Figures" output: html_document date: "2024-06-08" --- ```{r setup, include=FALSE #Libraries and fonts} knitr::opts_chunk$set(echo = FALSE) library(readr) options(readr.show_col_types = FALSE) library(tidyr) library(influence.ME) library(MuMIn) library(car) library(reshape2) library(gda...
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library(dplyr) library(Rmisc) library(ggplot2) library(ggpubr) library(stringr) library(ggforce) library(paletteer) library(ggsci) ##### ADNI ##### epsilons <- c(5, 10, 50, 100, 200, NA) samples <- c(rep(100, length(epsilons)-length(which(is.na(epsilons)))), 18) file_paths <- paste0("~/Python/WASP-DDLS/SE-benchmark/a...
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#' @title Convert Seurat Object to AnnData and Generate scVelo Plots for Single-Cell RNA Velocity Analysis #' @description This set of functions converts a Seurat object and associated Velocyto loom file(s) into an AnnData object and generates visualization plots for RNA velocity analysis using scVelo. The AnnData obje...
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#' @title Enhanced Dot Plot for Single-Cell Data Visualization #' @description Creates an enhanced dot plot for visualizing gene expression across different cell types or clusters in single-cell data, with support for split visualization. #' @param seu A Seurat object. #' @param features A vector of gene names or a lis...
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# # Copyright (c) 2020 The Broad Institute, Inc. All rights reserved. # ## install pacman and cmapR packages if(!require(pacman)){install.packages("pacman");library(pacman)} ## make sure 'rhdf5' is loaded BEFORE 'cmapR' if(!suppressPackageStartupMessages(require(rhdf5))){ source("https://bioconductor.org/biocLite.R"...
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--- title: "Fig3" output: github_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE, warning = FALSE) ``` ## Fig. 3: Dissecting pleiotropy, gene function, and genetic constraint. ## ## Markdown for generating panel figures and statistics ## ## --------- Figure legend --------- ### Legend: A)...
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--- title: "Non-parametric test for difference in mean" author: "Christoph Hafemeister" date: "`r Sys.Date()`" output: html_document: toc: true toc_float: true code_folding: hide highlight: pygments df_print: kable link-citations: true references: - id: phipson2010 title: "Permutation P-values ...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation: blebbistatin-treated WT neurite-tip velocity vs soma actin ## What this file does Reads per-cell kymograph CSVs (`list.files(...)` at lines 51, 85, 121 for the 170515 + 170522 imaging batches) for DIV-1 WT neurons treated with 20 uM bleb...
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# This is a copy of the file 'utils.R' downloaded from https://github.com/cmap/cmapR GitHub repository on Oct 1, 2019. # BSD 3-Clause License # # Copyright (c) 2017, Connectivity Map (CMap) at the Broad Institute, Inc. # All rights reserved. # # Redistribution and use in source and binary forms, with or with...
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--- title: "Targeted ASD Stool Metabolomics Analysis" author: "Kevin Liu" date: "`r Sys.Date()`" output: pdf_document: toc: true keep_tex: true --- ```{r setup, include=FALSE, message=FALSE} knitr::opts_chunk$set(echo = TRUE) options(scipen = 999) library(tidyverse) library(egg) library(rstatix) library(t...
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#!/usr/bin/env Rscript # --- Progress logging helpers + perf CSV ------------------------------------- assign(".start_time", proc.time(), envir = .GlobalEnv) # Event counter assign(".__event_idx", 0L, envir = .GlobalEnv) # In-memory performance log (data.frame) assign(".__perf_log", data.frame( event_id = int...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation: blebbistatin-treated Arp3 KO neurite-tip velocity vs soma actin ## What this file does Reads per-cell kymograph CSVs (`list.files(...)` at lines 71, 104, 138 for the 170515 + 170522 imaging batches) for DIV-1 Arp3 KO neurons treated with...
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################################################################################ ### Import packages: library(Seurat) library(Signac) library(cowplot) library(GenomicRanges) library(TFBSTools) library(JASPAR2024) library(BSgenome.Mmusculus.UCSC.mm10) library(tidyverse) library(TxDb.Mmusculus.UCSC.mm10.kno...
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#' @title Visualize Gene Expression Dynamics Along Differentiation Trajectories #' @description This function set provides tools to visualize smoothed gene expression trends along developmental trajectories derived from pseudotime analyses. GeneTrendCurve.Palantir() uses pseudotime results from Palantir, while GeneTren...
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--- title: "Canonical template: Fig 4o brightfield CCF (Lyn-live) for one genotype" output: html_notebook --- <!-- ================================================================================ CANONICAL TEMPLATE - DO NOT RENDER DIRECTLY =============================================================================...
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usermodel <- function (covstruc, estimation = "DWLS", model = "", CFIcalc=TRUE, std.lv = FALSE, imp_cov = FALSE, fix_resid = TRUE, toler = NULL,Q_Factor=FALSE) { time <- proc.time() test <- c(str_detect(model, "~"), str_detect(model, "="), str_detect(model, "\\+")) if (any(tes...
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s_ldsc <- function(traits,sample.prev=NULL,population.prev=NULL,ld,wld,frq,trait.names=NULL,n.blocks=200,ldsc.log=NULL,exclude_cont=TRUE){ if(is.null(ldsc.log)){ logtraits<-gsub(".*/","",traits) log2<-paste(logtraits,collapse="_") if(object.size(log2) > 200){ log2<-substr(log2,1,80) } log...
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--- title: "Emergency diagnoses - basic frequency and analyses" author: "Emma Whitfield" date: "`r Sys.Date()`" output: word_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) library(tidyverse) library(flextable) library(gtsummary) library(lubridate) library(RMySQL) library(glue...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation: DMSO-control Arp3 KO neurite-tip velocity vs soma actin ## What this file does Reads per-cell kymograph CSVs (`list.files(...)` at lines 70, 103, 138 for the 170515 + 170522 imaging batches) for DIV-1 Arp3 KO neurons treated with DMSO ve...
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#========================================================================================# # Author: James M Roe, Ph.D. # Center for Lifespan Changes in Brain and Cognition, University of Oslo # # Purpose: run spatial correlation between effect size maps at each cutoff # and 3 AB deposition maps #===========...
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#### ==================================================================== #### #### 1. LIBRARIES & SETUP #### #### ==================================================================== #### library(patchwork) library(RColorBrewer) library(car) library(mult...
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--- title: "Comparison analysis of multiple datasets using CellChat" author: "Suoqin Jin" date: "`r format(Sys.time(), '%d %B, %Y')`" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{Comparison analysis of multiple datasets using CellChat} %\VignetteEngine{k...
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--- title: "Inference and analysis of cell-cell communication using CellChat" author: "Suoqin Jin" date: "`r format(Sys.time(), '%d %B, %Y')`" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{Inference and analysis of cell-cell communication using CellChat} ...
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library('SingleCellExperiment') library('here') library('jaffelab') library('scater') library('scran') library('pheatmap') library('readxl') library('Polychrome') library('cluster') library('limma') library('sessioninfo') library('ggplot2') library('viridisLite') load("rda/sce_layer.Rdata", verbose = TRUE) source("lay...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation of neurite-tip velocity vs soma intensity (brightfield, WT vs Arp3 KO) ## What this file does Reads per-cell brightfield-derived neurite-tip velocity and soma-intensity tables (data pasted as in-line tibbles in this Rmd) for WT and Arp3 K...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation of neurite-tip velocity vs actin (Lifeact) and membrane (LynTM) intensities ## What this file does Reads per-neurite kymograph tip-intensity CSVs (`Actin_tip*.csv`, `Lyn_tip*.csv` and `Neurite_*` tip-velocity CSVs; loaded from per-cell su...
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#' @title Create an Enhanced Dimensional Reduction Plot #' @description This function creates a dimension reduction plot that can handle both discrete and continuous variables seamlessly. It incorporates additional customization options for visual representation and automatically recognizes input variable types to opti...
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--- title: "Fig2" author: "Sayeh Kazem" output: github_document --- ## Fig. 2: Tissue-specific associations of CNVs with complex traits #### -- Figure legend -- #### **Legend:** (A) The heatmap displays association effect sizes between five categories of traits (x-axis) and tissue-specific gene sets (y-axis) for dele...
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R
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation of somatic actin intensity change vs binarized actin-wave occurrence ## What this file does Reads per-cell somatic actin-intensity CSVs (`soma_actin*.csv`) and per-wave occurrence CSVs (`wave*.csv`) from per-cell subfolders (lines 58, 63,...
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--- title: "R Notebook" output: html_notebook --- <!-- # Polarized-neuron extension / retraction duration + velocity (with side-output neurite-tip CCF) ## What this file does Reads per-cell soma-actin and per-wave occurrence CSVs (`soma_actin*.csv`, `wave*.csv` from per-cell subfolders; lines 58, 63, 74, 82) for DIV...
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--- title: "R Notebook" output: html_notebook --- <!-- # Soma actin / wave-occurrence CCF (alternative-cohort variant) ## What this file does Alternative-cohort variant sourced from `D:\DVElite`. Reads per-cell somatic actin-intensity CSVs (`soma_actin*.csv`) and per-wave occurrence CSVs (`wave*.csv`) from per-cell ...
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# R script for generating figures in updated BioRxiv submission: #Setup ---- #set library paths and load libraries: .libPaths(c("/lisc/data/scratch/molevo/agcole/R/libs/seurat4/","/lisc/data/scratch/molevo/agcole/R/libs/course24/")) setwd("/lisc/data/scratch/molevo/agcole/R/Aurelia_51k/Ac_manuscript_revision_ACOE") l...
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################################################################################ ### Modifier Interval Candidate Gene Pipeline Part 9: ### Final Model: Which are the top candidate genes based on all methodologies? ### Generate Summary figure with one axis being the candidate genes and the ### other being the method...
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#' The CellChat Class #' #' The CellChat object is created from a single-cell transcriptomic data matrix, Seurat V3 or SingleCellExperiment object. #' When inputting an data matrix, it takes a digital data matrices as input. Genes should be in rows and cells in columns. rownames and colnames should be included. #' The...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation between neurite-tip velocity and soma actin / neurite-tip actin ## What this file does Reads per-neurite tip-intensity CSVs (`Result*.csv` from per-cell subfolders, lines 52, 57, 87, 123) for DIV-1 and DIV-2 unpolarized neurons. For each ...
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R
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local({ # the requested version of renv version <- "1.1.5" attr(version, "sha") <- NULL # the project directory project <- Sys.getenv("RENV_PROJECT") if (!nzchar(project)) project <- getwd() # use start-up diagnostics if enabled diagnostics <- Sys.getenv("RENV_STARTUP_DIAGNOSTICS", unset = "FALS...
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#' Run the QTrait function to test trait-specific heterogeneity in genetic correlation models #' #' \code{QTrait} tests whether the genetic association between a latent factor (defined by a set of indicator traits) and an external trait can be fully explained by the common factor, or whether specific indicator traits...
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# Auto-correlation script library(readr) library(dplyr) library(pracma) library(lmtest) library(signal) env_hopp_music <- read_csv("C:/Users/User/OneDrive - Fondazione Istituto Italiano Tecnologia/IIT_Postdoc/WP4/Deeplabcut/TinyDancer_PM/AcousticStim/env_hopp_music.csv", col_names = FALSE)...
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation of neurite-tip velocity vs KIF5C1-560 and actin intensity ## What this file does Reads paired per-neurite kymograph tip-intensity CSVs (`Actin_tip*.csv`, `Kif5C_tip*.csv`, `Kif5C_neurite*.csv` from per-cell subfolders; lines 64, 94, 123) ...
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R
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--- title: "R Notebook" output: html_notebook --- <!-- # Lag cross-correlation between neurite-tip growth velocity and actin / LynTM intensity in polarized neurons ## What this file does Reads per-neurite axon-wave and minor-wave CSVs (`axon_wave*.csv`, `minor_wave*.csv`; lines 69-74, 105-106) plus paired actin and ...
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--- title: "Species-level amacrine cell analysis" output: BiocStyle::html_document: toc: true date: "2023-06-01" params: species: Chicken_reclustered initial: TRUE batch_int: TRUE integrate_by: "animal" harmony: TRUE contamination_threshold: 6 contamination: nFeature_threshold: -2.5 doublet_fi...
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#################################################################################### ## 'Package' that holds in house R functions for automatic cleaning pipeline ## ## ## ## Author: Dennis C.Y. Chan ...
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--- title: "Emergency diagnoses - plots and tables" author: "Emma Whitfield" date: "`r Sys.Date()`" output: word_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) library(tidyverse) library(flextable) library(lubridate) library(glue) library(ggrepel) library(ggstance) library(p...
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#========================================================================================# # Author: James M Roe, Ph.D. # Center for Lifespan Changes in Brain and Cognition, University of Oslo # # Purpose: Compute the rank order of thickness changes across all converter MRIs and correlate with the rank order of regiona...
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#' Normalize data using a scaling factor #' #' @param data.raw input raw data #' @param scale.factor the scaling factor used for each cell #' @param do.log whether do log transformation with pseudocount 1 #' @export #' normalizeData <- function(data.raw, scale.factor = 10000, do.log = TRUE) { # Scale counts within a ...
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#' Compare gene expression between two groups #' #' @param x A list that provides model parameters and optionally meta data; use output of vst function #' @param umi A matrix of UMI counts with genes as rows and cells as columns #' @param group A vector indicating the groups #' @param val1 A vector indicating the value...
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#' The CellChat Class #' #' The CellChat object is created from a single-cell transcriptomic data matrix, Seurat V3 or SingleCellExperiment object. #' When inputting an data matrix, it takes a digital data matrices as input. Genes should be in rows and cells in columns. rownames and colnames should be included. #' The...
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# This is a copy of the file 'io.R' downloaded from https://github.com/cmap/cmapR GitHub repository on Oct 1, 2019. # BSD 3-Clause License # # Copyright (c) 2017, Connectivity Map (CMap) at the Broad Institute, Inc. # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modi...
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### MNT application of snRNA-seq pilot workflow to Visium DLPFC data ### Initiated MNT 29May2020 ### Original SCE file in: ### /dcs04/lieber/lcolladotor/with10x_LIBD001/HumanPilot/Analysis/Human_DLPFC_Visium_processedData_sce_scran.Rdata ### Working in ### /dcs04/lieber/lcolladotor/with10x_LIBD001/HumanPilot/An...
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--- title: "WT_KO_Blebbistatin_brightfield" output: html_notebook --- <!-- # Master kymograph consolidator: length-vs-time per neurite class (Fig 5l upstream) ## What this file does Per-neurite kymograph batch consolidator (a misnomer-name file: original `Growth_profiling.Rmd` is actually a kymograph batch consolida...
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43,876
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--- title: "Inference and analysis of cell-cell communication using CellChat" author: "Suoqin Jin" date: "`r format(Sys.time(), '%d %B, %Y')`" output: html_document: toc: true theme: united mainfont: Arial vignette: > %\VignetteIndexEntry{Inference and analysis of cell-cell communication using CellChat} ...
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--- title: "Examples" author: "Kamil Slowikowski" date: "`r Sys.Date()`" output: html_document: self_contained: false --- ```{r setup, echo=FALSE, results='hide', warning=FALSE, error=FALSE, message=FALSE, cache=FALSE} library(knitr) opts_chunk$set( cache = TRUE, autodep = TRUE, echo = FAL...