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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl # NA104, NA108,...
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LIB='/cluster/tufts/patralab/rbator01/R_libs/4.4.0' .libPaths(c("",LIB)) suppressPackageStartupMessages({ library(openxlsx) library(tidyverse) library(tools) }) setwd('/cluster/tufts/slonimlab/rbator01/covid-placenta-edlow/') meta = read.xlsx("data/AGE 9.20.21 sample_metadata.xlsx") unique(meta$folder) meta...
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library("lme4") library("lmerTest") library("BayesFactor") library(DiagrammeR) # ensure that lmerTest doesn't mask lmer, which would cause us multiple problems lmer <- lme4::lmer library(broom.mixed) library(kableExtra) library(tidyverse) library(modelsummary) library(robustlmm) library(performance) library(DiagrammeR...
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# Code copied from https://github.com/mcdonohue/longpower/blob/master/R/lmmpower.R at 2023/06/01 # this fixes the following issue: https://github.com/mcdonohue/longpower/issues/6 # When calling lmmpower(), it is required that "exactly one of 'n', 'delta', 'power', and 'sig.level' must be NULL". # When calling lmmpower ...
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source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') library(Pando) filter <- dplyr::filter select <- dplyr::select setwd('~/projects/cutntag/') #### Read data #### marks <- read_rds('data/all_marks_list_v3.3motifs.rds') rna <- read_rds('data/RNA/RNA_all_...
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#' Compute links between TFs and DNA regions (ATAC peaks) #' #' Compute and add bipartite between TFs and DNA regions to hummus object. #' Links are computed based on the binding motifs of TFs and their locations #' on a reference genome. #' Currently based on Signac AddMotifs function (--> motifmachR, itself based on ...
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library(ggeffects) library(ggplot2) library(cowplot) library(dplyr) comp_plot <- function(model, predictor, dir, impdata){ #function to plot effects for one model and predictor wd=dir #load imputed dataset miceadds::load.Rdata(objname = "imp", paste0(impdata)) #Generate values to pl...
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--- title: "01_differential_ccc_multinichenet" author: "Tabea M. Soelter" date: '2023-07-19' output: html_document --- **Differential Cell-Cell Communication Analysis using MultiNicheNet** __Goal__: For every dataset, perform MultiNicheNet analyses between AD and CTRL to identify ligands, receptors, and potential down...
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#' Choice Reaction Time task, linear ballistic accumulator modeling #' #' @description #' Individual Bayesian Modeling of choice/reaction time data with the following parameters: "d" (boundary), "A" (upper boundary of starting point), "v" (drift rate), "tau" (non-decision time). #' The model published in Annis, J., Mil...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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library(tidyverse) library(jsonlite) suppressPackageStartupMessages({ library(clusterProfiler) library(enrichplot) library(DOSE) library(org.Mm.eg.db) library(org.Hs.eg.db) library(ggplot2) library(pathview) library(tidyverse) }) library(argparse) library(WGCNA) library(flashClust) get_args <- functi...
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--- title: "Protein Domain Information" author: "Emma Jones" date: "2023-05-15" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Use Pfam to annotate protein domains Now, I want to try using external tools for analysis. To do this I need to extract nucleotide and amino...
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library("VennDiagram") venn.diagram2 <- function (x, filename, height = 3000, width = 3000, resolution = 500, units = "px", compression = "lzw", na = "stop", main = NULL, sub = NULL, main.pos = c(0.5, 1.05), main.fontface = "plain", ...
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--- title: 'DTU Analysis: Brain Region and Sex' author: "Emma Jones" date: "2023-02-27" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Differential Transcript Usage (DTU) Analysis across Sex in Mouse Brain lrRNA-Seq Data For code review, I am tracking the amount of ti...
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################################################################################ # Status: finished # How to use it: just go to line 207 to plot the proportion of genes using a threshold of 5% of individuals. # ------------------------------------------------------------------------------ # This script contains the cod...
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source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') source('~/scripts/perturbator/enrichment.R') library(Pando) filter <- dplyr::filter select <- dplyr::select dist <- stats::dist setwd('~/projects/cutntag/') #### Read data #### drugs_all <- read_rds('dat...
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#' STAAR procedure for conditional analysis using omnibus test #' #' The \code{STAAR_cond} function takes in genotype, the genotype of variants to be #' adjusted for in conditional analysis, the object from fitting the null #' model, and functional annotation data to analyze the conditional association between a #' qua...
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library(ggplot2) library(dplyr) library(ggprism) library(pheatmap) ### set the working directory if (rstudioapi::isAvailable()) { setwd(dirname(rstudioapi::getActiveDocumentContext()$path)) } else { # If running as a script, finding the file is harder # https://stackoverflow.com/a/55322344/10930590 this_file <...
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#Genes with strong evidence supporting their differential expression in psychiatric disorder (meta-analysis): Gandal_2018_PsychTranscriptomeVsGenetics_MicroarrayMetaAnalysis<-read.csv("Gandal_2018_PsychTranscriptomeVsGenetics_Suppl_TableS1_MicroarrayMetaAnalysis.csv", header=TRUE, stringsAsFactors = FALSE) Gandal_20...
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--- title: 'DTU Analysis: Pairwise Brain Regions' author: "Emma Jones" date: "2023-02-23" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Differential Transcript Usage (DTU) Analysis in Mouse Brain lrRNA-Seq Data For code review, I am tracking the amount of time that t...
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--- title: "Neurological Disease Gene Enrichment" author: "Emma Jones" date: "2023-03-14" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Differential Transcript Usage (DTU) Analysis across Sex in Mouse Brain lrRNA-Seq Data The goal of this script is to compare my DTU ...
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#' EnsembleAge Easy Workflow Functions #' #' These functions provide a simple 4-step workflow for users: #' 1. load_methylation_data() - Load methylation data #' 2. load_sample_sheet() - Load and prepare sample information #' 3. preprocess_data() - Automatically detect platform and preprocess #' 4. predict_ages() - R...
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# protected areas shapefile cleaning # WDPA shapefiles can be obtained from Protected Planet's website library(sf) prot1=st_read(dsn="./WDPA_WDOECM_May2022_Public_all_shp/WDPA_WDOECM_May2022_Public_all_shp_0", layer="WDPA_WDOECM_May2022_Public_all_shp-polygons") prot2=st_read(dsn="./WDPA_WDOECM_May2022_Public_all_s...
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library(readxl) library(dplyr) library(DESeq2) library(ggplot2) library(EnhancedVolcano) ############################################ # Plot Function library(scales) numColors <- 2 # How many colors you need getColors <- scales::brewer_pal('qual', palette = "Set1") myPalette <- getColors(numColors) names(myPalette) ...
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## Modules # module purge && module load shared slurm python/3.7.x-anaconda # module load hdf5_18/1.8.17 # module load gcc/8.3.0 # module load htslib # module load gsl/2.4 # module load macs/2.1.2 # module load R/4.1.1-gccmkl ## R Libraries rm(list = ls()) library(devtools) library(dplyr) library(scran) library(Seura...
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#' Choice Reaction Time task, linear ballistic accumulator modeling #' #' @description #' Hierarchical Bayesian Modeling of choice/reaction time data with the following parameters: "d" (boundary), "A" (upper boundary of starting point), "v" (drift rate), "tau" (non-decision time). #' The model published in Annis, J., M...
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--- title: "02_gse_seurat_preprocessing" author: "Tabea M. Soelter" date: '2023-07-13' output: html_document --- **Pre-processing of snRNA-seq data from GEO (Accession #: GSE157827)** __Goal__: Process GSE157827 (snRNA-seq) data for downstream analyses. __Reproducibility__: * GitHub: lasseignelab/230313_TS_CCCinHu...
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--- title: "01_pseudobulk_dea" author: "Tabea M. Soelter" date: '2023-09-27' output: html_document --- **Pseudo-bulk differential gene expression analysis using DESeq2** __Goal__: For both datasets, I am pseudo-bulking counts by cell type in order to perform a differential gene expression analysis using DESeq2 between...
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.cumsum0 <- function(x, left = TRUE, right = FALSE, n = NULL) { xx <- c(0, cumsum(as.numeric(x))) if (!left) xx <- xx[-1] if (!right) xx <- head(xx, -1) names(xx) <- n xx } get_gains <- function(gains, pos, sample_ids, h){ gains_new <- gains for (i in 1:length(pos)){ ...
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### Frame-by-Frame package ### ### fingerprint ### # function calculateFingerprint(...) -------------------------------------- #' Title #' #' @param paDir #' @param controlGrp #' @param mergeExp1 #' @param mergeExp2 #' @param mergeExp3 #' @param mergeExp4 #' @param singleFish #' @param grporder #' @param skipNight0 ...
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# Analyzing Community 715 rm(list = ls()) # Loading libraries ------------------------------------------------------- .libPaths(c("/data/kailash/DDP/libraries/", .libPaths())) source("/data/kailash/DDP/src/main/scripts/libraries.R") source("/data/kailash/DDP/src/main/scripts/utils.R") # Loading datasets -----------...
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# Laura Aarnos 190213 # meaRtools: aggegate features (burst) # original functions from meaRtools 2018, modification made by LAa and marked with _mod ############################################################################### # Purpose: Functions for aggregating data from s objects into single # # ...
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# the following Rscript is intended to be submitted to a cluster system # the accompanying .sbatch file and submission scripts (.sh) files are included and should be modified as necessary (currently, they are written for the slurm scheduler) # RUN WITH 90G RAM ##########################################################...
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--- title: "figure_4" author: "Tabea M. Soelter" date: '2023-10-17' output: html_document --- **Plotting Main Figure 4** __Goal__: This is a script for generating figure 4 of my manuscript. __Reproducibility__: * GitHub: lasseignelab/230313_TS_CCCinHumanAD * Docker: tsoelter/rstudio_ccc_ad * Version: 1.0.5 * H...
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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl ##-------------...
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library(tidyverse) source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/wrapper.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') library(ggraph) library(tidygraph) library(Pando) library(BSgenome.Hsapiens.UCSC.hg38) mutate <- dplyr::mutate summarize <- dplyr::summarize gro...
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#!/usr/bin/env Rscript source(here::here("src/shared/R-helpers/get_settings.R")) source(here::here("src/shared/R-helpers/pca_fit.R")) source(here::here("src/shared/R-helpers/pc_scores_loadings_plot.R")) suppressPackageStartupMessages({ library("dplyr") library("tidyr") library("readr") library("tibble") lib...
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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl ##-------------...
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# train: data.frame of training data where rownames are cell line names/IDs and columns are features # test: data.frame of test data where rownames are cell line names/IDs and columns are features # method: name of ML algorithm (either "boosting_trees", "elastic_net", or "random_forest") # method_parameters: named l...
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# function to create dataframe with overlaps (small) create_stacked_dataframe <- function(region_1, region_2, region_3, region_4) { stacked_dataframe <- data.frame( "brain_region" = c( rep(region_1, 7), rep(region_2, 7), rep(region_3, 7), rep(region_4, 7) ), "Analysis" = rep(c( "DGE only...
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--- title: "Tree mapping" date: '`r Sys.time()`' output: bookdown::pdf_document2: toc: no extra_dependencies: ["float"] csl: "https://raw.githubusercontent.com/citation-style-language/styles/master/palaeontology.csl" link-citations: yes bibliography: - ../TreeSearch/REFERENCES.bib - ../../larva...
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#' Jamshidian and Jalal's Non-Parametric MCAR Test #' #' Test whether missingness is contingent upon the observed variables, #' according to the methodology developed by Jamshidian and Jalal (2010) (see #' Details). #' @param x An object for which a method exists; usually a `data.frame`. #' @param imputed Either an obj...
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#eqtl_colocalizer.R #This script performs colocalization between a trait of the user's interest and the GTEx single trait eQLTs from # the GTEx online GUI. It will perform colocalization for each gene-tissue pair in the GTEx csv file downloaded # from the online GUI. NOTE it currently assumes you wish to use The GTEx_v...
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--- title: "BrainAge_VidalPineiro_Tests(Lifebrain replication)" author: "dvp" date: "11/2/2020" output: html_document: default pdf_document: default --- # Setup ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) library(tidyverse) library(magrittr) #library(itsadug) #library(lavaan) #library(reshape2) ...
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--- title: "wagg_plots" author: "Sam Ozminkowski" date: "12/27/2023" output: pdf_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) library(ggplot2) library(dplyr) library(RColorBrewer) library(stringr) library(grid) library(gridExtra) library(cowplot) ``` # Universal Values ```{r} cutoff =...
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source('~/scripts/single_cell/de.R') source('~/scripts/perturbator/de.R') library(Pando) library(destiny) library(dtw) setwd('~/projects/cutntag/') rank_cols <- function(x){ xr <- presto::rank_matrix(t(x))$X_ranked colnames(xr) <- colnames(x) rownames(xr) <- rownames(x) return(xr) } #### Read data ...
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--- title: "Dataset Overview Figure" author: "Emma Jones" date: "2023-06-07" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Dataset Overview Figure The purpose of this script is to provide a dataset overview to serve as manuscript figure 1. It is dependent on scripts ...
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# Laura Aarnos 190527 # NB from github updated 190430 # There are four things to modify for bin time. Use Ctrl+f to find 'neuro group mod'. .graythresh <- function(I) { ## Implement the Otsu (1979) thresholding algorithm. I <- as.vector(I) if (min(I) < 0 | max(I) > 1) { stop("Data needs to...
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--- title: "Saldana, Montano, et al. -- scRNA-seq: 08_WT_slingshot" author: "Luis Montano" date: '2023-09-06' output: html_document params: inputdata: '~/path/to/input_data/' plotpath: '~/path/to/plots/' cachedir: '~/path/to/cachedir/' outpath: '~/mnt_out/figures/' resourcepath: "~/mnt_resources/" gtfpath: ...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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library(readr) library(dplyr) library(ggplot2) library(emmeans) library(lme4) library(lmerTest) library(pbkrtest) library(multcomp) library(ez) library(stringr) path_home <- './' # Rohdaten einlesen df_kammer <- read_csv(paste0(path_home, "Data_wheat_LLT/Climate_chamber/Klimakammer_R.csv"), na = c("N/A")) # Faktoren...
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#%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% # Class definitions #%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% #' factRObject Class #' #' @description #' A container for storing and processing custom transcriptome. #' #' @details #' The factRObject...
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--- Author: "Amin Haghani" Paper: "DNA Methylation Networks Underlying Mammalian Traits" Authors: "Amin Haghani1, 2 †*; Caesar Z. Li3, 4 †; Todd R. Robeck5; Joshua Zhang1; Ake T. Lu1, 2; Julia Ablaeva6; Victoria A. Acosta-Rodríguez7; Danielle M. Adams8; Abdulaziz N. Alagaili9, 10; Javier Almunia11; Ajoy Aloysius12; Nab...
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--- title: "compare single region to pairwise" author: "Emma Jones" date: "2023-09-26" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` # Compare region to pairwise specific gene lists The purpose of this analysis is to determine how many DTU genes or DEGs are specific to ...
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#!/usr/bin/env Rscript source(here::here("src/shared/R-helpers/get_settings.R")) source(here::here("src/shared/R-helpers/pca_fit.R")) source(here::here("src/shared/R-helpers/pc_scores_loadings_plot.R")) suppressPackageStartupMessages({ library("cowplot") library("dplyr") library("DESeq2") library("forcats") ...
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## Modules # module purge && module load shared slurm python/3.7.x-anaconda # module load hdf5_18/1.8.17 # module load gcc/8.3.0 # module load htslib # module load gsl/2.4 # module load macs/2.1.2 # module load R/4.1.1-gccmkl ## R Libraries rm(list = ls()) library(devtools) library(dplyr) library(scran) library(Seura...
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source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') library(Pando) filter <- dplyr::filter select <- dplyr::select setwd('~/projects/cutntag/') #### Read data #### marks <- read_rds('data05/all_marks_list_v3.4lines.rds') rna <- read_rds('data05/RNA/RNA_a...
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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl ##-------------...
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library(ggplot2) library(dplyr) library(RColorBrewer) library(stringr) make.filename <- function(path,simnum,pi,mu,R,nu,n_microbes,type,samplesize,simtype=NULL,edge_mu=NULL) { if(is.null(simtype)) { return(sprintf("%sR=%s_mu=%s_n_microbes=%s_nu=%s_out=%s_pi=%s_samplesize=%s_simnum=%s.csv", ...
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# Analyze DEG, Fig 2 and Fig 3 C,D LIB='/cluster/tufts/patralab/rbator01/R_libs/4.0.0' .libPaths(c("",LIB)) suppressPackageStartupMessages({library(org.Hs.eg.db) library(tidyverse) library(Seurat) library(clusterProfiler) library(org.Hs.eg.db) library(ComplexHeatmap) library(ggrepel) library(openxlsx) ...
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#' Detect methylation array platform #' #' This function detects the methylation array platform based on the number of CpG sites #' and specific probe patterns in the data. #' #' @param dat0sesame Data frame containing methylation data with CGid column #' @return Character string indicating the detected platform: "Mam...
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rm( list=ls(all=TRUE ) ) # Load and install necessary packages load_required_packages <- function(packages){ new.packages <- packages[!(packages %in% installed.packages()[,"Package"])] if(length(new.packages)) install.packages(new.packages) invisible(lapply(packages, library, character.only = TRUE)) } requ...
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rm( list=ls(all=TRUE ) ) # Load and install necessary packages load_required_packages <- function(packages){ new.packages <- packages[!(packages %in% installed.packages()[,"Package"])] if(length(new.packages)) install.packages(new.packages) invisible(lapply(packages, library, character.only = TRUE)) } requ...
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RutActivity<-read.csv("MasterRuttingActivity.csv") ######## Packages ####### install.packages("ggplot2") library("ggplot2") install.packages("dplyr") library("dplyr") install.packages("ggpubr") library("ggpubr") install.packages("itsadug") library("itsadug") install.packages("mgcv") library("mgcv") install.packages("...
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#' Format multiplex names for python hummuspy package config functions #' #' @param hummus_object A HuMMuS_Object #' @param multiplex_names A vector of multiplex names considered. It must be #' a subset of the names of the multiplexes in the hummus object. #' #' @return A list of multiplexes names formatted for hummusp...
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--- title: "timepoint analysis" output: word_document: default html_document: default pdf_document: default --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ```{r} library(pacman) p_load(tidyverse, ggsignif,multcomp, broom, emmeans, DescTools) setwd("~/Documents/Systemic ESYT1 project loc...
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#' @importFrom methods setClass #' @importClassesFrom Signac Motif #' @importClassesFrom SeuratObject Seurat #' @importClassesFrom TFBSTools PWMatrixList NULL #' @title Motifs database class #' #' @description MotifsDatabase object stores motifs(PFM matrices) #' and tf2motifs (TF to motifs names mapping) data. #' #' ...
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--- title: 'Saldana, Montano, et al. -- ATAC-seq: Differential accessibility analysis and modules' author: 'Florian Halbritter' date: '`r format(Sys.time(), "%B %d, %Y %H:%M:%S %Z")`' output: html_document: toc: yes toc_float: yes code_folding: show highlight: pygments df_print: paged --- # In...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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--- title: "Tutorial for MotrpacRatTraining6moData R package" output: rmarkdown::html_document: toc: true code_folding: show toc_depth: 4 toc_float: collapsed: false smooth_scroll: false theme: sandstone highlight: tango vignette: > %\VignetteIndexEntry{Tutorial for MotrpacRatT...
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source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') library(Pando) filter <- dplyr::filter select <- dplyr::select setwd('~/projects/cutntag/') #### Read data #### marks <- read_rds('data05/all_marks_list_v3.4lines.rds') rna <- read_rds('data05/RNA/RNA_a...
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--- title: "Comparing DTU, DTE, and DGE" author: "Emma Jones" date: "2023-06-01" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` # Comparing DTU, DTE, and DGE The purpose of this script is to compare genes with differential gene expression, differential transcript usage, ...
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### Frame-by-Frame package ### ### active bout parameters, one fish functions ### # the following functions are given data for one time window/one fish, namely; # ffc = frame-by-frame data, ffc for frame-by-frame column # aic = active/inactive transitions, aic for active/inactive column # and they calculate a paramete...
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#------------------- Basic includes ------------------- source('includes.R') setwd('figures/fig2/G') library(ape) #------------------- Functions ------------------- #Plot an arc with radius between rstart and rend, theta between theta start and theta end plot.arc <- function(r.start, r.end, theta.start, theta.en...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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--- title: "figure_3" author: "Tabea M. Soelter" date: '2023-10-16' output: html_document --- **Plotting Main Figure 3** __Goal__: This is a script for generating figure 3 of my manuscript. __Reproducibility__: * GitHub: lasseignelab/230313_TS_CCCinHumanAD * Docker: tsoelter/rstudio_ccc_ad * Version: 1.0.6 * H...
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########################################################################### ## Author: Youtao Lu <luyoutao@sas.upenn.edu> ## ## Copyright (c) 2021-2023, Youtao Lu and Junhyong Kim, Department of Biology, University of Pennsylvania ## Copyright (c) 2021-2023, James Eberwine, Perelman School of Medicine, University of ...
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--- title: "figure_S5" author: "Tabea M. Soelter" date: '2023-10-12' output: html_document --- **Plotting Supplemental Figure 5** __Goal__: This is a script for generating supplemental figure 5 of my manuscript. __Reproducibility__: * GitHub: lasseignelab/230313_TS_CCCinHumanAD * Docker: tsoelter/rstudio_ccc_ad ...
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#!/usr/bin/env Rscript library(data.table) library(biomaRt) setGeneric( name="merge_enrich_terms_0.05", def=function( Input, cutoff=0.05, envir=.GlobalEnv ){ standardGeneric("merge_enrich_terms_0.05") } ) setMethod( "merge_enrich_terms_0.05", signature( Input="list" ), definition=...
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# Cell-type gene expression correction using a linear model rm(list = ls()) # Loading necessary packages ---------------------------------------------- setwd("F:/Brain-Disease-networks-version-2/") .libPaths(c("libraries/", .libPaths())) # Global variables -------------------------------------------------------- p...
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# Author: B P Kailash # Purpose: Analyze the DC relations observed - Part 1 # 1) Find the sample size of the analysis # 2) Convert all DC edges from ensids to HGNC symbols # 3) Add M, NM, cell type labels to each DC edge rm(list = ls()) # Global variables -------------------------------------------------------- sou...
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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl ##-------------...
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--- title: "final plots - ee revisions" author: "Sam Ozminkowski" date: "2023-10-22" output: pdf_document --- ```{r, setup} knitr::opts_chunk$set(echo = TRUE) knitr::opts_knit$set(root.dir="~/Documents/masters/research/bayesian_network_regression/bayesian_network_regression_imp") library(lubridate) library(dplyr) m...
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############################################################################################################## # This code will check if the relevant packages are already installed in R. # If not, a prompt will appear requiring the user to select a download site for installing these repositories. # This installation ...
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#' hBayesDM Model Base Function #' #' @description #' The base function from which all hBayesDM model functions are created. #' #' Contributor: \href{https://ccs-lab.github.io/team/jethro-lee/}{Jethro Lee} #' #' @keywords internal #' #' @include settings.R #' @include fit_cmdstan.R #' @importFrom utils head #' @importF...
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#!/bin/R # FOR REFERENCE ONLY # This script was **not** re-run to generate `FEATURE_TO_GENE`. # Instead, `master_feature_to_gene` from gs://motrpac-data-freeze-pass/pass1b-06/v1.1/analysis/resources/master_feature_to_gene_20211116.RData # was used to make `FEATURE_TO_GENE`, which was output by the original version of...
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############################################################################### ##### DESeq2 ##### ############################################################################### # housekeeping: clear all existing data rm(list = ls()) # libraries library(...
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run_exp_LME<- function(imp, model, n_it, outdir='/data/pt_life_whm/Results/VRF_cSVD/LME/results/Expl/workspace_'){ # Calculates exploratory models results for a MIDS (Multiply Imputed Data Set) from mice. # Model can take values "E2a_sex", "E2b_DBP", "E2c_WHR", "E3_exfunct" and "E3_globalcog". ################...
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source('~/scripts/single_cell/de.R') source('~/scripts/single_cell/atac.R') source('~/scripts/perturbator/de.R') library(Pando) rename <- dplyr::rename filter <- dplyr::filter select <- dplyr::select dist <- stats::dist setwd('~/projects/cutntag/') #### Read data #### marks <- read_rds('data05/all_marks_list_v3.3m...
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#' Multivariate Imputation by Chained Equations (MICE) #' #' Generates Multivariate Imputations by Chained Equations (MICE) #' #' Generates multiple imputations for incomplete multivariate data by Gibbs #' sampling. Missing data can occur anywhere in the data. The algorithm imputes #' an incomplete column (the target c...
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#' Generate missing data for simulation purposes #' #' This function generates multivariate missing data under a MCAR, MAR or MNAR #' missing data mechanism. Imputation of data sets containing missing values can #' be performed with \code{\link{mice}}. #' #' This function generates missing values in complete data sets....
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#DEG analysis of RNAseq #AVC 9/23/19 ############################################################################################################################################ ## code for taking counts.txt file outputs from FeatureCounts and importing into R for EdgeR and/or limmavoom analysis ## loops through eac...
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#Determining formal orthologs between the data from different species: setwd("~/Documents/Microarray Gen/GeneOrthology_HumanRatMouse") #I downloaded formal ortholog information from: http://www.informatics.jax.org/homology.shtml #Let's reorganize it to make it easier to work with: Orthologs<-read.delim("InformaticsJa...
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library################## An R-script to read YAML DTS project files, visualize and statistically evaluate data library(ggplot2) library(tidyr) library(dygraphs) library(grid) library(reshape2) library(dplyr) library(gridExtra) library(yaml) library(ggsignif) library(effsize) library(pwr) library(BayesFactor) library(...
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# Title: Calculation of suture closure scores # Name: Heather White # Date created: 02/12/21 # Last modified: 25/10/22 # License: MIT license # Calculating suture closure scores and total suture closure scores # following protocol in Goswami et al. 2013 ##########################################################...
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--- title: "Dataset Overview Figure" author: "Emma Jones" date: "2023-06-07" output: html_document --- ```{r setup, include=FALSE} knitr::opts_chunk$set(echo = TRUE) ``` ## Dataset Overview Figure The purpose of this script is to provide a dataset overview to serve as manuscript figure 1. It is dependent on scripts ...
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################### Plotting functions for DTS data ###################### ######## Plot fly behavior and position data for each period ######## fly_pos_traces <- function(temp) { ##modify a_Pos to introduce gaps between -180° and 180° pos <- temp$a_pos for(p in 2:nrow(temp)) { if (abs(as.numeric(pos[p]))...
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## Modules # module purge && module load shared slurm python/3.7.x-anaconda # module load hdf5_18/1.8.17 # module load gcc/8.3.0 # module load htslib # module load gsl/2.4 # module load macs/2.1.2 # module load R/4.1.1-gccmkl ## R Libraries rm(list = ls()) library(devtools) library(dplyr) library(scran) library(Seura...
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##------------------------------------------------------- ## SEURAT ANALYSIS | MODULES & LIBRARIES ##------------------------------------------------------- # module purge && module load shared slurm python/3.7.x-anaconda # module load gcc/8.3.0 # module load hdf5_18/1.8.17 # module load R/4.1.1-gccmkl ##-------------...