Schedule
6/29/2023
12:00-19:00
Students arriving
Students arriving –19:00-20:30
Introductions
Introductions –
informal discussion
6/30/2023
9:00-12:00
Introduction to R
Introduction to R – Sean
Sean
lecture/lab13:00-14:00
Probability and simulation
Probability and simulation – Vince
Vince
lecture14:00-17:00
EDA and visualization
EDA and visualization – Vince
Vince
lecture/lab19:00-21:00
Student talks
Student talks – Students
Students
chalk talk or 3 slides
7/1/2023
9:00-10:30
Introduction to R
Introduction to R – Sean
Sean
lecture/lab10:30-12:00
Inference, p-values, FDR
Inference, p-values, FDR – Vince
Vince
lecture13:00-15:00
t-statistic and basic power calculations
t-statistic and basic power calculations – Sean
Sean
lecture/lab15:00-17:00
Overview of Bioconductor
Overview of Bioconductor – Vince
Vince19:00-21:00
Student talks
Student talks – Students
Students
7/2/2023
9:00-10:30
Public Data and Data Access
Public Data and Data Access – Sean
Sean
Lecture10:30-12:00
Rmarkdown
Rmarkdown – Sean
Sean
Lecture/lab13:00-14:30
Linear regression and GLMs
Linear regression and GLMs – Vince
Vince
Lecture/lab14:30-17:00
Summarized Experiment
Summarized Experiment – Sean
Sean
Lecture/lab
7/3/2023
9:00-11:00
SummarizedExperiment objects in the real world
SPEAQeasy / smokingMouse introduction
Leo, Daianna, Renee (aka, Leo’s team)
Lecture/lab11:00-12:00
Interactive SummarizedExperiment visualizations
Visualization of expression data with iSEE + mean/centering heatmaps
Leo
Lecture/lab13:00-14:00
Overview of smokingMouse plots + hands-on exercise overvview
Daianna (lead), Leo (support)
Lecture/lab14:00-17:00
Hands-on exercise to reproduce smokingMouse plots with iSEE & R
NA (Leo’s team)
lab19:00-20:00
biocthis: making your R/Bioconductor package
Introduction to making R/Bioconductor packages with biocthis
Leo
demo
7/4/2023
9:00-11:00
SummarizedExperiment objects built with recount3
Downloading RNA-seq data using recount3
Leo
Lecture/lab11:00-12:00
Interpreting coefficients
Statistical models with ExploreModelMatrix
Leo
Lecture/lab13:00-14:00
DE analysis main steps
Differential expression analysis introductory code with limma + hands-on exercise overview
Leo
Lecture/lab14:00-17:00
hands-on exercise using recount3 data
NA (Leo’s team)
lab19:00-23:59
Off for fireworks
Off for fireworks – NA
NA
7/5/2023
9:00-10:30
Model building
Choosing variables for your DE analysis with variancePartition
Daianna (lead), Leo (support)
Lecture/lab10:30-12:00
Expression heatmaps
Visualizing DE genes with ComplexHeatmap
Renee (lead), Leo (support)
Lecture/lab13:00-14:30
Bayes Theorem
Tomas15:00-17:00
hands-on portion of variancePartition + ComplexHeatmap with smokingMouse / recount3 / their data
NA (Leo’s team)
lab19:00-20:00
Anything the students wants (more biocthis? HubPub demo?)
Leo
demo
7/6/2023
9:00-10:00
Visium spatial overview
Introduction to the world of spatially-resolved transcriptomics with Visium data (SingleCellExperiment –> SpatialExperiment –> spatialLIBD)
Leo
Lecture10:00-12:00
spatialLIBD overview
Downloading public Visium spatial data with spatialLIBD + visualizing it with it (shiny app + R functions)
Leo
Lecture/lab13:00-14:30
Dimensional Reduction
Tomas14:30-15:30
spatialLIBD functions for pseudobulking & DE
spatialLIBD: re-use of bulk RNA-seq methods for spatial data (pseudobulk + PCA) + hands-on exercise overview
Leo
Lecture/lab15:30-17:00
Hands-on with making plots with pseudobulked spatial data (3 LIBD projects to choose from)
NA (Leo)
lab
7/7/2023
- 0:00-23:59
Day off
NA
7/8/2023
9:00-12:00
Min13:00-17:00
GSEA
Ludwig
7/9/2023
9:00-12:00
Min13:00-17:00
Min
7/10/2023
9:00-16:00
Motif discovery lecture/lab
Harmen16:00-17:00
Research Talk
Dissecting cis-regulatory logic with deep sequencing and biophysically interpretable machine learning
Tomas19:00-20:00
Research Talk
Inferred transcription factor activity as a quantitative genetic traiit
Harmen
7/11/2023
9:00-11:00
ATAC-Seq
ATAC-Seq – Sean
Sean11:00-12:00
Machine Learning
Machine Learning – Sean
Sean13:00-14:00
Machine Learning
Machine Learning – Sean
Sean14:00-17:00
ML or ATAC lab
ML or ATAC lab – Sean
Sean
7/12/2023
9:00-12:00
Motif discovery lecture/lab
BANQUET
Harmen13:00-16:00
Open Lab
Open Lab – NA
NA18:00-21:00
BANQUET
BANQUET
7/13/2023
- 00:00-24:00
DEPARTURE
DEPARTURE