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In this video, we will go through standard steps to analyze a single-cell RNA sequencing dataset (PBMC) from 10X Genomics using the #scanpy package.
Jupyter notebook is available at: github.com/ram...
We cover the following sections:
1) Download public available PBMC dataset from 10X genomics website
2) Loading the gene count matrix (cell ranger output) into AnnData object
3) What:
- is AnnData object? Different components of AnnData object
- Section 1: Summary of AnnData object
- Section 2: Inspection of newly created AnnData object
4) Section 3: Quality Control on AnnData object
5) Section 4: Filtering cells and genes
6) Section 5: Normalization of data
7) Section 6: Finding Highly variable genes
8) Section 7: Scaling the data
9) Section 8: Perform PCA analysis
10) Section 9: Finding Neighbors
11) Section 10: Running UMAP and Visualization
To get in touch:
Twitter: / prakki_rama
Github: github.com/ram...
LinkedIn: / prakki-sai-rama-sridat...
#bioinformatics #scanpy #python #singlecell #genomics #beginners #anndata