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BioTuring's Blog - Data analysis made easy. For biologists, especially. https://blog.bioturing.com/ |
scRNA-Seq Cell Type Annotation: Common Approaches and Tools https://blog.bioturing.com/2022/03/03/scrna-seq-cell-type-annotation-common-approaches-and-tools/ |
A Guide to scRNA-Seq Normalization - BioTuring's Blog https://blog.bioturing.com/2022/01/27/a-guide-to-scrna-seq-normalization/ |
BioTuring Data Science Platform: A Jupyter notebook library of latest ... https://blog.bioturing.com/2022/05/19/bioturing-data-science-platform-a-jupyter-notebook-library-of-latest-methods-for-single-cell-analysis-in-r-and-p |
The Basics of DESeq2 - A Powerful Tool in Differential Expression ... https://blog.bioturing.com/2022/06/02/the-basics-of-deseq2-a-powerful-tool-in-differential-expression-analysis-for-single-cell-rna-seq/ |
How to read PCA biplots and scree plots - BioTuring's Blog https://blog.bioturing.com/2018/06/18/how-to-read-pca-biplots-and-scree-plots/ |
BioTuring Single-cell Browser: a modern interactive single-cell ... https://blog.bioturing.com/2019/06/18/bioturing-browser-making-published-single-cell-data-really-accessible/ |
Batch Effect in Single-Cell RNA-Seq: Frequently Asked Questions and ... https://blog.bioturing.com/2022/03/24/batch-effect-in-single-cell-rna-seq-frequently-asked-questions-and-answers/ |
The Art of Setting Single-cell Quality Control Parameters https://blog.bioturing.com/2022/07/14/single-cell-quality-control/ |
RNA-seq data analysis Archives - BioTuring's Blog https://blog.bioturing.com/category/rnaseq/ |
Explore 10X Visium Spatial Transcriptomics data at ease with BioTuring ... https://blog.bioturing.com/2020/11/09/explore-10x-visium-spatial-transcriptomics-data-at-ease-with-bioturing-browser/ |
Principal component analysis Archives - BioTuring's Blog https://blog.bioturing.com/category/data-visualization-and-analysis/principal-component-analysis/ |
Single-cell RNA-Seq Trajectory Analysis Review - BioTuring's Blog https://blog.bioturing.com/2022/06/13/single-cell-rna-seq-trajectory-analysis-review/ |
Comparing UMAP vs t-SNE in Single-cell RNA-Seq Data Visualization ... https://blog.bioturing.com/2022/01/14/umap-vs-t-sne-single-cell-rna-seq-data-visualization/ |
scRNA-seq Archives - BioTuring's Blog https://blog.bioturing.com/tag/scrna-seq/ |
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Solutions BBrowser Single-cell and spatial transcriptomics analysis Venice Marker gene finding Hera-T Single-cell transcript quantification BioVinci Data visualization and machine learningResources Webinars Blog Videos Contact Solutions BBrowser Venice Hera-T BioVinciResources Webinars Blog Videos Contact BioTuring’s Blog Data analysis made easy. For biologists, especially. Interactively access the world’s largest single-cell database Explore now July 14, 2022 July 14, 2022 By Minh-Hien Tran The Art of Setting Single-cell Quality Control Parameters # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials , Uncategorized Performing single-cell quality control is a vital step in the data analysis pipeline. Setting QC parameters can significantly affect downstream analysis: too permissive QC filtering makes the dataset too noisy to read, and too stringent QC thresholds may remove important information. In this article, let’s discuss the art of setting […] June 26, 2022 June 27, 2022 By Minh-Hien Tran Explore NanoString GeoMx DSP Spatial Transcriptomics with BBrowser # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials , Visium Spatial Transcriptomics Analysis From Single-cell RNA-sequencing to Spatial RNA-sequencing Since its invention, single-cell RNA-sequencing has become one of the most popular genomic tools. Despite its power in dissecting the transcriptome at individual cell resolution, single-cell RNA-sequencing stil faces several limitations. One of them is the lack of critical spatial information. Adding spatial context […] June 13, 2022 June 13, 2022 By Minh-Hien Tran Single-cell RNA-Seq Trajectory Analysis Review # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials Cellular state often exists in a continuum rather than distinct phases. A prime example is cell development and differentiation. With single-cell RNA-Seq, researchers can observe this continuum of transcriptomic changes via analysis of individual cells. The need to computationally model these dynamics leads to the birth of single-cell RNA-seq trajectory […] June 2, 2022 June 3, 2022 By Minh-Hien Tran The Basics of DESeq2 – A Powerful Tool in Differential Expression Analysis for Single-cell RNA-Seq # BioTuring Cellpedia , Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials Differential expression analysis is a common step in a Single-cell RNA-Seq data analysis workflow. In our previous post, we have given an overview of differential expression analysis tools in single-cell RNA-Seq. This time, we’d like to discuss a frequently used tool – DESeq2 (Love, Huber, & Anders, 2014). According to […] May 19, 2022 May 19, 2022 By Minh-Hien Tran BioTuring Data Science Platform: A Jupyter notebook library of latest methods for single-cell analysis in R and Python # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis Did you know that by the end of 2021, the number of tools for single-cell RNA-sequencing (scRNA-seq) data analysis has passed 1,000? (Zappia and Theis, 2021) This massive resource accelerates the exploration of single-cell data. At the same time, the plethora of options poses several challenges for researchers, such as: […] April 18, 2022 April 18, 2022 By Minh-Hien Tran The Maze of Differential Gene Expression Analysis in Single-cell RNA-Seq # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials Single-cell RNA sequencing (scRNA-seq) unfolds biological processes at individual cell resolution. One key step that makes up the power of scRNA-seq is the spotting of differentially expressed (DE) genes. However, characteristics like high heterogeneity and data sparsity (high zero counts) are the main obstacles in finding DE genes in scRNA-seq […] March 24, 2022 May 3, 2022 By Minh-Hien Tran Batch Effect in Single-Cell RNA-Seq: Frequently Asked Questions and Answers # Data visualization and analysis , k-means clustering , Principal component analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials One essential step in the preprocessing of single-cell RNA-Seq data (scRNA-seq) is batch effect correction. However, much confusion remained around this step. In this article, let’s address the most frequently asked questions about handling batch effect in single-cell RNA-Seq. . What is Batch Effect in Single-cell RNA-Seq? Batch effect happens […] March 3, 2022 March 3, 2022 By Minh-Hien Tran scRNA-Seq Cell Type Annotation: Common Approaches and Tools # Data visualization and analysis , k-means clustering , RNA-seq data analysis , Single Cell Analysis Assigning cell type identity to cells is a basic yet vital step required in single-cell RNA Sequencing data analysis (scRNA-Seq), often done after dimensionality reduction and scRNA-Seq clustering . If you have successfully captured informative clusters, it’s time to face an even harder challenge: identify what cell type or cell […] February 15, 2022 February 15, 2022 By Minh-Hien Tran The Essence of scRNA-Seq Clustering: Why and How to Do it Right # Data visualization and analysis , k-means clustering , Principal component analysis , RNA-seq data analysis , Single Cell Analysis Clustering is The Microscope For scRNA-Seq data In previous posts, we have walked you through important steps in analyzing your single-cell RNA sequencing (scRNA-Seq) data, including data visualization and normalization. This time, let’s explore the next logical step in the data analysis pipeline: clustering scRNA-Seq data. What is scRNA-Seq clustering? […] January 27, 2022 January 27, 2022 By Minh-Hien Tran A Guide to scRNA-Seq Normalization # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials In the previous post, we talked about how to visualize single-cell RNA Sequencing (scRNA-seq) data to gain meaningful insights. But there are many steps from raw sequencing data to such beautiful visualization (and further analysis) that decide whether or not researchers can make sense of their data. They include preprocessing […] January 14, 2022 January 31, 2022 By Minh-Hien Tran Comparing UMAP vs t-SNE in Single-cell RNA-Seq Data Visualization, Simply Explained # Data visualization and analysis , RNA-seq data analysis , Single Cell Analysis How to Make Sense of Single-cell RNA Sequencing Data? Less is More Thanks to single-cell RNA sequencing (scRNA-seq), researchers are blessed with a trove of information. Yet, this blessing is also a curse in data visualization and further analysis! Since each cell is described by its gene expression profile, our […] December 23, 2021 December 24, 2021 By Minh-Hien Tran Dissect a spatial transcriptomics brain dataset with BBrowser: the human prefrontal cortex by Maynard et al. (2021) # RNA-seq data analysis , Single Cell Analysis , Single-cell RNA-seq tutorials , Visium Spatial Transcriptomics Analysis Spatial Transcriptomics Brain Data Is In Demand The spatial gene expression contributes significantly to brain morphology, physiology, and connectivity. However, obtaining spatial transcriptomics brain data has long been a technical challenge. Recently, with continuous breakthroughs in spatial transcriptomics sequencing technique and data analysis tools, spatial human brain single cell RNA-Seq […] Categories BioTuring Cellpedia Box plots Data visualization and analysis Heatmap k-means clustering Principal component analysis RNA-seq data analysis Single Cell Analysis Single-cell RNA-seq tutorials Uncategorized Venn diagrams Violin plots Visium Spatial Transcriptomics Analysis Recent Posts The Art of Setting Single-cell Quality Control Parameters July 14, 2022 Explore NanoString GeoMx DSP Spatial Transcriptomics with BBrowser June 26, 2022...
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