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Advanced Bioinformatics Data Analysis: Python, R, and Linux

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Master Advanced Bioinformatics Data Analysis with Python, R, and Linux: Uncover Insights from Biological Data


1 - Python Section
  • 1 - Introduction to Bioinformatics and Why Python
  • 2 - BioPython Introduction
  • 3 - GitHub Repository for Python.html
  • 4 - Setting up Coding Environment
  • 5 - Explaining the libraries for the course
  • 6 - Advance File Formats of Bioinformatics with BioPython
  • 7 - Sequence Analysis Using Biopython
  • 8 - Database RetrievalAccessing Using Biopython
  • 9 - Working With Genomes Using Biopython
  • 10 - Phylogenetic Tree Construction using Biopython
  • 11 - Proteomics Analysis Using Biopython
  • 12 - Machine Learning in Bioinformatics

  • 2 - R Section
  • 13 - Introduction to Bioinformatics and R Exploring the Intersection of Biology
  • 14 - Getting Started with R Installation and Variables Understanding
  • 15 - Working with R Packages Installing Loading and Exploring Bioinformatics
  • 16 - Differential Gene Expression Analysis with Deseq2 Preparing Data
  • 17 - Deseq2 Code Understanding
  • 18 - Converting Ensembl Gene IDs to Gene Symbols Using R Techniques and Packages
  • 19 - Visualizing Gene Expression Data Creating Stunning Plots with ggplot2
  • 20 - Introduction to SingleCell RNA Sequencing scRNAseq Data Analysis
  • 21 - Exploring scRNAseq Code Cell Trajectories and Gene Expression Dynamics
  • 22 - GitHub Source Code for R.html

  • 3 - Microarray Data Analysis Using R
  • 23 - Introduction of Microarray
  • 24 - Microarray Databases
  • 25 - Microarray Analysis Using GEO2R
  • 26 - Microarray Analysis on R
  • 27 - Source Code for Microarray Section.html

  • 4 - LinuxWSL for Bioinformatics
  • 28 - Introduction and Why CLI in Bioinformatics
  • 29 - CLI and GUI Explanation
  • 30 - if we already have Graphical user interface system why we should use CLI
  • 31 - Short Practical with Programming Language
  • 32 - Why Would You Use CLI over GUI
  • 33 - Foundation behind CLI Shell explanation
  • 34 - Drawbacks of CLI and GUI
  • 35 - Linux Introduction and Usage Over years
  • 36 - Linux Distros
  • 37 - Why Ubuntu Operating System
  • 38 - WSL Explanation
  • 39 - Linux Vs Unix
  • 40 - Practical Making A Subsystem For Linux In Windows OS
  • 41 - Linux File Handling Commands
  • 42 - Accessing And Creating Files In Windows Os
  • 43 - Basic Process Management Commands for Linux OS
  • 44 - Eutilities on the Linux Command Line
  • 45 - Installing NCBI through CLi
  • 46 - Code Used in Lectures.html
  • 47 - Entrez Direct Functions
  • 48 - Mrna And Protein Seq Retrieval
  • 49 - Batch Retrieval of Protein Using Taxon Id
  • 50 - Retrieving CDS From Reference Genome
  • 51 - Explaining Different Commands

  • 5 - Bioinformatics Pipeline
  • 52 - Pipeline Explanation

  • 6 - NGS data Analysis on Command Line
  • 53 - Getting the SRA Reads
  • 54 - Checking the Quality of Data
  • 55 - Quality Trimming of data
  • 56 - Aligners and Aligning Reads to genome
  • 57 - SAM and Bam File Indexing and Sorting
  • 58 - Feature Extraction
  • 59 - Pipeline Code.html

  • 7 - Variant Calling Pipeline Using Linux
  • 60 - Variants and Types
  • 61 - Understanding the Metadata and Softwares
  • 62 - Getting Data From SRA Using SRA Toolkit
  • 63 - Quality Control and Trimming
  • 64 - Sam and Bcf Tools and Fixing NS and Calling Variants
  • 65 - Alignment to Reference Genome
  • 66 - Separation of SNPs and Indels Variants
  • 67 - Visualizing Variants Using IGV and UCSC Browser
  • 68 - Pipeline Code.html
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    تاریخ انتشار: 7 آبان 1402
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