Analyzing COVID RNA Sequences in Python
- Guided Project
- 2 hours
- Intermediate
- Python
Practice analyzing COVID RNA sequences in Python to explore virus mutations and develop bioinformatics skills.
Overview
In this project, you'll take on the role of a bioinformatician to analyze the RNA sequences of major COVID-19 variants: Delta and Omicron. You'll use Python along with key libraries like Biopython and pandas to download sequence data, conduct exploratory analysis on the metadata, parse and align RNA sequences, and visualize mutation patterns.
This hands-on project allows you to apply your Python skills to a real-world bioinformatics challenge. You'll gain experience working with genomic data, sequence alignment algorithms, and data visualization techniques. The project will enhance your portfolio, showcasing your ability to extract meaningful insights from complex biological datasets.
Objective: Analyze COVID-19 RNA sequences to understand virus mutation patterns and develop bioinformatics data analysis skills in Python.
What You'll Learn
- ✓ Download and analyze the data on RNA sequences of two COVID variants
Before You Start
- ✓ Working with Python data types, variables, and functions
- ✓ Manipulating and analyzing data using pandas DataFrames and NumPy arrays
- ✓ Implementing control flow statements like loops and conditionals in Python
- ✓ Conducting exploratory data analysis and data visualization using Matplotlib and Seaborn
Project Steps
11 steps
- 1 Project Overview
- 2 Loading the Metadata
- 3 Exploratory Data Analysis
- 4 Identifying Sequences to Download
- 5 Downloading the Sequences
- 6 Parsing RNA Sequences
- 7 Aligning RNA Sequences
- 8 Checking Alignment Across Variants
- 9 Showing Sequence Mismatches
- 10 Color Coding Mismatches
- 11 Next Steps
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