You may have heard a lot about genome sequencing and its potential to usher in an era of personalized medicine, but what does it mean to sequence a genome? Biologists still cannot read the nucleotides of an entire genome as you would read a book from beginning to end. However, they can read short pieces of DNA. In this course, we will see how graph theory can be used to assemble genomes from these short pieces. We will further learn about brute force algorithms and apply them to sequencing mini-proteins called antibiotics. In the first half of the course, we will see that biologists cannot read the 3 billion nucleotides of a human genome as you would read a book from beginning to end. However, they can read shorter fragments of DNA. In this course, we will see how graph theory can be used to assemble genomes from these short pieces in what amounts to the largest jigsaw puzzle ever put together. In the second half of the course, we will discuss antibiotics, a topic of great relevance as antimicrobial-resistant bacteria like MRSA are on the rise. You know antibiotics as drugs, but on the molecular level they are short mini-proteins that have been engineered by bacteria to kill their enemies. Determining the sequence of amino acids making up one of these antibiotics is an important research problem, and one that is similar to that of sequencing a genome by assembling tiny fragments of DNA. We will see how brute force algorithms that try every possible solution are able to identify naturally occurring antibiotics so that they can be synthesized in a lab. Finally, you will learn how to apply popular bioinformatics software tools to sequence the genome of a deadly Staphylococcus bacterium that has acquired antibiotics resistance.
- Week 1 - Week 1: Introduction to Genome Sequencing
Welcome to class!
This course will focus on two questions at the forefront of modern computational biology, along with the algorithmic approaches we will use to solve them in parentheses:
- Weeks 1-2: How Do We Assemble Genomes? (Grap...
- Week 2 - Week 2: Applying Euler's Theorem to Assemble Genomes
Welcome to Week 2 of class!
This week in class, we will see how a 300 year-old mathematical theorem will help us assemble a genome from millions of tiny pieces of DNA.
- Week 3 - Week 3: Sequencing Antibiotics
Welcome to Week 3 of class!
This week, we begin a new chapter, titled "How Do We Sequence Antibiotics?" In this chapter, we will learn how to determine the amino acid sequences making up antibiotics using brute force algorithms.
- Week 4 - Week 4: From Ideal to Real Spectra for Antibiotics Sequencing
Welcome to Week 4 of class!
Last week, we discussed how to sequence an antibiotic peptide from an ideal spectrum. This week, we will see how to develop more sophisticated algorithms for antibiotic peptide sequencing that are able to handle spectra w...
- Week 5 - Week 5: Bioinformatics Application Challenge!
Welcome to Week 5 of class! This week, we will see how to apply genome assembly tools to sequencing data from a dangerous pathogenic bacterium.
Department of Computer Science and Engineering
Department of Computer Science & Engineering
加州大学圣地亚哥分校是位于加利福尼亚州圣地亚哥的一所公立赠地研究型大学。加州大学圣地亚哥分校成立于 1960 年，位于斯克里普斯海洋学研究所附近，是加州大学十个校区中最南端的一个，提供 200 多个本科和研究生学位课程，在校本科生 33,096 人，研究生 9,872 人。