Back to Finding Mutations in DNA and Proteins (Bioinformatics VI)
University of California San Diego

Finding Mutations in DNA and Proteins (Bioinformatics VI)

In previous courses in the Specialization, we have discussed how to sequence and compare genomes. This course will cover advanced topics in finding mutations lurking within DNA and proteins. In the first half of the course, we would like to ask how an individual's genome differs from the "reference genome" of the species. Our goal is to take small fragments of DNA from the individual and "map" them to the reference genome. We will see that the combinatorial pattern matching algorithms solving this problem are elegant and extremely efficient, requiring a surprisingly small amount of runtime and memory. In the second half of the course, we will learn how to identify the function of a protein even if it has been bombarded by so many mutations compared to similar proteins with known functions that it has become barely recognizable. This is the case, for example, in HIV studies, since the virus often mutates so quickly that researchers can struggle to study it. The approach we will use is based on a powerful machine learning tool called a hidden Markov model. Finally, you will learn how to apply popular bioinformatics software tools applying hidden Markov models to compare a protein against a related family of proteins.

Status: Machine Learning Methods
Status: Molecular Biology
IntermediateCourse24 hours

Featured reviews

SC

5.0Reviewed Sep 15, 2018

Really enjoyed this course. It was great to get to build on work from previous courses.

SC

5.0Reviewed Jun 30, 2020

The contents were so well organized and helpful to develop a proper insight

ZX

5.0Reviewed Jul 20, 2019

In depth and comprehensive coverage of the topics in genetic data analysis.

RG

5.0Reviewed Apr 13, 2020

It was probably my favorite in this specialization (at least, out of first six).

JM

5.0Reviewed Jun 22, 2020

Really loved learning about suffix trees/arrays, BWT, Pattern matching, HMMs!

EJ

5.0Reviewed Jul 31, 2021

Great course! It opened my mind on the capabilities of algorithms beyond its intended purpose.

TK

5.0Reviewed Jun 28, 2016

One of the best specialization on Coursera. Highly recommended for anyone who wants to apply his/her programming skills to fascinating real-world problems.

All reviews

Showing: 15 of 15

Mohamed Akrout
4.0
Reviewed Aug 14, 2017
Samuel Channon-Wells
5.0
Reviewed Sep 16, 2018
Jason Moggridge
5.0
Reviewed Jun 23, 2020
Thomas Glynne-Jones
4.0
Reviewed Dec 20, 2018
Tamas Kurics
5.0
Reviewed Jun 29, 2016
Edgardo P. Felizmenio Jr.
5.0
Reviewed Jul 31, 2021
Ramiz Gindullin
5.0
Reviewed Apr 14, 2020
Sakshar Chakravarty
5.0
Reviewed Jul 1, 2020
Zack Xu
5.0
Reviewed Jul 21, 2019
Arsham Mikaeili Namini
5.0
Reviewed Apr 1, 2022
Guru
5.0
Reviewed Jul 11, 2023
Mare Borowski
5.0
Reviewed May 16, 2020
Thomas LaFleur
4.0
Reviewed Jul 17, 2017
Aditi Himta
4.0
Reviewed Aug 1, 2023
Weidong Xu
4.0
Reviewed Feb 27, 2017