Faculdade de Ciências e Tecnologia

Bioinformatics in Biomedicine

Code

10776

Academic unit

Faculdade de Ciências e Tecnologia

Department

Departamento de Ciências da Vida

Credits

6.0

Teacher in charge

Ana Rita Fialho Grosso, João Manuel Gonçalves Couceiro Feio de Almeida

Weekly hours

4

Total hours

91

Teaching language

Português

Objectives

1. Understand the fundamental concepts behind experimental design, data handling and interpretation of results.

2. Obtain practical knowledge in the application of R-based bioinformatics tools.

3. Understand the importance of bioinformatics in the biomedical field.

Prerequisites

Basic knowledge of Molecular Genetics and Statistics.

Subject matter

Topics

1. Experimental design

2. Descriptive statistics and exploratory analyses

3. Statistical inference 1: comparing means and medians

4. Statistical inference 3: analysis of variance

5. Statistical inference 3: data analysis

6. Analysis of large-scale data

7.  Association between two of more variables

8.  Multivariate analysis

9. Identification of transcriptome alterations

10. Functional Annotation and Analysis

11. Survival Analysis

Bibliography

Gentleman, R. (2008). R Programming for Bioinformatics. Chapman & Hall/CRC press, 328 pp.
Zar, J.H. (2007). Biostatistical Analysis (5th Ed.). Prentice-Hall, 960 pp.

Teaching method

A limited number of lectures is scheduled. Autonomous study is encouraged. Exercises with hands-on will be carried out in practical sessions using personal computers.

Evaluation method

The evaluation consists in one individual test and a two group projects, contributing respectively for 40% (test) and 30%+30% (group projects) of the final grade. The execution of each evaluation element is mandatory, with a minimum grade of 9 on each.

The test is individual, without consulting and performed during 1 hour.

The group project consists in the data analysis, interpretation and integration of results in order to answer a biological question, with further preparation of a scientific manuscript.

Courses