Analysis of Biological Sequences
Áreas Científicas |
Classificação |
Área Científica |
OFICIAL |
Biotecnologia |
OFICIAL |
Informática |
Ocorrência: 2022/2023 - 2S
Ciclos de Estudo/Cursos
Sigla |
Nº de Estudantes |
Plano de Estudos |
Anos Curriculares |
Créditos UCN |
Créditos ECTS |
Horas de Contacto |
Horas Totais |
BINF |
21 |
Study Plan |
2 |
- |
5,5 |
67,5 |
148,5 |
Docência - Responsabilidades
Língua de trabalho
Portuguese - Suitable for English-speaking students
Obs.: Todos os slides estão em inglês
Objetivos
The purpose of this course is to introduce the basic principles biological sequences analysis, based on the concept of sequence (DNA, RNA and proteins), associated with the structure of biomolecules, to promotethe understanding of the applications of the various algorithms and to give the skills required to choose the most appropriate techniques and interpret the results obtained. The most common methods will bediscussed, as students should be able to understand and transcribe them into code, and the various tools available for analysis and treatment sequences will be studied in detail, so that students master them properly.
Resultados de aprendizagem e competências
Students will be able to recognize some of the common questions in the field of biological sequences analyses, and which methodologies are adequate to each such issue.
They will further be able to interpert and compare obtained results.
Modo de trabalho
Presencial
Programa
1. Biological sequences – DNA, RNA and proteins. Sequence contribution to biomolecule secondary and tertiary structure.
2. Pairwise sequence alignment – dot matrix and dynamic programming; gap alignment.
3. Multiple sequence alignment – dynamic programming, progressive methods and consensus sequence. Markov chains, introduction and application. ClustalW.
4. Searching for structural motifs – entropy, position matrices and Gibbs sampling.
5. Sequence alignment and searching in databases.
5.1. BLAST algorithm and applications.
5.2. Phyogenetics, phylogenetic trees and cladograms.
6. Bioinformatics software and interaction with databases
7. Applications – gene prediction, genetic expression data analysis and structure prediction
Bibliografia Obrigatória
Baxevanis, A.D., Ouellette, B.F.F.; Bioinformatics: A Practical Guide to the Analysis of Genes and Proteins, Wiley Intersciente. ISBN: 978-0-471-38391-8
Borodovsky, M., Ekisheva, S.; Problems and Solutions in Biological Sequence Analysis, Cambridge University Press. ISBN: 978-0-521-61230-2
Mount, D.; ioinformatics: Sequence and Genome Analysis, Cold Spring Harbor Laboratory Press. ISBN: 978-0-879-69712-9
Durbin, R., Eddy, S.R., Krogh, A., Mitchison, G.; Biological Sequence Analysis: Probabilistic Models ofProteins and Nucleic Acids, Cambridge University Press. ISBN: 978-0-521-62971-3
Akihito, Akishinonomiya, F., Ikeda, Y., Aizawa, M., Nakagawa, S., Umehara, Y., Yonezawa, T., Mano, S., Hasegawa, M., Nakabo, T., & Gojobori, T.; Speciation of two gobioid species, Pterogobius elapoides and Pterogobius zonoleucus revealed by multi-locus nuclear and mitochondrial DNA analyses, Gene, 2016. ISBN: https://doi.org/10.1016/j.gene.2015.10.014
Métodos de ensino e atividades de aprendizagem
4 h/week of lectures and exercise classes in which the various topics will be exposed, intercalated with exercises on algorithms and exercises about study cases for application of the various bioinformatics tools.
Evaluation 1. Continuous: throughout the semester, various case studies will be proposed, which will be graded. Automated mechanisms will be put in place to mitigate academic fraud. Consequences of fraud will be consdered case-by-case, within the institution's regulation.
Software
Oracle VirtualBox
Tipo de avaliação
Distributed evaluation with final exam
Componentes de Avaliação
Designation |
Peso (%) |
Participação presencial |
20,00 |
Apresentação/discussão de um trabalho científico |
10,00 |
Trabalho escrito |
70,00 |
Total: |
100,00 |
Componentes de Ocupação
Designation |
Tempo (Horas) |
Apresentação/discussão de um trabalho científico |
3,00 |
Estudo autónomo |
32,00 |
Trabalho escrito |
40,00 |
Frequência das aulas |
60,00 |
Total: |
135,00 |
Obtenção de frequência
Completion of 2 written assignments, and class participation/performance of homework.
Fórmula de cálculo da classificação final
Through continuous evaluation: Grade of "Scientific debate" * 0.1 + grade of "presential" elements * 0.2 + grade of "assignment 01" * 0.35 + grade of "assignment 02" * 0.35.
Through final exam: 100% exam
Melhoria de classificação
Written exam.