1-BIN-301, 2-AIN-501 Methods in Bioinformatics

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This webpage contains a '''preliminary schedule of lectures and tutorials for the semester''' which will be updated as needed. Notes and presentations will be published after each class.
 
This webpage contains a '''preliminary schedule of lectures and tutorials for the semester''' which will be updated as needed. Notes and presentations will be published after each class.
  
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Verzia zo dňa a času 13:52, 25. september 2024


Week 1, Week 2, Week 3, Week 4, Week 5, Week 6, Week 7, Week 8, Week 9, Week 10, Week 11, Week 12, Week 13

Sept. 21
L: Introduction, course rules, sequencing and genome assembly pdf, pdf
BV chapter 1, video 1 video 2
TI: Introduction to biology pdf notes
ZB chapter 1, video
TB: Introduction to computer science, UCSC genome browser pdf notes
Sept. 28
L: Genome assembly 2 pdf
video
TI: Introduction to probability, genome coverage by sequencing reads pdf notes
Python simulations and approximations colab
TB: Introduction to dynamic programming, introduction to probability pdf notes
Oct. 5
L: Sequence alignment: Smith-Waterman, Needleman-Wunsch, scoring pdf
BV chapter 2, DEKM chapter 2.1-2.4, 2.8, ZB chapter 4.1-4.4, 5.1-5.2, video
TI: Introduction to dynamic programming, proteomics pdf notes
Python implementation of DP and visualisations colab
TB: Dynamic programming for sequence alignment, dotplots pdf notes
Oct. 12
L: Sequence alignment: heuristic alignment (BLAST), statistical significance of alignments, whole genome alignments, multiple alignments pdf
BV chapter 2, DEKM chapter 2.5, 2.7, 6.1-6.3; ZB chapter 4.5-4.7, 5.3-5.5, video
TI: Advanced algorithms for sequence alignment notes
TB: Programs for sequence alignment, scoring schemes notes
Oct. 19
L: Gene finding, hidden Markov models pdf
BV chapter 4, DEKM chapter 3; ZB chapter 9.3, 10.4-10.7, video
TI: Fast similarity search, BLAST, MinHash pdf
TB: Hidden Markov models, E-value pdf notes
Oct. 26
L: Phylogenetic tree reconstruction (parsimony, neighbor joining, models of evolution) pdf
BV chapter 3, DEKM chapter 7,8; ZB chapter 7, 8.1-8.2, video
TI: Algorithms for HMM pdf notes
TB: Substitution models, bootstrap, tree rooting pdf notes
Nov. 2 No lecture, no tutorials
Nov. 9
L: Comparative genomics, detection of positive and purification selection, comparative gene finding, phylogenetic HMMs pdf
BV chapter 5, ZB chapter 9.8, 10.8, video
TI: Substitution models pdf notes
TB: Practical phylogenetic trees notes
Nov. 16
L: Protein structure and function pdf
DEKM chapter 5; ZB chapter 4.8-4.10, 6.1-6.2, 13.1-13.2, SK video
TI: Felsenstein algorithm, algorithms for HMM and phyloHMM
TB: Pfam, PSI-blast, Example of command-line tools notes1, notes2
Nov. 23
L: Gene expression, clustering, classification, regulatory networks, transcription factors, sequence motifs pdf
DEKM chapter 5.1, 11.5, ZB chapter 6.6,15.1,16.1-16.5,17.1, SK video
TI: Examples of biological databases, introduction to context-free grammars notes
TB: Introduction to context-free grammars notes
Nov. 30
L: RNA, secondary structure, Nussinov algorithm, stochastic context-free grammars, RNA family profiles pdf
DEKM chapter 10, ZB chapter 11.9, SK video
TI: Motif finding by EM and Gibbs sampling pdf
TB: K-means clustering, enrichment, multiple testing correction pdf pdf notes
Dec. 7
L: Population genetics pdf
SK video
TI: RNA structure
TB: Course summary, graphs, microarray data, RNA structure, MEME, transcription factors in SGD, population genetics pdf, pdf notes
Dec. 14
L: Optional journal club presentations
TI: Protein threading via integer linear programming, course summary
TB: Project consultations

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