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Premium member Presentation Transcript Computational Problemsin Molecular Biology : Computational Problemsin Molecular Biology Dong Xu Computer Science Department 109 Engineering Building West E-mail: firstname.lastname@example.org 573-882-7064 http://digbio.missouri.edu Lecture Outline : Lecture Outline From DNA to gene Protein sequence and structure Gene expression Protein interaction and pathway Provide a roadmap for the entire course Biology from system level (computational perspective) About Life : About Life Life is wonderful: amazing mechanisms Life is not perfect: errors and diseases Life is a result of evolution Cells : Cells Basic unit of life Prokaryotes/eukaryotes Different types of cell: Skin, brain, red/white blood Different biological function Cells produced by cells Cell division (mitosis) 2 daughter cells DNA : DNA Double Helix (Watson & Crick) Nitrogenous Base Pairs Adenine Thymine [A,T] Cytosine Guanine [C,G] Weak bonds (can be broken) Form long chains Genome : Genome Each cell contains a full genome (DNA) The size varies: Small for viruses and prokaryotes (10 kbp-20Mbp) Medium for lower eukaryotes Yeast, unicellular eukaryote 13 Mbp Worm (Caenorhabditis elegans) 100 Mbp Fly, invertebrate (Drosophila melanogaster) 170 Mbp Larger for higher eukaryotes Mouse and man 3000 Mbp Very variable for plants (many are polyploid) Mouse ear cress (Arabidopsis thaliana) 120 Mbp Lilies 60,000 Mbp Differences in DNA : Differences in DNA ~2% ~4% ~0.2% Genes : Genes Chunks of DNA sequence that can translate into functional biomolecules (protein, RNA) 2% human DNA sequence for coding genes 32,000 human genes, 100,000 genes in tulips Gene Structure : Gene Structure General structure of an eukaryotic gene Unlike eukaryotic genes, a prokaryotic gene typically consists of only one contiguous coding region Informational Classes in Genomic DNA : Informational Classes in Genomic DNA Transcribed sequences (exons and introns) Messenger sequences (mRNA, exons only) Coding sequences (CDS, part of the exons only) Heads and tails: untranslated parts (UTR) Regulatory sequences ... and all the rest Identify them: gene-finding Genetic Code : Genetic Code A=Ala=Alanine C=Cys=Cysteine D=Asp=Aspartic acid E=Glu=Glutamic acid F=Phe=Phenylalanine G=Gly=Glycine H=His=Histidine I=Ile=Isoleucine K=Lys=Lysine L=Leu=Leucine M=Met=Methionine N=Asn=Asparagine P=Pro=Proline Q=Gln=Glutamine R=Arg=Arginine S=Ser=Serine T=Thr=Threonine V=Val=Valine W=Trp=Tryptophan Y=Tyr=Tyrosine Protein Synthesis : Protein Synthesis AGCCACTTAGACAAACTA (DNA) Transcribed to: AGCCACUUAGACAAACUA (mRNA) Translated to: SHLDKL (Protein) About Protein : About Protein 10s – 1000s amino acids (average 300) Lysozyme sequence (129 amino acids): KVFGRCELAA AMKRHGLDNY RGYSLGNWVC AAKFESNFNT QATNRNTDGS TDYGILQINS RWWCNDGRTP GSRNLCNIPC SALLSSDITA SVNCAKKIVS DGNGMNAWVA WRNRCKGTDV QAWIRGCRL Protein backbones: Side chain Evolution of Genes: Mutation : Evolution of Genes: Mutation Genes alter (slightly) during reproduction Caused by errors, from radiation, from toxicity 3 possibilities: deletion, insertion, alteration Deletion: ACGTTGACTC ACGTGACTC Insertion: ACGTTGACTC AGCGTTGACTC Substitution: ACGTTGACTC ACGATGACTC Mutations are mostly deleterious Slide 15: Ancestor Gene duplication X Y Recombination 75%X 25%Y Paralogs (related functions) Mixed Homology Orthologs (similar function) Evolution and Homology Twilight zone: undetectable homology (<20% sequence identity) Sequence Comparison : Sequence Comparison Pairwise sequence comparison multiple alignment SAANLEYLKNVLLQFIFLKPG--SERERLLPVINTMLQLSPEEKGKLAAV O15045 NEKNMEYLKNVFVQFLKPESVP-AERDQLVIVLQRVLHLSPKEVEILKAA P34562 KNEKIAYIKNVLLGFLEHKE----QRNQLLPVISMLLQLDSTDEKRLVMS Q06704 REINFEYLKHVVLKFMSCRES---EAFHLIKAVSVLLNFSQEEENMLKET Q92805 MLIDKEYTRNILFQFLEQRD----RRPEIVNLLSILLDLSEEQKQKLLSV O42657 EPTEFEYLRKVMFEYMMGR-----ETKTMAKVITTVLKFPDDQAQKILER O70365 DPAEAEYLRNVLYRYMTNRESLGKESVTLARVIGTVARFDESQMKNVISS Q21071 STSEIDYLRNIFTQFLHSMGSPNAASKAILKAMGSVLKVPMAEMKIIDKK Q18013 Phylogenetic Trees : Phylogenetic Trees Understand evolution Protein Structure : Protein Structure Lysozyme structure: ball & stick strand surface Structure Features of Folded Proteins : Structure Features of Folded Proteins Compact Secondary structures: loop a-helix b-sheet Protein cores mostly consist of a-helices and b-sheets Protein Structure Comparison : Protein Structure Comparison Structure is better conserved than sequence Structure can adopt a wide range of mutations. Physical forces favor certain structures. Number of fold is limited. Currently ~700 Total: 1,000 ~10,000 TIM barrel Protein Folding Problem : Protein Folding Problem A protein folds into a unique 3D structure under the physiological condition Lysozyme sequence: KVFGRCELAA AMKRHGLDNY RGYSLGNWVC AAKFESNFNT QATNRNTDGS TDYGILQINS RWWCNDGRTP GSRNLCNIPC SALLSSDITA SVNCAKKIVS DGNGMNAWVA WRNRCKGTDV QAWIRGCRL Structure-Function Relationship : Structure-Function Relationship Certain level of function can be found without structure. But a structure is a key to understand the detailed mechanism. A predicted structure is a powerful tool for function inference. Trp repressor as a function switch Structure-Based Drug Design : Structure-Based Drug Design HIV protease inhibitor Structure-based rational drug design is still a major method for drug discovery. Gene Expression : Gene Expression Same DNA in all cells, but only a few percent common genes expressed (house-keeping genes). A few examples: (1) Specialized cell: over-represented hemoglobin in blood cells. (2) Different stages of life cycle: hemoglobins before and after birth, caterpillar and butterfly. (3) Different environments: microbial in nutrient poor or rich environment. (4) Special treatment: response to wound. Eucaryote Gene Expression Control : Eucaryote Gene Expression Control DNA Primary RNA transcript mRNA mRNA nucleus cytosol RNA transport control inactive mRNA mRNA degradation control translation control nucleus membrane transcriptional control protein inactive protein protein activity control RNA processing control Methods: Mass-spec Microarray Slide 26: Gene Regulation DNA sequence Start of transcription promoter operator Microarray Experiments : Microarray Experiments Microarray data Regulation/function/pathway/cellular state/phenotype Disease: diagnosis/gene identification/sub-typing Microarray chip Genetic vs. Physical Interaction : Genetic vs. Physical Interaction Regulatory network Genetic interaction Complex system Physical interaction Gene/protein interaction Expressed gene Transcription factor Biological Pathway : Biological Pathway Studying Pathways throughSystems Biology Approach : Studying Pathways throughSystems Biology Approach RGYSLGNWVC AAKFESNFNT QATNRNTDGS TDYGILQINS RWWCNDGRTP GSRNLCNIPC sequence function protein interaction gene regulation pathway (cross-talk) Discussion : Discussion Possible impacts of biotechnology to our life Assignments : Assignments Required reading: * Chapter 13 in “Pavel Pevzner: Computational Molecular Biology - An Algorithmic Approach. MIT Press, 2000.” * Larry Hunter: molecular biology for computer scientists Optional reading: http://www.ncbi.nih.gov/About/primer/bioinformatics.html http://www.bentham.org/cpps1-1/Dong%20Xu/xu_cpps.htm You do not have the permission to view this presentation. In order to view it, please contact the author of the presentation.