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Fundamentals of Molecular Biology Malay Bhattacharyya SRF, MIU, ISI Kolkata July 29, 2010 1 ISS, MIU, ISI Kolkata Nature Precedings : doi:10.1038/npre.2012.7121.1 : Posted 3 Apr 2012

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Page 1: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Fundamentals of Molecular Biology

Malay BhattacharyyaSRF, MIU, ISI Kolkata

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Page 2: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Outline of the presentation

IntroductionGeneCentral dogma of molecular biologyProteinMicroRNA

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Page 3: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Introduction

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Page 4: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Organism

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Page 5: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Eukaryote-prokaryote

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Page 6: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Phylogeny of organisms

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Page 7: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Body

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Page 8: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Cell

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Page 9: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Nucleous

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Page 10: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Chromosome

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Page 11: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

DNA

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Page 12: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Sequence data

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Page 13: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Nucleotides & sugar phosphate backbone

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Page 14: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Open problems

Aligning multiple DNA/RNA/Protein sequences (multiple sequence alignment is an NP-hard problem)Finding the conserved sequences for drug design (closest substring finding is an NP-complete problem)Sequence analysis of short length RNAs (length margin)

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Page 15: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Gene

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Page 16: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Gene

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Page 17: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Microarray profiling

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Page 18: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Snapshot of expression data

Gene ID c1 c2 c3 c4 n1 n2 n3 n4 n5 n6

G1 … 1.2 1.6 1.8 1.1 1 2 1.3 4 2 1.1

G2 … 1.1 1.5 1.3 1.8 2.1 1.1 1.1 1.1 2.3 1.5

G3 … 1.2 1.7 1.8 1.1 2 1.1 2.1 0.8 1.1 1.9

… … … … … … … … … … … …

G100 … 2.1 1.6 1.7 1.4 2.3 2.7 2.8 2.9 1.3 2.1

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Gene ID t1 t2 t3 t4 t5 t6 t7

G1 … 1.2 1.9 2.4 3.2 1.1 5.7 7.4

G2 … 3.2 3.9 4.4 5.3 3 7.8 9.5

G3 … 1 2.1 3.2 6.2 7.3 8.5 3.7

… … … … … … … … …

G1000 … 2.2 3.1 6.3 5.3 8.2 2.5 4.3

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Page 19: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Open problems

Study on intronic regions (lack of data)Methylation pattern analysis of genes (scarcity of large-scale data)Proper framework for co-expression, contra-expression, differential co-expression, co-expression dynamics (lack of mathematical analysis)

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Page 20: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Central dogma of molecular biology

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Page 21: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Gene→RNA→protein

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Page 22: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Transcription

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Page 23: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Translation

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Page 24: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Promoter

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Page 25: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Types of promoters

Core promoterRNA polymerase binding site (within 1 kb from the upstream)

Transcription start site- Pol I transcribes genes encoding rRNA- Pol II transcribes genes encoding mRNA, miRNA, etc.- Pol III transcribes genes encoding tRNA, short RNAs, etc.

Proximal promoterTranscription factor binding site (within 2-3 kb from the upstream)

Distal promoterSpecific transcription factor binding site (within 10kb from the upstream)

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Page 26: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Gene ontology

Level n

Level 4

Level 3

Level 2

Level 1 GO

Biological Process

locomotion growth

Molecular Function

catalytic

Cellular Component

Organelle

Intra organelle

Inter organelle

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Is a

Part of

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Page 27: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

p-value

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E

Ne n

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Page 28: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Open problems

Transcription termination protocol (lack of information)Quantifying the biological significance of a gene cluster (proper mathematical framework is lacking)

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Page 29: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Protein

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Page 30: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Types of proteins

StructuralKeratin, Actin, Fibrillin, etc.

FunctionalCiliary neurotrophic factor, Erythropoietin, etc.

EnzymesOxidoreductases, Transferases, Hydrolases, etc.

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Protein

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Page 32: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Protein structure

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Page 33: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Open problems

Drug design (the only approach is hypothetical analysis)Host-viral protein interaction network analysis for diseases (lack of data for many diseases)

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Page 34: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

MicroRNA

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Page 35: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

RNA tree

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Page 36: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Biogenesis of miRNAs

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Page 37: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Regulation

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Page 38: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Open problems

Regulation of miRNAs by transcription factors (lack of proper information fusion)The transcriptional protocol for different categories of miRNAs (scarcity of data)

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Page 39: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

References

1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology,PWS publishing company, Boston, 1999.

2. M. S. Waterman, Introduction to Computational Biology: Maps, Sequences andGenomes, Chapman & Hall, London, 1995.

3. B. Alberts, A. Johnson, J. Lewis, M. Raff, K. Roberts and P. Walter,MolecularBiology of the Cell, Fourth Edition,Taylor & Francis Group, 2002.

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Page 40: Fundamentals of Molecular Biology - COnnecting …References 1. J. Setubal and J. Meidanis, Introduction to Computational Molecular Biology, PWS publishing company,Boston,1999. 2

Thank you

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