a whirlwind tour of bioinformatics kun-mao chao ( 趙坤茂 ) national taiwan university kmchao

39
A Whirlwind Tour of A Whirlwind Tour of Bioinformatics Bioinformatics Kun-Mao Chao ( 趙趙趙 ) National Taiwan University http://www.csie.ntu.edu.t w/~kmchao/

Upload: leo-jennings

Post on 05-Jan-2016

238 views

Category:

Documents


4 download

TRANSCRIPT

Page 1: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

A Whirlwind Tour of BioinformaticsA Whirlwind Tour of Bioinformatics

Kun-Mao Chao (趙坤茂 )

National Taiwan University

http://www.csie.ntu.edu.tw/~kmchao/

Page 2: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

2

The Best? The Cheapest?The Best? The Cheapest?

The Best Entrance The Cheapest

Page 3: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

3

Bio-X? X-Informatics?Bio-X? X-Informatics?

Bio-X Bioinformatics X-Informatics

Source: NIH, Bioinformatics Journal, NPS

Page 4: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

4

Interdisciplinary PioneersInterdisciplinary Pioneers

Leonardo da Vinci Isaac NewtonArchimedes of Syracuse

Source: Wikipedia

Page 5: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

5

Amphibia, TriphibiaAmphibia, Triphibia

Source: Wikipedia, xplanes

Page 6: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

My Journey

Page 7: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

7

Band AlignmentBand Alignment(Joint work with W. Pearson and W. Miller, 1992)(Joint work with W. Pearson and W. Miller, 1992)

Seq. 1

Seq

. 2

Page 8: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

8

Alignment in an Arbitrary RegionAlignment in an Arbitrary Region(Joint work with R. C. Hardison and W. Miller, 1993)(Joint work with R. C. Hardison and W. Miller, 1993)

Page 9: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

9

Aligning Very Similar SequencesAligning Very Similar Sequences (Joint work with J. Zhang, J. Ostell and W. Miller, 1997)(Joint work with J. Zhang, J. Ostell and W. Miller, 1997)

Page 10: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

10

Generalized Global AlignmentGeneralized Global Alignment (Joint work with X. Huang, 2003)(Joint work with X. Huang, 2003)

Page 11: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

11

Tag SNPs & Haplotype InferenceTag SNPs & Haplotype Inference (Joint work with Y.-T. Huang (Joint work with Y.-T. Huang et alet al., 2006)., 2006)

Yao-Ting Huang Ting ChenKui Zhang Chia-Jung Chang Kun-Mao Chao

Page 12: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

12

Sequence Comparison: Theory and Methods (Joint work with L. Zhang, 2009) (Joint work with L. Zhang, 2009)

Page 13: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

13

Bioinformatics for BiologistsBioinformatics for BiologistsEdited by Pavel Pevzner and Ron Shamir Edited by Pavel Pevzner and Ron Shamir

Cambridge University Press, 2011Cambridge University Press, 2011

Page 14: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

14

Bioinformatics for BiologistsBioinformatics for BiologistsEdited by Pavel Pevzner and Ron Shamir Edited by Pavel Pevzner and Ron Shamir

Page 15: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

15

Bioinformatics for BiologistsBioinformatics for BiologistsEdited by Pavel Pevzner and Ron Shamir Edited by Pavel Pevzner and Ron Shamir

Page 16: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

A Brief Introduction

Page 17: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

17

Central Dogma of Molecular BiologyCentral Dogma of Molecular Biology

Source: http://www.ncbi.nlm.nih.gov

Page 18: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

18

From Genes to ProteinsFrom Genes to Proteins

Source: http://www.ornl.gov

Page 19: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

19

Double HelixDouble Helix

Source: http://www.nature.com

Page 20: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

20

A Brief History of GeneticsA Brief History of Genetics

• 1859 Charles Darwin published “The Origin of Species.”

• 1865 Genes are particular factors. [Gregor Mendel]

• 1869 Discovery of nucleic acid [Friedrich Miescher]

• 1903 Chromosomes are hereditary units. [Walter Sutton]

• 1910 Genes lie on chromosomes. [Thomas Hunt Morgan]

• 1913 Chromosomes are linear arrays of genes. [Alfred Sturtevant]

• 1931 Recombination occurs by crossing over. [Harriet Creighton and

Barbara McClintock]

Page 21: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

21

A Brief History of Genetics (cont’d)A Brief History of Genetics (cont’d)

• 1944 DNA is the genetic material. [Oswald Avery, Colin McLeod and Maclyn McCarty]

• 1953 DNA is a double helix. [James Watson and Francis Crick]

• 1961-1967 Genetic code is triplet. [Marshall Nirenberg, Har Gobind Khorana, Sydney Brenner & Francis Crick]

• 1977 DNA was sequenced for the first time. [Fred Sanger, Walter Gilbert, and Allan Maxam]

• 21th Century: Many genomes completely sequenced

MIT Open Courseware:Biology 7.012 Introduction to Biology

Page 23: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

23

Milestones of BioinformaticsMilestones of Bioinformatics

• 1962 Pauling's theory of molecular evolution• 1965 Margaret Dayhoff's Atlas of Protein Sequences• 1970 Needleman-Wunsch algorithm• 1977 DNA sequencing and software to analyze it (

Staden)• 1981 Smith-Waterman algorithm developed• 1981 The concept of a sequence motif (Doolittle)• 1982 GenBank Release 3 made public• 1982 Phage lambda genome sequenced

Page 24: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

24

Milestones of Bioinformatics (cont’d)Milestones of Bioinformatics (cont’d)

• 1983 Sequence database searching algorithm (Wilbur-Lipman)

• 1985 FASTP/FASTN: fast sequence similarity searching• 1988 National Center for Biotechnology Information

(NCBI) created at NIH/NLM• 1990 BLAST: fast sequence similarity searching• 1991 EST: expressed sequence tag sequencing• 1993 Sanger Centre, Hinxton, UK• 1994 EMBL European Bioinformatics Institute,

Hinxton, UK

Page 25: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

25

Milestones of Bioinformatics (cont’d)Milestones of Bioinformatics (cont’d)

• 1995 First bacterial genomes completely sequenced• 1996 Yeast genome completely sequenced• 1997 PSI-BLAST• 1998 Worm (multicellular) genome completely

sequenced • 1999 Fly genome completely sequenced

Page 26: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

26

Milestones of Bioinformatics (cont’d)Milestones of Bioinformatics (cont’d)

• Human Genome Project (1990-2003)

• Mouse 2002

• Rat 2004

• Chimpanzee 2005

• Completed Genomes

Page 27: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

27

Chimpanzee GenomeChimpanzee Genome

Page 28: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

28

The Primate Family TreeThe Primate Family Tree

Source: Nature

Page 29: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

29

TopicsTopics

• Sequencing and genotyping technologies • Molecular sequence analysis • Recognition of genes and regulatory elements • Comparative genomics• Gene expression • Molecular structural biology• Biological networks • Systems biology • Computational proteomics • Molecular evolution• Phylogenetic trees• Population genetics • Medical informatics

Page 30: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

30

Bioinformatics CentersBioinformatics Centers

• National Center for Biotechnology Information (NCBI, NIH):– http://www.ncbi.nlm.nih.gov/

• European Bioinformatics Institute (EBI):– http://www.ebi.ac.uk/

• DNA Data Bank of Japan (DDBJ):– http://www.ddbj.nig.ac.jp/index-e.html

• UCSC Genome Browser Home• RCSB Protein Data Bank

Page 31: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

31

Bioinformatics DepartmentsBioinformatics Departments

Computational Biology and Bioinformatics, USCBioinformatics and Systems Biology, UCSDThe Broad Institute of MIT and HarvardComputational and Genomic Biology, UC BerkeleyBiomedical Informatics Research, Stanford UniversityComparative Genomics and Bioinformatics, Penn StatePenn Center for BioinformaticsMax Planck Institute for Molecular GeneticsBioinformatics and Computational Biology, Iowa State

Page 32: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

32

Bioinformatics JournalsBioinformatics Journals

BioinformaticsJournal of Computational BiologyGenome ResearchNatureNucleic Acid ResearchPLoS Computational BiologyScience

Page 33: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

33

Nature & ScienceNature & Science

Page 34: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

34

Bioinformatics ConferencesBioinformatics Conferences

The Annual International Conference on Research in Computational Molecular Biology (RECOMB)

The Symposium on Intelligent Systems for Molecular Biology (ISMB)

The European Conferences on Computational Biology (ECCB)

Page 35: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

35

BooksBooks

Page 36: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

Books (Cont’d)Books (Cont’d)

• All grading for the 100+ homework problems in the book is automatically done through the popular online bioinformatics education website Rosalind. All problems represent programming challenges with randomized input given to students.

36

Page 37: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

37

Bioinformatics CommunityBioinformatics Community

• The International Society for Computational Biology (ISCB)

– Senior Scientist Accomplishment Award

Page 38: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

38

Ten Steps to Success in Ten Steps to Success in Bioinformatics by Webb MillerBioinformatics by Webb Miller

1. Become a biologist.

2. Value your number of citations above your number of publications.

3. Collaborate, and do it with great collaborators.

4. Do not expect a warm welcome from everyone.

5. Be a good collaborator.

6. Distribute and maintain software and/or run web servers that you personally continue to use.

Page 39: A Whirlwind Tour of Bioinformatics Kun-Mao Chao ( 趙坤茂 ) National Taiwan University kmchao

39

10 Steps to Success in Bioinformatics10 Steps to Success in Bioinformaticsby Webb Millerby Webb Miller

7. Alternate between working on specific datasets and writing general-purpose software.

8. Write some of your own software.

9. Don't give up.

10. Be excited about your work.