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A Systems Biology View to Diabetes Jia-Rui Wu 吴家睿 Shanghai Institutes for Biological Sciences, CAS Department of Systems Biology, USTC

A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

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Page 1: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

A Systems Biology View to Diabetes

Jia-Rui Wu吴 家 睿

Shanghai Institutes for Biological Sciences, CASDepartment of Systems Biology, USTC

Page 2: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

New Trends in Life Science in 21th Century:

Systems Biology

Part I

Page 3: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Scientific Revolution in Life Science in 21th

Normal Sciences

1950 1990

Central Dogma

Molecular Biology

Time

Scien

tific

Revolu

tion

Normal Sciences

Scien

tific

Revolu

tion

Human Genome ProjectSc

ient

ific

Kno

wle

dge

Systems Biology

Page 4: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

First Scientific Revolution

Change the View of Life

Page 5: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Philosophy for Biologists in 20th Century: Reductionism

Gene

Protein

FunctionC

entr

al D

ogm

a

Page 6: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

2005,7,1167

Research limited in individual gene or protein

One proteinOne gene One function

Classic View of Life: Simple System

Page 7: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Classic View of Life: Simple System

Research based on linear interaction

Page 8: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Real Picture of Life

Genes of Human

~ 300 00

Proteins of Human

Millions

Page 9: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Real Picture of Life

Signaling Network

Protein Interaction Network

Page 10: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Human Genome Project

23 Chromosome

( 3.3X109 bp )

Genes: ~ 30, 000

~1.5% for coding protein

Page 11: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

DNA Books

Fish Arabidopsis

Thermophile

Rice

Post-Genome Era

-Omics

Genomics

Transcriptomics

Proteomics

Metabolomics

Page 12: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Novel View of Life in 21th Century: Holism

Page 13: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

p53 network

Novel View of Life : Complex System

ErbBsignaling

Page 14: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Traditional Biology

Classical Biology

Systems Biology

Systems Biology View of Life

Input OutputBlack Box

A (gene/protein)

B (gene/protein)

Input OutputSimple System

OutputInput

Complex System

Page 15: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Second Scientific Revolution

Change the View of Life Science

Page 16: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Process of Biological Knowledge Discovery

Wet Lab. Data Personal-based Knowledge

Wet Lab. Researcher

20th Century

Dry Lab.Information-based

Knowledge

Wet Lab. Researcher

Wet Lab. Data

21th Century

Page 17: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Huge amount of Experimental Date

Page 18: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Complexity of Experimental Date

Cell signaling

Protein interaction network

Page 19: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Computing capability decide understanding biological complexity

Page 20: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Life is information:Digital

Page 21: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

DNA

RNA

Protein

Protein interactive network

Cell

Tissue

Organism

Information Flow in Biological System

Central Dogma

Page 22: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Computing in Biological System

Page 23: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Traditional Biology Era

Life is vitalism

Molecular Biology Era

Life is machine

Post-Genome Era

Life is information

Novel View of Life Science in 21th Century

Page 24: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Systems Biology

Integration Science

Page 25: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Integration of All Kinds of Molecules

GenomeTranscriptome

Proteome

Citric acid cycle

Metabolome

Page 26: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Integration of Different Levels

Gene / Protein

Cell

Gene / Protein Network

Organism

Page 27: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Integration of Small Science and Big Science

Systems Biology

1, 2, 3, n “Omics”

(Discovery Science)

Gene(Protein)

Gene clone

Gene expression

Gene mutation

Protein structure

Protein interaction

Experimental Biology

(Hypothesis-driven Science)

Page 28: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Molecular BiologyCell Biology

GenomicsProteomicsMetabolomics

Wet Laboratory

ComputingInformaticsModelingMathematics

Dry Laboratory

Integration of Wet Lab. and Dry Lab.

Systems

Biology

Page 29: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

New Way against Diabetes:

Systems Biology

Part II

Page 30: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Diabetes in the World

2006-12-20, UN decided Nov. 14th of every year “World Diabetes Day” to be

“United Nations Day”

150 millions diabetes patients / 2000

Nature Reviews Drug Discovery, 2005, 4:367

Page 31: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

19701970 19751975 19801980 19851985 19901990 19951995 20002000 20052005

248724872487 251725172517349834983498

456645664566610161016101

695569556955

931593159315

167951679516795

Answer Question or Solve Question ?

Page 32: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Challenge OneHow to study molecular network

Page 33: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Tradition Way for Analyzing Diabetes

Page 34: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Signaling (13)PTP1B Meg1/Grb10IR Aging galectin-3Insulin2 PAI-1Socs7 SOCS1IGF-I CDIRS1 IRS2Gas6

Endocrinology (14)COX-2 NOSNPY ACC2apo E p75(NTR)p27(Kip1) HSLUSF1 USF2Ifng OrexinSHIP2 HO-1

Beta cell (9)Wfs1 TCF2Pdx1 OGG-1ARNT Stat4cyclin D1 cyclin D2P58(IPK)

Insulin resistance (10)MC4R ARGK L-PGDSGLUT4 PTENAlms1 ORPIkbkb Acc2

Insulin secretion (8)HNF-4alpha SGK1P35 HNF-4alphaFem1b PKClambdaIA-2 MafA

2005

Knockout-mice used for diabetes research

Page 35: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Annu. Rev. Physiol. 2003. 65:313

Tissue-specific knockout insulin receptor

Page 36: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Nature Rev. Mol. Cell Biol. 2006, 7:85

Diabetes: a disease involving complex networkInsulin signaling network

IRS Family

Page 37: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Challenge TwoHow to study complexity of systems

Page 38: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Linear deduction

Tradition Way for Studying Diseases

Gene

Gene

Gene

Gene

Page 39: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Metabolism is system work

Page 40: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Cell 1998, 92:593

Diabetes: dynamic development of systems

Page 41: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

“when it comes to the control of intermediary metabolism and plasma glucose levels, there may sometimes be important differences between mice and humans.”

Science,2005, 307:370

“when it comes to the control of intermediary metabolism and plasma glucose levels, there may sometimes be important differences between mice and humans.”

Science,2005, 307:370

MouseMouse HumanHuman

MODY gene mutationMODY gene mutation

HyperglycemiaHyperglycemia

MODY gene knockoutMODY gene knockout

NormalNormalPPAR γ -Pro467Leu mutPPAR γ -Pro467Leu mutPPARγ-Pro467Leu mutPPARγ-Pro467Leu mut

Insulin resistanceInsulin resistanceNormalNormal

Animal System is different from Human System

Page 42: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Nature 2003, 423,599

Environ. factorsEnviron. factors

Genetic factorsGenetic factors

Diabetes: Personalized disease

Page 43: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Genetic factors Environment factors

19801980 20022002

4X!4X! 2.6%2.6%

0.67%0.67%3.74%3.74%

1.83%1.83%

6.07%6.07%

RuralRural Small citySmall city Big cityBig city

Factors involved in Chinese diabetes population

Page 44: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Solution against diabetes

Systems Biology

Page 45: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

http://www.bair.org.uk/bair_organisation.html

Biological Atlas of Insulin Resistance - BAIR

Page 46: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Type 2 diabetes of Chinese

clinic / population

Systems for analysis Methodology

Mol. biology

Cell biology

Genetics

GenomicsProteomics

MetobolomicsBioinformation

Genetic factors

Environment factors

Clinic/population

Strategy of diabetes project in China

Animal model Cell model

Scientific questions

Study

Page 47: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

What is life?

Systems Biologist

Components (Nodes) Interactions (Links)

Life is a statistical complex system rather than a determined simple system

Page 48: A Systems Biology View to Diabetes - Home - APORC · Scientific Revolution in Life Science in 21th N o r m a l S c i e n c e s 1950 1990 Central Dogma ... Function Central Dogma

Thank You!