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Information Technology: The Foundation for 21st Century Research Robert J. Robbins Fred Hutchinson Cancer Research Center 1100 Fairview Avenue North, LV-101 Seattle, Washington 98109 [email protected] (206) 667 2920

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Page 1: Information Technology: The Foundation for 21st Century Research · 2018-04-16 · Information Technology: The Foundation for 21st Century Research Robert J. Robbins Fred Hutchinson

Information Technology:The Foundation for 21st Century Research

Robert J. RobbinsFred Hutchinson Cancer Research Center

1100 Fairview Avenue North, LV-101Seattle, Washington 98109

[email protected](206) 667 2920

Page 2: Information Technology: The Foundation for 21st Century Research · 2018-04-16 · Information Technology: The Foundation for 21st Century Research Robert J. Robbins Fred Hutchinson

Abstract

Over the next few years, the relentless exponential effect of Moore'sLaw will profoundly affect nearly all areas of science and technology.By 2005, analytical power previously available only at supercomputercenters will exist on every desktop and the volume of electronic datawill be enormous. Even now, a standard Intel computer delivers morecomputational power than the first supercomputer and GenBankacquires more data every ten weeks than it did in its first ten years.

Science of the 21st Century will require an adequate informationinfrastructure. Those with access will participate in the transformationof science; those without may become irrelevant. If public support forinformation infrastructure is inadequate, some types of research mayonly be possible in the private sector.

Abstract

Over the next few years, the relentless exponential effect of Moore'sLaw will profoundly affect nearly all areas of science and technology.By 2005, analytical power previously available only at supercomputercenters will exist on every desktop and the volume of electronic datawill be enormous. Even now, a standard Intel computer delivers morecomputational power than the first supercomputer and GenBankacquires more data every ten weeks than it did in its first ten years.

Science of the 21st Century will require an adequate informationinfrastructure. Those with access will participate in the transformationof science; those without may become irrelevant. If public support forinformation infrastructure is inadequate, some types of research mayonly be possible in the private sector.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.• A connected, federated information infrastructure for

biology is needed.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.• A connected, federated information infrastructure for

biology is needed.

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Topics

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.• A connected, federated information infrastructure for

biology is needed.• Current support for public bio-information

infrastructure seems inadequate.

• Biotechnology and information technology will be the“magic” technologies of the 21st Century.

• Moore’s Law constantly transforms IT (and everythingelse).

• Information Technology (IT) has a special relationshipwith biology.

• 21st-Century biology will be based on bioinformatics.• Bioinformatics is emerging as an independent

discipline.• A connected, federated information infrastructure for

biology is needed.• Current support for public bio-information

infrastructure seems inadequate.

Page 10: Information Technology: The Foundation for 21st Century Research · 2018-04-16 · Information Technology: The Foundation for 21st Century Research Robert J. Robbins Fred Hutchinson

Introduction

MagicalTechnology

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Magic

To a person from 1897, much currenttechnology would seem like magic.

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Magic

To a person from 1897, much currenttechnology would seem like magic.

What technology of 2097 would seemmagical to a person from 1997?

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Magic

To a person from 1897, much currenttechnology would seem like magic.

What technology of 2097 would seemmagical to a person from 1997?

Candidate: Biotechnology so advanced that the distinctionbetween living and non-living is blurred.

Information technology so advanced that accessto information is immediate and universal.

Candidate: Biotechnology so advanced that the distinctionbetween living and non-living is blurred.

Information technology so advanced that accessto information is immediate and universal.

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Magic

To a person from 1897, much currenttechnology would seem like magic.

What technology of 2097 would seemmagical to a person from 1997?

Candidate: Biotechnology so advanced that the distinctionbetween living and non-living is blurred.

Information technology so advanced that accessto information is immediate and universal.

Candidate: Biotechnology so advanced that the distinctionbetween living and non-living is blurred.

Information technology so advanced that accessto information is immediate and universal.

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Moore’s Law

Transforms InfoTech(and everything else)

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Moore’s Law: The Statement

Every eighteen months, thenumber of transistors that canbe placed on a chip doubles.

Gordon Moore, co-founder of Intel...Gordon Moore, co-founder of Intel...

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The Effect

Three Phases of Novel IT Applications

• It’s Impossible

Three Phases of Novel IT Applications

• It’s Impossible

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Moore’s Law: The Effect

Three Phases of Novel IT Applications

• It’s Impossible

• It’s Impractical

Three Phases of Novel IT Applications

• It’s Impossible

• It’s Impractical

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Moore’s Law: The Effect

Three Phases of Novel IT Applications

• It’s Impossible

• It’s Impractical

• It’s Overdue

Three Phases of Novel IT Applications

• It’s Impossible

• It’s Impractical

• It’s Overdue

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Moore’s Law: The EffectP

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Relevance for biology?Relevance for biology?

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Cost (constant performance)

1975 1980 1985 1990 1995 2000 2005

1,000

10,000

100,000

1,000,000

10,000,000 UniversityPurchase

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Cost (constant performance)

1975 1980 1985 1990 1995 2000 2005

1,000

10,000

100,000

1,000,000

10,000,000 UniversityPurchase

DepartmentPurchase

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Cost (constant performance)

1975 1980 1985 1990 1995 2000 2005

1,000

10,000

100,000

1,000,000

10,000,000

RO1 GrantPurchase

UniversityPurchase

DepartmentPurchase

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Cost (constant performance)

1975 1980 1985 1990 1995 2000 2005

1,000

10,000

100,000

1,000,000

10,000,000

PersonalPurchase

RO1 GrantPurchase

UniversityPurchase

DepartmentPurchase

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Cost (constant performance)

1975 1980 1985 1990 1995 2000 2005

1,000

10,000

100,000

1,000,000

10,000,000

PersonalPurchase

RO1 GrantPurchase

UniversityPurchase

DepartmentPurchase

UnplannedPurchases

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IT-BiologySynergismIT-BiologySynergism

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IT is Special

Information Technology:

• affects the performance and themanagement of tasks

Information Technology:

• affects the performance and themanagement of tasks

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IT is Special

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

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IT is Special

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

• is incredibly plastic

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

• is incredibly plastic(programming and poetry are both exercises in pure thought)

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IT is Special

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

• is incredibly plastic

Information Technology:

• affects the performance and themanagement of tasks

• allows the manipulation of hugeamounts of highly complex data

• is incredibly plastic(programming and poetry are both exercises in pure thought)

• improves exponentially(Moore’s Law)

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Biology is Special

Life is Characterized by:

• individuality

Life is Characterized by:

• individuality

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Biology is Special

Life is Characterized by:

• individuality

• historicity

Life is Characterized by:

• individuality

• historicity

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Biology is Special

Life is Characterized by:

• individuality

• historicity

• contingency

Life is Characterized by:

• individuality

• historicity

• contingency

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Biology is Special

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

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Biology is Special

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

No law of large numbers...No law of large numbers...

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Biology is Special

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

Life is Characterized by:

• individuality

• historicity

• contingency

• high (digital) information content

No law of large numbers, since everyliving thing is genuinely unique.No law of large numbers, since everyliving thing is genuinely unique.

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IT-Biology Synergism

• Physics needs calculus, the method formanipulating information aboutstatistically large numbers of vanishinglysmall, independent, equivalent things.

• Physics needs calculus, the method formanipulating information aboutstatistically large numbers of vanishinglysmall, independent, equivalent things.

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IT-Biology Synergism

• Physics needs calculus, the method formanipulating information aboutstatistically large numbers of vanishinglysmall, independent, equivalent things.

• Biology needs information technology, themethod for manipulating informationabout large numbers of dependent,historically contingent, individual things.

• Physics needs calculus, the method formanipulating information aboutstatistically large numbers of vanishinglysmall, independent, equivalent things.

• Biology needs information technology, themethod for manipulating informationabout large numbers of dependent,historically contingent, individual things.

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Biology is Special

For it is in relation to the statistical point of viewthat the structure of the vital parts of livingorganisms differs so entirely from that of anypiece of matter that we physicists and chemistshave ever handled in our laboratories ormentally at our writing desks.

For it is in relation to the statistical point of viewthat the structure of the vital parts of livingorganisms differs so entirely from that of anypiece of matter that we physicists and chemistshave ever handled in our laboratories ormentally at our writing desks.

Erwin Schrödinger. 1944. What is Life.Erwin Schrödinger. 1944. What is Life.

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Genetics as Code

[The] chromosomes ... contain in some kind of code-script the entire pattern of the individual's futuredevelopment and of its functioning in the mature state.... [By] code-script we mean that the all-penetratingmind, once conceived by Laplace, to which everycausal connection lay immediately open, could tellfrom their structure whether [an egg carrying them]would develop, under suitable conditions, into a blackcock or into a speckled hen, into a fly or a maize plant,a rhodo-dendron, a beetle, a mouse, or a woman.

[The] chromosomes ... contain in some kind of code-script the entire pattern of the individual's futuredevelopment and of its functioning in the mature state.... [By] code-script we mean that the all-penetratingmind, once conceived by Laplace, to which everycausal connection lay immediately open, could tellfrom their structure whether [an egg carrying them]would develop, under suitable conditions, into a blackcock or into a speckled hen, into a fly or a maize plant,a rhodo-dendron, a beetle, a mouse, or a woman.

Erwin Schrödinger. 1944. What is Life.Erwin Schrödinger. 1944. What is Life.

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One Human SequenceWe now know thatSchrödinger’s mysterioushuman “code-script”consists of 3.3 billionbase pairs of DNA.

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One Human Sequence

Typed in 10-pitch font, one human sequence would stretch for morethan 5,000 miles. Digitally formatted, it could be stored on one CD-ROM. Biologically encoded, it fits easily within a single cell.

We now know thatSchrödinger’s mysterioushuman “code-script”consists of 3.3 billionbase pairs of DNA.

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Bio-digital Information

DNA is a highly efficient digital storage device:

• There is more mass-storage capacity in theDNA of a side of beef than in all the hard drivesof all the world’s computers.

DNA is a highly efficient digital storage device:

• There is more mass-storage capacity in theDNA of a side of beef than in all the hard drivesof all the world’s computers.

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Bio-digital Information

DNA is a highly efficient digital storage device:

• There is more mass-storage capacity in theDNA of a side of beef than in all the hard drivesof all the world’s computers.

• Storing all of the (redundant) information in allof the world’s DNA on computer hard diskswould require that the entire surface of the Earthbe covered to a depth of three miles in Conner1.0 gB drives.

DNA is a highly efficient digital storage device:

• There is more mass-storage capacity in theDNA of a side of beef than in all the hard drivesof all the world’s computers.

• Storing all of the (redundant) information in allof the world’s DNA on computer hard diskswould require that the entire surface of the Earthbe covered to a depth of three miles in Conner1.0 gB drives.

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Genomics:An ExampleGenomics:

An Example

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Human Genome Project - Goals– construction of a high-resolution genetic map of the human

genome;– construction of a high-resolution genetic map of the human

genome;

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

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Human Genome Project - Goals– construction of a high-resolution genetic map of the human

genome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– construction of a high-resolution genetic map of the humangenome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

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Human Genome Project - Goals– construction of a high-resolution genetic map of the human

genome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

– construction of a high-resolution genetic map of the humangenome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

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Human Genome Project - Goals– construction of a high-resolution genetic map of the human

genome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

– development of capabilities for collecting, storing,distributing, and analyzing the data produced;

– construction of a high-resolution genetic map of the humangenome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

– development of capabilities for collecting, storing,distributing, and analyzing the data produced;

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

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61

Human Genome Project - Goals– construction of a high-resolution genetic map of the human

genome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

– development of capabilities for collecting, storing,distributing, and analyzing the data produced;

– creation of appropriate technologies necessary to achievethese objectives.

– construction of a high-resolution genetic map of the humangenome;

– production of a variety of physical maps of all humanchromosomes and of the DNA of selected modelorganisms;

– determination of the complete sequence of human DNA andof the DNA of selected model organisms;

– development of capabilities for collecting, storing,distributing, and analyzing the data produced;

– creation of appropriate technologies necessary to achievethese objectives.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

USDOE. 1990. Understanding Our Genetic Inheritance.The U.S. Human Genome Project: The First Five Years.

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Infrastructure and the HGP

Progress towards all of the [Genome Project]goals will require the establishment of well-funded centralized facilities, including a stockcenter for the cloned DNA fragmentsgenerated in the mapping and sequencingeffort and a data center for the computer-basedcollection and distribution of large amounts ofDNA sequence information.

Progress towards all of the [Genome Project]goals will require the establishment of well-funded centralized facilities, including a stockcenter for the cloned DNA fragmentsgenerated in the mapping and sequencingeffort and a data center for the computer-basedcollection and distribution of large amounts ofDNA sequence information.

National Research Council. 1988. Mapping and Sequencing theHuman Genome. Washington, DC: National Academy Press. p. 3

National Research Council. 1988. Mapping and Sequencing theHuman Genome. Washington, DC: National Academy Press. p. 3

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GenBank Totals (Release 103)

DIVISION

Phage Sequences (PHG)Viral Sequences (VRL)

Bacteria (BCT)

Plant, Fungal, and Algal Sequences (PLN)

Invertebrate Sequences (INV)

Rodent Sequences (ROD)Primate Sequences (PRI1–2)

Other Mammals (MAM)Other Vertebrate Sequences (VRT)

High-Throughput Genome Sequences (HTG)

Genome Survey Sequences (GSS)Structural RNA Sequences (RNA)

Sequence Tagged Sites Sequences (STS)Patent Sequences (PAT)

Synthetic Sequences (SYN)Unannotated Sequences (UNA)

EST1-17

TOTALS

Entries

1,313 45,355 38,023

44,553

29,657

36,967 75,587 12,744 17,713

1,120

42,628 4,802 52,824 87,767 2,577 2,480

1,269,737

1,765,847

Base Pairs

2,138,810 44,484,848 88,576,641

92,259,434

105,703,550

45,437,309 134,944,314 12,358,310 17,040,159

72,064,395

22,783,326 2,487,397 18,161,532 27,593,724 5,698,945 1,933,676

466,634,317

1,160,300,687

Per Cent

0.184%3.834%7.634%

7.951%

9.110%

3.916%11.630%

1.065%1.469%

6.211%

1.964%0.214%1.565%2.378%0.491%0.167%

40.217%

100.000%

Per Cent

0.074%2.568%2.153%

2.523%

1.679%

2.093%4.280%0.722%1.003%

0.063%

2.414%0.272%2.991%4.970%0.146%0.140%

71.905%

100.000%

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64

Base Pairs in GenBank

0

2 0 0 ,0 0 0 ,0 0 0

4 0 0 ,0 0 0 ,0 0 0

6 0 0 ,0 0 0 ,0 0 0

8 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0

1 ,2 0 0 ,0 0 0 ,0 0 0

0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100 105

GenBank Release Numbers

9493929190898887 95 96 97

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65

Base Pairs in GenBank

0

2 0 0 ,0 0 0 ,0 0 0

4 0 0 ,0 0 0 ,0 0 0

6 0 0 ,0 0 0 ,0 0 0

8 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0

1 ,2 0 0 ,0 0 0 ,0 0 0

0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100 105

GenBank Release Numbers

9493929190898887 95 96 97

Growth in GenBank is exponential.More data were added in the last tenweeks than were added in the first tenyears of the project.

Growth in GenBank is exponential.More data were added in the last tenweeks than were added in the first tenyears of the project.

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66

Base Pairs in GenBank

0

2 0 0 ,0 0 0 ,0 0 0

4 0 0 ,0 0 0 ,0 0 0

6 0 0 ,0 0 0 ,0 0 0

8 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0

1 ,2 0 0 ,0 0 0 ,0 0 0

0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100 105

GenBank Release Numbers

9493929190898887 95 96 97

Growth in GenBank is exponential.More data were added in the last tenweeks than were added in the first tenyears of the project.

Growth in GenBank is exponential.More data were added in the last tenweeks than were added in the first tenyears of the project.

At this rate, what’s next...At this rate, what’s next...

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67

ABI Bass-o-Matic Sequencer

In with the sample, out with the sequence...

TGCGCATCGCGTATCGATAG

speed

gB/sec

EnterDefrost

7 8 9

4 5 6

1 2 3

0

+

-

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68

What’s Really Next

The post-genome era in biologicalresearch will take for granted readyaccess to huge amounts of genomicdata.

The challenge will be understandingthose data and using the understandingto solve real-world problems...

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69

Base Pairs in GenBank

0

2 0 ,0 0 0 ,0 0 0

4 0 ,0 0 0 ,0 0 0

6 0 ,0 0 0 ,0 0 0

8 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 0

1 2 0 ,0 0 0 ,0 0 0

1 4 0 ,0 0 0 ,0 0 0

0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100 105

GenBank Release Numbers

9493929190898887 95 96 97

Net ChangesNet Changes

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Base Pairs in GenBank (Percent Increase)

0 .0 0 %

1 0 .0 0 %

2 0 .0 0 %

3 0 .0 0 %

4 0 .0 0 %

5 0 .0 0 %

6 0 .0 0 %

7 0 .0 0 %

8 0 .0 0 %

9 0 .0 0 %

1 0 0 .0 0 %

85 86 87 88 89 90 91 92 93 94 95 96

Year

Percent Increaseaverage = 56%

Percent Increaseaverage = 56%

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71

Projected Base Pairs

11 0

1 0 01 ,0 0 0

1 0 ,0 0 01 0 0 ,0 0 0

1 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 01 ,0 0 0 ,0 0 0 ,0 0 0

1 0 ,0 0 0 ,0 0 0 ,0 0 01 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

90 95 0 5 10 15 20 25

Year

Assumed annual growth rate: 50%(less than current rate)

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72

Projected Base Pairs

11 0

1 0 01 ,0 0 0

1 0 ,0 0 01 0 0 ,0 0 0

1 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 01 ,0 0 0 ,0 0 0 ,0 0 0

1 0 ,0 0 0 ,0 0 0 ,0 0 01 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

90 95 0 5 10 15 20 25

Year

Assumed annual growth rate: 50%(less than current rate)

Is this crazy?One trillion bp by 2015100 trillion by 2025

Is this crazy?One trillion bp by 2015100 trillion by 2025

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73

Projected Base Pairs

11 0

1 0 01 ,0 0 0

1 0 ,0 0 01 0 0 ,0 0 0

1 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 01 ,0 0 0 ,0 0 0 ,0 0 0

1 0 ,0 0 0 ,0 0 0 ,0 0 01 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 01 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

1 0 0 ,0 0 0 ,0 0 0 ,0 0 0 ,0 0 0

90 95 0 5 10 15 20 25

Year

Is this crazy?One trillion bp by 2015100 trillion by 2025

Is this crazy?One trillion bp by 2015100 trillion by 2025

500,00050,0005,000

Maybe not...Maybe not...

Projected database size,indicated as the numberof base pairs perindividual medicalrecord in the US.

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21st CenturyBiology

Post-Genome Era

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75

The Post-Genome Era

Post-genome research involves:

• applying genomic tools and knowledge to moregeneral problems

• asking new questions, tractable only to genomicor post-genomic analysis

• moving beyond the structural genomics of thehuman genome project and into the functionalgenomics of the post-genome era

Post-genome research involves:

• applying genomic tools and knowledge to moregeneral problems

• asking new questions, tractable only to genomicor post-genomic analysis

• moving beyond the structural genomics of thehuman genome project and into the functionalgenomics of the post-genome era

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76

The Post-Genome Era

Suggested definition:

• functional genomics = biology

Suggested definition:

• functional genomics = biology

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77

The Post-Genome Era

An early analysis:An early analysis:

Walter Gilbert. 1991. Towards a paradigmshift in biology. Nature, 349:99.

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78

Paradigm Shift in Biology

To use [the] flood of knowledge, which will pouracross the computer networks of the world,biologists not only must become computerliterate, but also change their approach to theproblem of understanding life.

To use [the] flood of knowledge, which will pouracross the computer networks of the world,biologists not only must become computerliterate, but also change their approach to theproblem of understanding life.

Walter Gilbert. 1991. Towards a paradigm shift in biology. Nature, 349:99.Walter Gilbert. 1991. Towards a paradigm shift in biology. Nature, 349:99.

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79

Paradigm Shift in Biology

The new paradigm, now emerging, is that all the‘genes’ will be known (in the sense of beingresident in databases available electronically),and that the starting point of a biologicalinvestigation will be theoretical. An individualscientist will begin with a theoretical conjecture,only then turning to experiment to follow or testthat hypothesis.

The new paradigm, now emerging, is that all the‘genes’ will be known (in the sense of beingresident in databases available electronically),and that the starting point of a biologicalinvestigation will be theoretical. An individualscientist will begin with a theoretical conjecture,only then turning to experiment to follow or testthat hypothesis.

Walter Gilbert. 1991. Towards a paradigm shift in biology. Nature, 349:99.Walter Gilbert. 1991. Towards a paradigm shift in biology. Nature, 349:99.

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80

Paradigm Shift in Biology

Case of Microbiology

< 5,000 known and described bacteria

5,000,000 base pairs per genome

25,000,000,000 TOTAL base pairs

If a full, annotated sequence were available for all known bacteria, the practiceof microbiology would match Gilbert’s prediction.

If a full, annotated sequence were available for all known bacteria, the practiceof microbiology would match Gilbert’s prediction.

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21st CenturyBiology

The Science

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82

Fundamental Dogma

The fundamental dogma of molecular biologyis that genes act to create phenotypes througha flow of information from DNA to RNA toproteins, to interactions among proteins(regulatory circuits and metabolic pathways),and ultimately to phenotypes.

Collections of individual phenotypes, ofcourse, constitute a population.

DNA

RNA

Proteins

Circuits

Phenotypes

Populations

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Fundamental DogmaDNA

RNA

Proteins

Circuits

Phenotypes

Populations

GenBankEMBLDDBJ

MapDatabases

SwissPROTPIR

PDB

Although a few databases already existto distribute molecular information,

Although a few databases already existto distribute molecular information,

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84

Fundamental DogmaDNA

RNA

Proteins

Circuits

Phenotypes

Populations

GenBankEMBLDDBJ

MapDatabases

SwissPROTPIR

PDB

Gene Expression?

Clinical Data ?

Regulatory Pathways?Metabolism?

Biodiversity?

Neuroanatomy?

Development ?

Molecular Epidemiology?

Comparative Genomics?

the post-genomic era will need manymore to collect, manage, and publishthe coming flood of new findings.

the post-genomic era will need manymore to collect, manage, and publishthe coming flood of new findings.

Although a few databases already existto distribute molecular information,

Although a few databases already existto distribute molecular information,

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21st CenturyBiology

The People

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86

Human Resources Issues

• Reduction in need for non-IT staff• Reduction in need for non-IT staff

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87

Human Resources Issues

• Reduction in need for non-IT staff

• Increase in need for IT staff, especially“information engineers”

• Reduction in need for non-IT staff

• Increase in need for IT staff, especially“information engineers”

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88

Human Resources Issues

• Reduction in need for non-IT staff

• Increase in need for IT staff, especially“information engineers”

• Reduction in need for non-IT staff

• Increase in need for IT staff, especially“information engineers”

In modern biology, a general trend is toconvert expert work into staff work andfinally into computation. New expertise isrequired to design, carry out, and interpretcontinuing work.

In modern biology, a general trend is toconvert expert work into staff work andfinally into computation. New expertise isrequired to design, carry out, and interpretcontinuing work.

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89

Human Resources Issues

Elbert Branscomb: “You must recognize thatsome day you may need as many computerscientists as biologists in your labs.”

Elbert Branscomb: “You must recognize thatsome day you may need as many computerscientists as biologists in your labs.”

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90

Human Resources Issues

Elbert Branscomb: “You must recognize thatsome day you may need as many computerscientists as biologists in your labs.”

Craig Venter: “At TIGR, we already havetwice as many computer scientists on ourstaff.”

Elbert Branscomb: “You must recognize thatsome day you may need as many computerscientists as biologists in your labs.”

Craig Venter: “At TIGR, we already havetwice as many computer scientists on ourstaff.”

Exchange at DOE workshop on high-throughput sequencing.Exchange at DOE workshop on high-throughput sequencing.

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New Disciplineof Informatics

New Disciplineof Informatics

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92

What is Informatics?

Informatics

ComputerScienceResearch

BiologicalApplicationPrograms

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93

What is Informatics?

Informatics combines expertise from:

• domain science (e.g., biology)

• computer science

• library science

• management science

Informatics combines expertise from:

• domain science (e.g., biology)

• computer science

• library science

• management science

All tempered with an engineering mindset...All tempered with an engineering mindset...

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94

What is Informatics?

ISIS

MedicalInformatics

MedicalInformatics

BioInformatics

BioInformatics

OtherInformatics

OtherInformatics

LibraryScience

LibraryScience

ComputerScience

ComputerScience

MgtScienceMgt

Science

DomainKnowledge

EngineeringPrinciples

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95

Engineering Mindset

Engineering is often defined as the use ofscientific knowledge and principles for practicalpurposes. While the original usage restrictedthe word to the building of roads, bridges, andobjects of military use, today's usage is moregeneral and includes chemical, electronic, andeven mathematical engineering.

Engineering is often defined as the use ofscientific knowledge and principles for practicalpurposes. While the original usage restrictedthe word to the building of roads, bridges, andobjects of military use, today's usage is moregeneral and includes chemical, electronic, andeven mathematical engineering.

Parnas, David Lorge. 1990. Computer, 23(1):17-22.Parnas, David Lorge. 1990. Computer, 23(1):17-22.

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96

Engineering Mindset

Engineering is often defined as the use ofscientific knowledge and principles for practicalpurposes. While the original usage restrictedthe word to the building of roads, bridges, andobjects of military use, today's usage is moregeneral and includes chemical, electronic, andeven mathematical engineering.

Engineering is often defined as the use ofscientific knowledge and principles for practicalpurposes. While the original usage restrictedthe word to the building of roads, bridges, andobjects of military use, today's usage is moregeneral and includes chemical, electronic, andeven mathematical engineering.

Parnas, David Lorge. 1990. Computer, 23(1):17-22.Parnas, David Lorge. 1990. Computer, 23(1):17-22.

... or even information engineering.

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97

Engineering Mindset

Engineering education ... stresses findinggood, as contrasted with workable, designs.Where a scientist may be happy with a devicethat validates his theory, an engineer is taughtto make sure that the device is efficient,reliable, safe, easy to use, and robust.

Engineering education ... stresses findinggood, as contrasted with workable, designs.Where a scientist may be happy with a devicethat validates his theory, an engineer is taughtto make sure that the device is efficient,reliable, safe, easy to use, and robust.

Parnas, David Lorge. 1990. Computer, 23(1):17-22.Parnas, David Lorge. 1990. Computer, 23(1):17-22.

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98

Engineering Mindset

Engineering education ... stresses findinggood, as contrasted with workable, designs.Where a scientist may be happy with a devicethat validates his theory, an engineer is taughtto make sure that the device is efficient,reliable, safe, easy to use, and robust.

Engineering education ... stresses findinggood, as contrasted with workable, designs.Where a scientist may be happy with a devicethat validates his theory, an engineer is taughtto make sure that the device is efficient,reliable, safe, easy to use, and robust.

Parnas, David Lorge. 1990. Computer, 23(1):17-22.Parnas, David Lorge. 1990. Computer, 23(1):17-22.

The assembly of working, robust systems, on time and onbudget, is the key requirement for a federated informationinfrastructure for biology.

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FederatedInformation

Infrastructure

FederatedInformation

Infrastructure

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100

National Information Infrastructure

analog

commercialuses

non-commercialuses

digital

Edu Libother ResETC

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101

FIIST & NII

FIIST(science & technology)

FIIE(engineering)

FIIS(science)

FII(climatology)

FII(chemistry)

FII(geology)

FII(physics)

FII(biology)

FII(physiology)

FII(ecology)

FII(structural biology)

FII(• • •)

FII(geography)

FII(human)

FII(mouse)

FII(• • •)

FII(Arabidopsis)

FII(genomics)

FII(E. coli)

FII(zoology)

FII(botany)

FII(• • •)

FII(systematics)

FII(• • •)

analog

commercialuses

non-commercialuses

digital

Edu Libother ResETC

The research component ofthe NII contains a FederatedInformation Infrastructurefor Science and Technology..

The research component ofthe NII contains a FederatedInformation Infrastructurefor Science and Technology..

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102

FIIST

FIIST(science & technology)

FIIE(engineering)

FIIS(science)

FII(climatology)

FII(chemistry)

FII(geology)

FII(physics)

FII(biology)

FII(• • •)

FII(geography)

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103

FIIB

FII(biology)

FII(physiology)

FII(ecology)

FII(structural biology)

FII(human)

FII(mouse)

FII(• • •)

FII(Arabidopsis)

FII(genomics)

FII(E. coli)

FII(zoology)

FII(botany)

FII(• • •)

FII(systematics)

FII(• • •)

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104

Public Funding of Databases

Stand-alone Criteria:

• Is there a need?

• Will this meet the need?

• Can they do it?

• Is it worth it?

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105

Public Funding of Databases

Global Criteria:

• Does it adhere to standards?

• Will it interoperate?

• Is there commitment to federation?

• Is it worth it?

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106

Information Resources and the GII

Guiding Principles:

• Global value explosion

• Componentry

• Anonymous interoperability

• Technical scalability

• Social scalability

• Value additivity

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Funding forBio-InformationInfrastructure

Funding forBio-InformationInfrastructure

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Call for Change

Among the many new tools that are or will be needed (for 21st-century biology), some of those having the highest priority are:

• bioinformatics

• computational biology

• functional imaging tools using biosensors and biomarkers

• transformation and transient expression technologies

• nanotechnologies

Among the many new tools that are or will be needed (for 21st-century biology), some of those having the highest priority are:

• bioinformatics

• computational biology

• functional imaging tools using biosensors and biomarkers

• transformation and transient expression technologies

• nanotechnologies

Impact of Emerging Technologies on the Biological Sciences: Report of aWorkshop. NSF-supported workshop, held 26-27 June 1995, Washington, DC.

Impact of Emerging Technologies on the Biological Sciences: Report of aWorkshop. NSF-supported workshop, held 26-27 June 1995, Washington, DC.

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The Problem

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT moves at “Internet Speed” and respondsrapidly to market forces.

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The Problem

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

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The Problem

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

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The Problem

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

• Reallocation of federal funding is difficult,and subject to political pressures.

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

• Reallocation of federal funding is difficult,and subject to political pressures.

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The Problem

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

• Reallocation of federal funding is difficult,and subject to political pressures.

• Federal-funding decision processes areponderously slow and inefficient.

• IT moves at “Internet Speed” and respondsrapidly to market forces.

• IT will play a central role in 21st Centurybiology.

• Current levels of support for public bio-information infrastructure are too low.

• Reallocation of federal funding is difficult,and subject to political pressures.

• Federal-funding decision processes areponderously slow and inefficient.

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Federal Funding of Bio-Databases

The challenges:The challenges:

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Federal Funding of Bio-Databases

The challenges:

• providing adequate funding levels

The challenges:

• providing adequate funding levels

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Federal Funding of Bio-Databases

The challenges:

• providing adequate funding levels

• making timely, efficient decisions

The challenges:

• providing adequate funding levels

• making timely, efficient decisions

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IT Budgets

A Reality Check

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Rhetorical Question

Which is likely to be more complex:

• identifying, documenting, and tracking thewhereabouts of all parcels in transit in the US atone time

Which is likely to be more complex:

• identifying, documenting, and tracking thewhereabouts of all parcels in transit in the US atone time

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Rhetorical Question

Which is likely to be more complex:

• identifying, documenting, and tracking thewhereabouts of all parcels in transit in the US atone time

• identifying, documenting, and analyzing thestructure and function of all individual genes inall economically significant organisms; thenanalyzing all significant gene-gene and gene-environment interactions in those organismsand their environments

Which is likely to be more complex:

• identifying, documenting, and tracking thewhereabouts of all parcels in transit in the US atone time

• identifying, documenting, and analyzing thestructure and function of all individual genes inall economically significant organisms; thenanalyzing all significant gene-gene and gene-environment interactions in those organismsand their environments

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Business Factoids

United Parcel Service:

• uses two redundant 3 Terabyte (yes, 3000 GB)databases to track all packages in transit.

• has 4,000 full-time employees dedicated to IT

• spends one billion dollars per year on IT

• has an income of 1.1 billion dollars, againstrevenues of 22.4 billion dollars

United Parcel Service:

• uses two redundant 3 Terabyte (yes, 3000 GB)databases to track all packages in transit.

• has 4,000 full-time employees dedicated to IT

• spends one billion dollars per year on IT

• has an income of 1.1 billion dollars, againstrevenues of 22.4 billion dollars

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Business ComparisonsCompany Revenues IT Budget Pct

Bristol-Myers Squibb 15,065,000,000 440,000,000 2.92 %

Pfizer 11,306,000,000 300,000,000 2.65 %

Pacific Gas & Electric 10,000,000,000 250,000,000 2.50 %

K-Mart 31,437,000,000 130,000,000 0.41 %

Wal-Mart 104,859,000,000 550,000,000 0.52 %

Sprint 14,235,000,000 873,000,000 6.13 %

MCI 18,500,000,000 1,000,000,000 5.41 %

United Parcel 22,400,000,000 1,000,000,000 4.46 %

AMR Corporation 17,753,000,000 1,368,000,000 7.71 %

IBM 75,947,000,000 4,400,000,000 5.79 %

Microsoft 11,360,000,000 510,000,000 4.49 %

Chase-Manhattan 16,431,000,000 1,800,000,000 10.95 %

Nation’s Bank 17,509,000,000 1,130,000,000 6.45 %

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Federal Funding of Biomedical-IT

Appropriate funding level:

• approx. 5-10% of research funding

• i.e., 1 - 2 billion dollars per year

Appropriate funding level:

• approx. 5-10% of research funding

• i.e., 1 - 2 billion dollars per year

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Federal Funding of Biomedical-IT

Appropriate funding level:

• approx. 5-10% of research funding

• i.e., 1 - 2 billion dollars per year

Appropriate funding level:

• approx. 5-10% of research funding

• i.e., 1 - 2 billion dollars per year

Source of estimate:

- Experience of IT-transformed industries.

- Current support for IT-rich biological research.

Source of estimate:

- Experience of IT-transformed industries.

- Current support for IT-rich biological research.

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Basics

Business 101

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Market Forces

Vendors

productsservices

Buyers

$

purchases

In a simple market economy, vendors try to anticipatethe needs of buyers and offer products and services tomeet those needs.

Real users decide whether or not to buy a product orservice, depending upon whether or not it meets a realneed at a reasonable price.

In a simple market economy, vendors try to anticipatethe needs of buyers and offer products and services tomeet those needs.

Real users decide whether or not to buy a product orservice, depending upon whether or not it meets a realneed at a reasonable price.

Business 101 Insight:

Successful vendors target aniche and excel at meeting theneeds of that niche.

Business 101 Insight:

Successful vendors target aniche and excel at meeting theneeds of that niche.

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Market Forces

VentureCapital

Vendors$

Buyers

$Stock

Offerings

Funding to initiate the developmentof products and services come frominvestors, not from buyers.

Investors decide whether or not toprovide start-up funding based uponthe estimated ability of the vendor tocreate products and services that willmeet real needs at competitive prices.

Funding to initiate the developmentof products and services come frominvestors, not from buyers.

Investors decide whether or not toprovide start-up funding based uponthe estimated ability of the vendor tocreate products and services that willmeet real needs at competitive prices.

$

VendorInvestment

productsservices

$

purchases

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Federal Funding

Investors

Database

$

Users

productsservices

$

purchases

If biological databases were drivenby market forces, individual userswould choose what services theyneed and individual databaseproviders would choose whatservices to make available.

Investors would provide start-upmoney on the likelihood ofsuccessful products and servicesbeing developed.

Ultimate success would depend onmeeting the needs of real users.Decisions could be made rapidly, inresponse to changing needs andemerging opportunities.

If biological databases were drivenby market forces, individual userswould choose what services theyneed and individual databaseproviders would choose whatservices to make available.

Investors would provide start-upmoney on the likelihood ofsuccessful products and servicesbeing developed.

Ultimate success would depend onmeeting the needs of real users.Decisions could be made rapidly, inresponse to changing needs andemerging opportunities.

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Federal Funding

Agency

Database

Reviewers

OtherAgencies

AgencyAdvisors

Congress

productsservices

OMB $

$ DatabaseAdvisors

Users

Instead, funding decisions for grant-supported biological databases canfollow a ponderously slow course,with almost no opportunity for real-time input from real users.

Even with the best of intentions at alllevels, this process is slow,inefficient, risk-averse, and non-responsive to the real and changingneeds of users.

Instead, funding decisions for grant-supported biological databases canfollow a ponderously slow course,with almost no opportunity for real-time input from real users.

Even with the best of intentions at alllevels, this process is slow,inefficient, risk-averse, and non-responsive to the real and changingneeds of users.

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Federal Funding of Bio-Databases

Possible solutions:

• increase the direct support of federal serviceorganizations providing informationinfrastructure (e.g., NCBI).

• reduce support for investigator-initiated, grant-funded public database projects.

• create market forces, initially throughsubsidization, later simply through direct supportfor affected science (e.g., NSFnet into internet).

Possible solutions:

• increase the direct support of federal serviceorganizations providing informationinfrastructure (e.g., NCBI).

• reduce support for investigator-initiated, grant-funded public database projects.

• create market forces, initially throughsubsidization, later simply through direct supportfor affected science (e.g., NSFnet into internet).

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Federal Funding of Bio-Databases

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

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Federal Funding of Bio-Databases

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

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Federal Funding of Bio-Databases

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

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Federal Funding of Bio-Databases

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

• data stamps

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

• data stamps

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134

Federal Funding of Bio-Databases

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

• data stamps, AKA food (for-thought) stamps ?!

Creating market forces:

• stop supporting the supply side of biodatabasesthrough slow, inefficient processes.

• start supporting the demand side through fast,efficient processes.

• provide guaranteed supplementary funding,redeemable only for access to bio-databases.

• data stamps, AKA food (for-thought) stamps ?!

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Food (for thought) Stamps

Funding Agencies could:

• provide a 10% supplement to every researchgrant in the form of “stamps” redeemable only atdatabase providers.

• allow the “stamps” to be transferable amongscientists, so that a market for them couldemerge.

• provide funding only after the stamps have beenredeemed at a database provider.

Funding Agencies could:

• provide a 10% supplement to every researchgrant in the form of “stamps” redeemable only atdatabase providers.

• allow the “stamps” to be transferable amongscientists, so that a market for them couldemerge.

• provide funding only after the stamps have beenredeemed at a database provider.

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Food (for thought) Stamps

Problems:

• how to estimate the amount of FFT stamps thatwould actually be redeemed (and thus therequired budget set-aside).

• how to identify “approved” database providers.

• how to initiate the FFT system.

• etc etc

Problems:

• how to estimate the amount of FFT stamps thatwould actually be redeemed (and thus therequired budget set-aside).

• how to identify “approved” database providers.

• how to initiate the FFT system.

• etc etc

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Food (for thought) Stamps

Alternatives (if no solution emerges):• increasingly inefficient research activities (abject

failure will occur when it becomes simpler torepeat research than to obtain prior results).

• loss of access to bio-databases for public-sectorresearch.

• movement of majority of “important” biologicalresearch into the private sector.

• loss of American pre-eminence (if othercountries solve the problems first).

Alternatives (if no solution emerges):• increasingly inefficient research activities (abject

failure will occur when it becomes simpler torepeat research than to obtain prior results).

• loss of access to bio-databases for public-sectorresearch.

• movement of majority of “important” biologicalresearch into the private sector.

• loss of American pre-eminence (if othercountries solve the problems first).

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Slides:

http://www.esp.org/rjr/self.pdfhttp://www.esp.org/rjr/self.pdf