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MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 Economics , Public Policy , Business , Health Policy For more info see: 10 AM Tue 20-Sep 2005 Genomics, Computing, Economics & Society
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MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

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Page 2: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Genomics, Computing, Economics & Society Course plan

Each student will participate in a class-wide project to provide decision-making tools for global/local technology development and deployment. Each will have a web page or wiki describing and updating their part of project going by the second class.

Grades will be based on 1) participation (round robin) & project (cross-referenced pages)2) critiques of each others components

No prerequisites. But it is assumed that each of you brings some expertise to be integrated with the goals and talents of other team members. Each student should make this clear at the start of the project and update it as the course proceeds.

Page 3: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

101: '99-'03 Simple to Complex '05 Complex to Simple

'03 5 problem sets & project'05 Project starts on day 1

'03 one 2 hr ppt lecture + 1.5 hr section per week'05 two 1.5 hr discussion (may include 30' ppt)

'03 Project teams or 1 or two students'05 Project team of all students & TFs

'03 Choice of two campuses & streaming video'05 Less choice

'03 Tools: Perl & Mathematica'05 Wiki (& anything else)

Page 4: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Previous class projectsAndré Catic, Cal Collins, George Church, Hidde Ploegh, HL (2004) Preferred in vivo ubiquitination sites. Bioinformatics 20: 3302-7.

Andrew Tolonen, Dinu Albeanu, Julia Corbett, Heather Handley, Charlotte Henson & Pratap Malik (2002) Optimized in situ construction of oligomers on an array surface. Nucleic Acids Research, 30: e107

Hui Ge, George Church, Marc Vidal (2001) Correlation between transcriptome and interactome data obtained from S. cerevisiae. Nature Genetics, 29:482-6.

John Aach, Martha Bulyk, George Church, Jason Comander, Adnan Derti, Jay Shendure (2001) Computational comparison of two draft sequences of the human genome. Nature 409, 856-859.

Page 5: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Tue Sep 16 Integrate 1: Minimal “Systems”, Statistics, ComputingTue Sep 23 Integrate 2: Biology, comparative genomics, models & evidence, applications Tue Sep 30 DNA 1: Polymorphisms, populations, statistics, pharmacogenomics, databasesTue Oct 06 DNA 2: Dynamic programming, Blast, multi-alignment, HiddenMarkovModelsTue Oct 14 RNA 1: 3D-structure, microarrays, library sequencing & quantitation concepts Tue Oct 21 RNA 2: Clustering by gene or condition, DNA/RNA motifs. Tue Oct 28 Protein 1: 3D structural genomics, homology, dynamics, function & drug designTue Nov 04 Protein 2: Mass spectrometry, modifications, quantitation of interactionsTue Nov 11 Network 1: Metabolic kinetic & flux balance optimization methodsTue Nov 18 Network 2: Molecular computing, self-assembly, genetic algorithms, neural-netsTue Nov 25 Network 3: Cellular, developmental, social, ecological & commercial modelsTue Dec 02 Project presentationsTue Dec 09 Project PresentationsTue Dec 16 Project Presentations

Bio 101: Genomics & Computational Biology

Page 6: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

3 Exponential technologies(synergistic)

Shendure J, Mitra R, Varma C, Church GM, 2004 Nature Reviews of Genetics. Carlson 2003 ; Kurzweil 2002; Moore 1965

1E-3

1E-1

1E+1

1E+3

1E+5

1E+7

1E+9

1E+11

1E+13

1830 1850 1870 1890 1910 1930 1950 1970 1990 2010

urea

E.coli

B12

tRNA

operons

telegraph

Computation &Communication

(bits/sec)

Synthesis (daltons)

Analysis(bp/$) tRNA

Page 7: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

101: '99-'03 Simple to Complex '05 Complex to Simple

Common ground for conservative, liberal, religious & atheist?• What is life? Should we construct from scratch?• Did life evolve using intelligent design?• When does human life begin? • Stem cells & therapeutic cloning?

Can we compare Apples & oranges?• Should we buy iron-lungs or polio-vaccine research?• Do we invest in anti-terrorism or anti-malaria?

Page 8: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Hot buttons

EvolutionStem CellsLife extensionEugenics, racePrivacySecurity, TerrorismGenetically modified organisms - GMOsIntelligent machines Replicating machinesWitholding experimental drugs (e.g. HIV & Cancer)GenderDo no harm, abortion

Page 9: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Initial Reading• Limits to Growth, The 30-Year Update by Donella H. Meadows, Jorgen Randers & Dennis L. Meadows 2004• Freakonomics by Levitt & Dubner 2005• As the Future Catches You by Juan Enriquez 2000• Genetic Programming IV: Routine Human-Competitive Machine Intelligence by John R. Koza et al. 2003• Consilience by E.O. Wilson 1998• Redesigning Humans by Gregory Stock 2002• Scientific Conquest of Death 2004 • Collapse by Jared Diamond 2005 • The Tipping Point by Malcolm Gladwell 2000 • The Wisdom of Crowds by James Surowiecki 2004 • The Climate Of Man by Elizabeth Kolbert 2005• Widescale Biodiesel Production from Algae by Michael Briggs,• Synthetic Life by WW Gibbs 2004• Personalized medicine by Francis S. Collins 2005

Page 10: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

It seemed like a good idea at the time.

CropsRiver life

Grain tradeLivestock

HygeineInsecticides

FertilizerNuclear Power

TankersPets

MalariaCholeraYersiniaFlu & HIVPolioSilent SpringAnoxic fishTMI, ChernobylMussels & sea snakesAustralian herbicide

http://www.primitivism.com/easter-island.htm

Page 11: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

YuckyLeon Kass, chairs the US President's Council on Bioethics, opposes therapeutic cloning and stem cell research via 'yuck' reactions, which he terms 'the wisdom of repugnance' http://groups.msn.com/DebateCriticalThinkingandPhilosophy/killingimmortality.msnw

Interracial-marriage: Perez v. Sharp, CA 1948, Loving v. Virginia, U.S. Supreme Court 1967

The Wisdom of Crowds by James Surowiecki 2004

Page 12: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

TackyNot Wicked, Perhaps, but Tacky"First place goes to the regrettable tendency of some groups or institutions to bolster their stock by making extravagant claims in the media .. Refusal to share materials .. Anything that has the look of a publicity stunt or of self-interest --Donald Kennedy Science 297:1237 (2002)

"Opinions are like genomes: Everyone has one. I want to show the world that we do not need to fear our genetic information but, rather, that it can be a powerful new tool"--J. Craig Venter Science 299: 1183 (2003)

The Washington Post reported on Jun 18, 2005 that Chinese farmers, with the knowledge and support of government officials, used amantadine on chickens as long ago as the late 1990s. The report called the drug use a violation of international livestock guidelines.

Page 13: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

The Maslow pyramid, 1943

ActWisdom

KnowledgeInformationIntelligence

Memory Capacity

Transcendence : need to help others find fulfillment

Thirst for knowledge & aesthetical order

Page 14: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Priorities List

1.2.3.4.5.6.

Page 15: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

.

Page 16: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Potential slides for subsequent classes

Page 17: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Net3: Global integration

• Multi-cellular models -- e.g. sensory integration

• Systems biology, simulation & integration

• Organ systems

• Multi-organism - Ecological modeling – predator/prey - host/parasite - HIV

• Global & socioeconomic considerations

• Education– Model evaluation & sharing

Page 18: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Inheritance is not just DNA

Page 19: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Inheritance is not just DNA

PastLocomotion 50Ocean depth 75mVisible .4-.7 Temperature 275-370Memory years 20 Memory bits 109

Cell therapy 0

http://www.techworld.com/opsys/features/index.cfm?fuseaction=displayfeatures&featureid=467&page=1&pagepos=5

http://www.merkle.com/humanMemory.html

Current26720 km/h10,912 mpm-Mm3-1900oK5000 1017

most tissues

Page 20: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Humans consume 2kW per person = 1010 kW.Sunlight hits the earth at 40,000 times that rate (70% ocean).

CO2 370 ppm = 730 x1015 g globally, increase ~3 x1015 /yr.Ocean productivity = ~100 x1015 g CO2/yr … due to

Autotrophs: 1026 Prochlorococcus cells globally (108 per liter)

Sequestration v. respiration v. use: heterotrophs (Pelagibacter), phages, predators (Maxillopoda, Malacostraca, herring)

Energy & CO2 Sequestration

http://www.gsfc.nasa.gov/gsfc/service/gallery/fact_sheets/earthsci/terra/earths_energy_balance.htmhttp://clear.eawag.ch/models/optionenE.html http://en.wikipedia.org/wiki/CopepodMorris et al. Nature 2002 Dec 19-26;420(6917):806-10. http://hosting.uaa.alaska.edu/mhines/biol468/pages/carbon.htmlhttp://www.aeiveos.com/~bradbury/Papers/PhotosyntheticEfficiency.html

0.1 0.1 mm6 cm

Page 21: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

More on global carbon

7.6 g of C m^-2 year^-1If multiplied by the Ocean area (3.6e8 km2) = 2.7E15 g C = 1E16 g CO2

Giant Larvacean Houses: Rapid Carbon Transport to the Deep Sea Floor Bruce H. Robison,* Kim R. Reisenbichler, Rob E. Sherlock

http://www.planktos.com/oceanscience.htmhttp://www.fisherycrisis.com/strangelove.html

Page 22: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Responsible Conduct In Research

http://www.nap.edu/readingroom/books/obas/

"If scientists find that their discoveries have implications for some important aspect of public affairs, they have a responsibility to call attention to the public issues involved .. A good example is the response of biologists to the development of recombinant DNA technologies -- first calling for a temporary moratorium on the research and then helping to set up a regulatory mechanism to ensure its safety."

http://www.aaes.org/membership/index.asp

Page 23: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Safer biology via synthetic biology• Systems modeling• HiFi gene replacement•Inexpensive bio-weather-map custom biosensors (airborne & medical fluids), • International bio-supply-chain licensing (min research impact, max surveillance)• Metabolic dependencies prevent survival outside of controlled environments• Multi-epitope vaccines & biosynthetic drugs.• Cells resistant to most existing viruses • via codon changes see: arep.med.harvard.edu/SBP

difficulty

Page 24: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Genome Analysis Policy

• Insurance/employment: What probability & level of advantage can be hidden/examined?

• Individual/group stigma

• Choice, stem cells, cloning

• Privacy & transparency

NHGRI/DOE ELSI, Genetic Screening Study Group

Page 26: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

"Open-source" Genome-Phenome Project

• Are information-rich resources (e.g. facial imaging & genome sequence) really anonymous?

• What are the risks and benefits of "open-source"? Prototypes for integrating biomedical data.

• What level of training is needed to give informed consent on open-ended studies?

• Harvard Medical School IRB Human Subjects protocol submitted 16-Sep-2004.

Page 27: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Think globally; act locally

Lithosphere (0.2% C, 75% SiO2) 110 C at 4 km Diameter = 1.3e6 m = 5e22 g (5000 species / g soil)Biosphere 3e15 g (dry wt. marine); 2e18 g (land)Microbial hydrosphere 1.4e21 ml = 1e27 cells = 4e33 bpAnthrosphere (23% C) = 6e23 cells = 4e32 bp.

fig

Page 28: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

CO2 100 ppmv increase

http://jan.ucc.nau.edu/~doetqp-p/courses/env470/Lectures/lec41/Lec41.htm

4x1013 kW of sunlight hits earth per year.We consume 2kW per person* 6x109 = 1010 kW.

CO2 >370 ppm = 730 x1015 g globally, increase ~3 x1015 /yr.Ocean productivity = ~100 x1015 g/yr.

www.gsfc.nasa.gov/gsfc/service/gallery/fact_sheets/earthsci/terra/earths_energy_balance.htmhttp://clear.eawag.ch/models/optionenE.html Morris et al. Nature 2002 Dec 19-26;420(6917):806-10. http://hosting.uaa.alaska.edu/mhines/biol468/pages/carbon.html

Page 29: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Models for education & decision-making

Improve our ability to deal with:

UncertaintyComplexityQuantitationExceptions (collect and cherish)Comparisons of diverse entitiesTranslation & integrationContinuity over time

Page 30: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Biophilia & Consilience

Kellert & Wilson 1993 The Biophilia Hypothesis.E. O. Wilson 1999 - Consilience: The Unity of Knowledge

Consilience - Long-separated fields come together and create new insights; e.g. chemistry & genetics created the powerful new science of molecular biology. Is all human endeavor, from religious feeling to financial markets to fine arts, ripe for explaining by hard science?

Biophilia -- the connections that human beings subconsciously make with other living beings. (Cute animals, snake dreams, therapeutic greenery & natural sounds …)

How might genomics & computational biology contribute?

Page 31: MIT-OCW Health Sciences & Technology 508 Harvard Biophysics 101 EconomicsEconomics, Public Policy, Business, Health PolicyPublic PolicyBusinessHealth Policy.

Prediction & supercomputers

Weather

http://www.top500.org/

Evolutionhttp://www.leaderu.com/common/colson-kansas.htmlhttp://www.findarticles.com/p/articles/mi_m2843/is_2_29/ai_n13628921/pg_3http://www.millerandlevine.com/km/evol/Moths/moths.html