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
MIT-OCW Health Sciences & Technology 508
Harvard Biophysics 101
Economics, Public Policy, Business, Health Policy
For more info see: http://karma.med.harvard.edu/wiki/Biophysics_101
10 AM Tue 20-Sep 2005
Genomics, Computing, Economics & Society
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.
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)
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.
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
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
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?
Hot buttons
EvolutionStem CellsLife extensionEugenics, racePrivacySecurity, TerrorismGenetically modified organisms - GMOsIntelligent machines Replicating machinesWitholding experimental drugs (e.g. HIV & Cancer)GenderDo no harm, abortion
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
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
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
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.
The Maslow pyramid, 1943
ActWisdom
KnowledgeInformationIntelligence
Memory Capacity
Transcendence : need to help others find fulfillment
Thirst for knowledge & aesthetical order
Priorities List
1.2.3.4.5.6.
.
Potential slides for subsequent classes
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
Inheritance is not just DNA
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
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
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
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
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
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
Anonymity, privacy, disclosure, identity
"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.
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
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
Models for education & decision-making
Improve our ability to deal with:
UncertaintyComplexityQuantitationExceptions (collect and cherish)Comparisons of diverse entitiesTranslation & integrationContinuity over time
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?
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