Figure 1 A scrambled stack of four burnt pancakes. In the burnt pancake problem, each pancake is given an orientation by burning one side. Figure 1 shows a scrambled stack of burnt pancakes. To solve the problem, every unit, or pancake, must be placed in the proper order (largest on bottom, smallest on top) and in the proper orientation (burnt side down, golden side up). The pancakes are flipped with two spatulas: one to lift pancakes off the top of the stack, the other to flip part (or all) of the remaining stack of pancakes. The pancakes lifted by the first spatula are returned to the top of the stack without being flipped. You can watch Media:burnt_pancake.ogg a movie of the stack in Figure 1 being sorted to see how the puzzle is solved.
Approach
Trial and error is one approach to solving the burnt pancake problem, but how could one compute the quickest solution? Our idea is to let E. coli do the work, using each cell as a tiny processor in a massively parallel machine. A mathematical model of the flipping process helps us design the system and interpret the output of our EHOP computer.
Figure 2 3-D structure of a Hin protein complex bound to DNA. View the [http://www.rcsb.org/pdb/explore/explore.do?structureId=1ZR4 interactive 3-D Jmol image]. Biological System: The biological representation of a pancake is a functional unit of DNA such as a promoter or coding region. To flip these units of DNA, we have reconstituted the Hin/ Hix invertase system (Figure 2) from Salmonella typhimurium as a BioBrick compatible system in E. coli. Hin invertase () was cloned from S. typhimurium, Ames strain TA100 and tagged with LVA. We built the recombinational enhancer (RE) and Hin invertase recognition sequence HixC using the publicly available genomic sequence of S. typhimurium and [http://gcat.davidson.edu/IGEM06/oligo.html a dsDNA assembly program we created] for gene synthesis from overlapping oligos.
Every segment of DNA flanked by a pair of HixC sites is a "pancake" capable of being inverted. Hin invertase recognizes pairs of HixC sites and inverts the DNA fragment in between the two HixC sites with the help of the Fis protein bound to the RE. In our system, selectable phenotypes (including antibiotic resistance and RFP expression), depend upon the proper arrangement of a series of HixC-flanked DNA segments in a plasmid. This allows us to select for cells that have successfully solved the puzzle. An example of a sorted stack of two pancakes is shown in Figure 3.
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Figure 3 A sorted stack of two biological "pancakes"
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Simulation results for two pancakes, useful for calibrating kinetics of pancake flipping. Math: Our mathematical model for a stack of pancakes is a signed permutation, in which each numerical value represents the pancake size (or desired position in the stack) and the sign represents the orientation. For example, "1, 2, 3, 4" is a stack of four pancakes all in the proper order and orientation. "-2, 4, -1, 3" is a scrambled stack of the same four pancakes, as shown in Figure 1. Here, pancakes 1 and 2 are in the wrong orientation (burnt side up). A population of E. coli cells (1015 cells, for instance) each carrying ~100 copies of pancake stacks has astounding parallel processing capacity.
Lance, please work on this section.
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Methods and Results
Basic parts: Parts used in this project were designed by the [http://partsregistry.org/cgi/partsdb/pgroup.cgi?pgroup=iGEM2006partsregistry.org/cgi/partsdb/pgroup.cgi?pgroup=iGEM2006&group=Davidson Davidson] and [http://partsregistry.org/cgi/partsdb/pgroup.cgi?pgroup=iGEM2006partsregistry.org/cgi/partsdb/pgroup.cgi?pgroup=iGEM2006&group=Missouri Missouri Western] iGEM teams
Modeling
- Modeling the behavior of pancake flipping: deducing kinetics and size biases
- Using modeling to choose which families of unsolved pancake stacks to start with
Building the Biological System
- Single pancakes
- The problems of read-through - uncontrolled Tet expression, uncontrolled flipping
- New [http://partsregistry.org/Part:BBa_J31009 pSB1A7] vector: insulates, but is not compatible with parts carrying double terminators
- Designing pancakes without TT's
- Two pancake constructs
- Biological equivalence - distinguishing 1,2 from -2,-1 using RFP-RBS, updated panckaes
Conclusions
- Consequences of devices: data storage, possible application for rearranging transgenes in vivo, proof-of-concept for bacterial computers, first in vivo controlled flipping of DNA??
- Next steps: can solve problem but need control over kinetics
- Lessons learned:
- Troubleshooting, communication, teamwork, publicity
- Math and Biology meshed really well and even uncovered a new proof
- Multiple campuses can increase capacity through communication and cooperation
- Size of school is not a limiting factor
- We had a blast and learned heaps
TEAM MEMBERS
Students
- Sabriya Rosemond is a junior biology major at Hampton University.
- Erin Zwack is a junior biology major at Davidson College.
- Lance Harden is a sophomore math major at Davidson College.
- Samantha Simpson is a sophomore at Davidson College who might design a major in genomics.
Faculty
- A. Malcolm Campbell [http://www.bio.davidson.edu/campbell Department of Biology]
- Laurie J. Heyer [http://www.davidson.edu/math/heyer/ Department of Mathematics]
- Karmella Haynes [http://www.bio.davidson.edu/ Department of Biology - teaching postdoc and visiting assistant professor]
TOOLS AND RESOURCES
iGEM 2006 Jamboree
White Board
Biology Tools (Wet Bench)
Math Tools
- Pancake Simulators, aka The Lancelator (MATLAB Code)
- Other Flipping Simulators
- [http://gcat.davidson.edu/IGEM06/randompancakeflipper.m User-Friendly Version]
- [http://gcat.davidson.edu/IGEM06/powerflipper.m Power-User Version]
- [http://gcat.davidson.edu/IGEM06/powerflipperplus.m Power-User Update]
- [http://gcat.davidson.edu/IGEM06/findmin.m Findmin]
- [http://gcat.davidson.edu/IGEM06/bigtrial.m Bigtrial]
- Graphing Tools
- [http://gcat.davidson.edu/IGEM06/pancakeplotter.m Pancakeplotter]
- [http://gcat.davidson.edu/IGEM06/permplotter.m Permplotter]
- [http://gcat.davidson.edu/IGEM06/adjmat.m Adjmat - creates adjacency matrices]
- [http://gcat.davidson.edu/IGEM06/bioadjmat.m Bioadjmat - Adjmat with biological equivalence]
- [http://gcat.davidson.edu/IGEM06/make_radial.m Make_radial - creates a radially-embedded graph]
- [http://gcat.davidson.edu/IGEM06/find_diam.m Find_diam - finds the diameter of a pancake graph]
Bio-Math Tools
- [http://gcat.davidson.edu/IGEM06/signedperms.m Signedperms - lists all signed permutations for a stack of k pancakes]
- [http://gcat.davidson.edu/IGEM06/bioperms.m Bioperms - Signedperms with biological equivalence]
Assembly Plans
Progress
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