Next: The three vertex colorability
Up: Current status: Constructing graphs
Previous: Current status: Constructing graphs
Let G be a finite graph
with V(G) the set of vertices and E(G) the set of edges.
A Hamiltonian cycle c
of G is a cycle that goes through
every vertex exactly once. The Hamiltonian cycle problem (HCP) asks
whether a given graph G has a Hamiltonian cycle.
Figure 2:
An example of a graph.
 |
We will consider the graph presented in Fig.2 as an example.
The cycle
v1v6v4v3v2v5v1 is a Hamiltonian cycle. Of course, there are
many other cycles that are not Hamiltonian, for example,
v1v6v5v1 or
the loop
v2v5v1v2v5v1v2.
We construct the graph by using k-armed branched molecules for each
k-degree vertex. For the example presented
in Fig.2,
we will need one 2-armed branched molecule (which is just a
regular double-stranded DNA molecule), four 3-armed branched molecules and one
4-armed branched molecule. The 3'end extension of each arm (representing
one end of an edge) is
complementary to the 3'end of the arm (representing the other end) of the
same edge.
Since a cycle passing through a vertex uses only two edges incident to the
vertex, there are
possible ways for a cycle to pass through a vertex.
Every path may appear in two opposing DNA orientations within the molecule,
hence, for each k-degree vertex we form
k-armed branched molecules that represent that vertex.
Each one of these molecules will represent one
way a cycle could pass through the
vertex. To ensure that only that path will be used, we phosphorylate the
5'end of that connection. The ligase enzyme bonds, ``ligates''
the beginning of one DNA strand to the end of another DNA strand, but
would not ligate (connect)
ends if the 5'end is not phosphorylated at the appropriate place.
We illustrate this in Fig.3 where we show six molecules
representing six different paths through a vertex of degree 4.
The stars indicate the 5'end that will be phosphorylated.
There will be six other molecules that establish that same connections
between the edges but with the other orientations.
Figure 3:
Six molecules representing a vertex with degree 4. The four codes
A,B,C,D within the single
stranded 3'ends encode the four edges incident to the vertex.
 |
The molecules are designed such that each single strand of the
k-armed branched molecule has a constant length (say n).
All vertex building blocks are combined and their compatible
ends are allowed to form double-stranded DNA. The resulting molecules
that have no open ends
represent graphs; copies of the original graph, or covering graphs of the
original graphs.
Proposition.
Let
be the set of graph structures Gi
that are obtained
by adding all building block molecules in a test tube and allowing them to
join.
Assume that C contains all possible graph structures.
Let c be a cycle in the graph G. Then
there is
that contains a circular single-stranded DNA molecule that
encodes c.
The proof of this proposition follows from the design of the
vertex building blocks.
The algorithm for the HCP has the following four steps:
- Combine all vertex building blocks in a single test tube and allow the
compatible ends to hybridize and to form double-stranded DNA. The
``nicks'' that have 5'end phosphorylated are ligeted by a ligase.
At this point, graph structures that represent covering graphs of the original
graph need to be removed. Covering graphs are much more complex and heavier
by molecular weight, hence their removal can be done by gel
electrophoresis. (The problem with the covering graphs is addressed in the
next section.) Gel electrophoresis is a technique that discriminates
molecules of different sizes and different geometry and topology of DNA
([3,7,36,37]).
- Heat the molecules to 950C degrees. Molecules are denatured and the
only circular molecules that are left are cycles of the graph.
We remove non-circular DNA strands from the test tube.
There are several ways that this can be performed for example by
an exonuclease
enzyme that recognizes the open ends or by gel electrophoresis.
The exonuclease virtually destroys to single nucleotides molecules
that are not circular.
- We choose a vertex v
and use as PCR primers oligos that are complementary
to the strands forming the building blocks of that vertex. The PCR amplifies
the molecules and generates double stranded molecules that encode cycles that
pass through v. Polymerase chain reaction (PCR) is a standard technique
in molecular biology that cycles about 30 times
through two or three temperature changes, uses DNA polymerase enzyme and
produces an exponential increase of a given target molecule. We refer the
reader to Ausubel et al. [3] for details.
- By gel electrophoresis we select molecules that are mn in length,
where m is the number of vertices in the graph and n is the
length of the single strands used for the vertex building blocks.
If any molecules are
recovered, then the answer to the HCP is ``yes''
otherwise is ``no''. We note that in parallel with the main experiment another
experiment used as a positive control is carried out. This experiment
is performed for a graph for which we know a Hamiltonian cycle exists.
Its success will confirm that our main experiment, producing an answer ``no'',
is successful. This technique for carrying out positive and (or)
negative control experiment is a standard technique in molecular biology and
is an experimental necessity since many laboratory protocols are not
100% efficient.
Figure 4:
A graph structure that contains a Hamiltonian cycle.
 |
One DNA graph structure
for the graph in Fig. 2 that would be obtained after the
first step of the algorithm is presented
in Fig. 4. The colored lines indicate the
three DNA single stranded molecules that make up the graph structure.
The blue strand indicated with a dotted line is a circular
single-stranded molecule that encodes the Hamiltonian Cycle. The stars
indicate
nicks that are ligated.
Next: The three vertex colorability
Up: Current status: Constructing graphs
Previous: Current status: Constructing graphs
Natasha Jonoska
1999-09-14