

414
Figur |
e 12.23 |
Patterns of hybridization seen when an immobilized tar |
|
get sequence and a control sequence are probed successi |
v e ly with adjacent |
radiola- |
beled |
octanucleotides chosen as complements to the tar |
get sequence. |
T a ken from Strezoska et al. (1991). |
|
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|
|
DATA ACQUISITION |
AND ANALYSIS |
415 |
||||
a comparable negative control sequence. Oligonucleotides were selected on the |
basis |
of |
|
|
|
|||||
the known sequence; others were added to serve as |
negative |
controls. The |
results |
are |
|
|
||||
fairly convincing. As shown in Figure |
12.23, the |
discrimination between |
true positives |
|
|
|||||
and negatives is quite good in most of the individual hybridizations. Of course the |
obvi- |
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|
|||||||
ous criticism of this experiment is that with a sequence known in advance, the test is not a |
|
|
||||||||
truly objective one. |
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|
To address these concerns, Drmanac and Crkvenjakov performed a second pilot test of |
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|
||||||||
SBH on three closely related unknown sequences containing a total of 343 bases. The de- |
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|
||||||||
sign of the test was based on an uninvolved third party who analyzed these sequences and |
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|
|||||||
designed a set of oligonucleotides in which only |
about half |
corresponded |
to |
the se- |
|
|
||||
quences in the target samples. In addition the challenge was to determine all three un- |
|
|
||||||||
known samples and not generate erroneous composites of them by errors in reconstruc- |
|
|
|
|||||||
tion. The test was a total success—all three |
unknown sequences |
were |
correctly |
|
||||||
determined. However, one caveat needs to be considered. Because all 65,536 8-mers were |
|
|||||||||
not provided, this automatically supplies enormous amounts of information about the true |
|
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|
|||||||
sequence. Any compound omitted from the set provided is automatically a true negative. |
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|
||||||
Just this information alone restricts the possible sequences tremendously, even before a |
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|
||||||||
single experiment has been done. Thus, while the experimental results that have been |
|
|
|
|||||||
achieved are impressive, it cannot yet |
be said that |
a |
definitive test of SBH for |
de |
novo |
|
||||
DNA sequencing has been done. Indeed, in defense of all who work in this field, it will |
|
|
||||||||
probably not be possible to test the |
methods definitively until the gamble |
is |
taken to |
|
||||||
make, directly on chips or in bulk for distribution, all of the 65,536 8-mers. |
|
|
||||||||
DATA ACQUISITION AND ANALYSIS |
|
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|
|
Three different methods have been used thus far to detect hybridization in pilot SBH ex- |
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|
||||||||
periments. In each case quantitative data are needed so that positive signals can be dis- |
|
|
||||||||
criminated as clearly as possible from |
background. Southern used image plate analyzers |
|
|
|||||||
to examine radioisotope decay for the results shown in Figure 12.22. Others have used |
|
|
||||||||
autoradiograms quantitated with a CCD camera. These approaches were discussed |
in |
|
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|
|||||
Chapter 9. Fluorescent probes have been used by Fodor and by Mirzabekov. Here a CCD |
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|||||||
camera can be used in conjunction with a fluorescence microscope to record quantitative |
|
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|
|||||||
signals. Alternatively, a confocal scanning fluorescence microscope can be used. Other |
|
|
||||||||
approaches such as mass spectrometry (see Chapter 11) are under development. The very |
|
|
|
|
||||||
notion of an oligonucleotide or sample chip raises the expectation that it should be possi- |
|
|
||||||||
ble to find a way to read out the amount of hybridization by a direct electronic method. |
|
|
||||||||
Kenneth Beattie and Mitchell Eggers |
have developed one approach to this by |
detecting |
|
|
|
|||||
the mass of bound sample as it changes the local impedance on a silicon surface. In prin- |
|
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|
|||||||
ciple, one ought to be able to enhance such detection by providing the DNA probes or tar- |
|
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|
|||||||
gets with attachments that generate more dramatic effects through altered conductivity, as |
|
|
|
|||||||
a source of electrons or holes, or through magnetic properties. Perhaps the ultimate no- |
|
|
||||||||
tion, as shown by the purely hypothetical example in Figure 12.24, would be to use the |
|
|
||||||||
stability of the duplex formed in hybridization to directly manipulate |
elements |
of |
a |
|
||||||
nanoscale chip and thus lead to a detectable electrical signal. |
|
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|
|
However the data are obtained, current methods for analyzing data are already quite advanced. While it is difficult to convince people to synthesize 65,536 compounds before a method has proved itself, it is much easier to ask people to simulate the results of these

416 FUTURE DNA SEQUENCING WITHOUT LENGTH FRACTIONATION
Figure 12.24 |
Possible |
future direct reading oligonucleotide hybridization |
chip. Figure also ap- |
pears in color insert. |
|
|
|
experiments and design |
software |
to reconstruct sequences from imperfect |
n -tuple word |
content. We have already indicated that these simulations are very encouraging, and they suggest that SBH will be a very powerful method, especially if the branch point ambiguities can somehow be dealt with. Two different proposals to handling branch points have
been discussed. In the first, shown in Figure 12.25, one takes advantage of the fact that it should be possible to make a sample that consists of a dense set of small overlapping
Figure 12.25 |
Overcoming branch point ambiguities by the simultaneous analysis of clones from a |
|
|
||
dense overlapping library. Recurrent sequences are shown as hollow bars. Unique hybridization |
|
|
|||
probes are indicated by |
a, b, c. |
Known clone order implies that |
b, and not |
c, follows |
a. |

OBSTACLES TO SUCCESSFUL SBH |
417 |
Figure 12.26 |
Overcoming branch point ambiguities by the |
use |
of |
several |
homologous |
but |
not |
||||||||||
identical DNA sequence targets. |
|
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|
||
clones. This is what is done for ordinary shotgun ladder sequencing, except that for SBH |
|
||||||||||||||||
the clones would probably have to be even smaller. In these clones unique sequences will |
|
|
|||||||||||||||
lie outside and between the repeats that cause branching ambiguities. Matching up these |
|
|
|||||||||||||||
unique sequences not only places the clones in the proper order, it also resolves the am- |
|
||||||||||||||||
biguous internal |
arrangement of |
sequences on a clone with three |
repeats, |
since |
the |
order |
|
||||||||||
is determined by the identity of these sequences on the flanking clones. This looks like a |
|||||||||||||||||
powerful approach, but it requires a great deal of experimental redundancy |
with |
little |
|
||||||||||||||
overall gain. |
|
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|
|
A second strategy for resolving branch point ambiguities |
is shown |
in |
Figure |
12.26. |
|||||||||||||
Here the notion is to determine the DNA sequence of several similar but not identical |
|
||||||||||||||||
samples. Because of sequence variations among the samples, exact recurrences in |
|
one |
|
|
|||||||||||||
sample will not necessarily be |
exact in all the others. Any |
imperfections |
in |
the |
repeats |
|
|||||||||||
will break the branch point ambiguities in all of the samples because they can be aligned |
|
||||||||||||||||
by homology. In principle, one could use different individuals of the same species and |
|
||||||||||||||||
take advantage of natural sequence polymorphism. However, simulations show that |
the |
|
|
||||||||||||||
most effective application of this approach would use samples that have about 10% diver- |
|
|
|||||||||||||||
gence on average. In practice, this may mean that it would |
be more useful to compare |
|
|||||||||||||||
three to five similar species, like human and |
chimp, |
rather |
than |
compare |
individuals |
||||||||||||
within a species. Here, as in the previous method, the cost of resolving branch point am- |
|
||||||||||||||||
biguities is a considerable increase in the number of samples that have to be examined. |
|
||||||||||||||||
However, the additional information that will be obtained will be highly interesting if the |
|
||||||||||||||||
species are well chosen. |
|
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|
||
OBSTACLES |
TO SUCCESSFUL |
SBH |
|
|
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|
|
The base composition dependence of the melting temperature, |
|
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|
|
T m poses a very serious |
|||||||
challenge to simple and effective implementations of SBH. If a temperature is chosen that |
|
||||||||||||||||
allows effective discrimination between perfect matches and mismatches in G |
|
|
|
|
C-rich |
||||||||||||
compounds, |
many |
A |
T-rich sequences may not |
form |
enough |
duplex |
to |
be |
detected. |
||||||||
Alternatively, if one chooses a low enough temperature to stabilize the weakest A |
|
|
|
T-rich |
|||||||||||||
duplexes, there will not be enough discrimination against mispairing in G |
|
|
|
|
|
C-rich com- |
|||||||||||
pounds, and many false positives will result. There are many possible ways to circumvent |
|
|
|||||||||||||||
this problem; quite a few of them are being |
tested, |
but no |
generally |
acceptable |
solution |
|
|||||||||||
has yet been demonstrated in practice. |
|
|
|
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|
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|
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|
|
|
|||
Ed Southern has been |
experimenting |
with |
the |
use |
of |
high |
concentrations |
of |
tetra- |
methylammonium salts (TMA) instead of more usual low to moderate ionic strength NaCl solutions. These salts have the undesirable feature of slowing down the kinetics of
hybridization, but this can be compensated for, if necessary, by adding other agents that

418 |
FUTURE DNA SEQUENCING WITHOUT LENGTH FRACTIONATION |
|
|
|
|
|||||
speed up hybridizations, such as dextrans which increase the effective concentration of |
|
|
||||||||
nucleic acids. It has been known for a long time that TMA at the proper concentration can |
|
|
||||||||
almost |
equalize the |
T m of |
polynucleotides that are pure A |
|
|
|
T and |
those |
that are pure |
|
G C. However, when Southern tried |
TMA in oligonucleotide hybridization, he found |
|
|
|||||||
that while the |
T m ’s of compounds with extreme base compositions were equalized, a very |
|
|
|||||||
large effect of DNA sequence on |
T m of compounds |
with |
intermediate |
base compositions |
|
|||||
emerged. Unless this turns out to be an idiosyncracy caused by the use |
of pure homo- |
|
|
|||||||
purine sequences, it probably means that TMA will have to be abandoned. |
|
|
|
|
|
|
|
|||
An alternative way to even out base composition effects is to use base analogs (Fig. |
|
|
||||||||
12.27). One can substitute 2,6-diamino purine for A (an analog that makes three hydrogen |
|
|
||||||||
bonds with T) and 5-bromoU for T (an analog that has increased |
vertical stacking en- |
|
|
|||||||
ergy). This will raise the relative stability of A |
T-rich sequences considerably. The base |
|||||||||
analog 7-deaza G can be used instead of G to lower the stability of G |
|
|
|
C-rich sequences. |
||||||
Many more analogs exist that could be tested. The problem is that one really wants to test |
|
|
||||||||
their effect across the full spectrum of 65,536 8-mers, and there is simply no way to do |
|
|
||||||||
this efficiently until we have developed much more effective ways |
to |
make |
oligonu- |
|
|
|||||
cleotide chips. Such devices not only provide a way to do SBH, they provide a source of |
|
|
||||||||
samples that allow the accumulation of massive amounts of duplex |
|
|
|
|
|
T m |
data. In model ex- |
|||
periments Southern was able to characterize the |
|
|
T m ’s of all of the 256 possible homo- |
|||||||
purine-homopyrimidine 8-mer duplexes under a wide set of experimental conditions. This |
|
|
|
|||||||
single set of experiments undoubtedly provided more |
|
|
|
T m |
data than a |
decade |
of previous |
|||
work by several different laboratories. |
|
|
|
|
|
|
|
|
||
An alternative approach for compensating for |
|
T m |
differences has been demonstrated by |
|||||||
Mirzabekov. This takes advantage of the fact that chips made of thin gels can rebind sig- |
|
|
||||||||
nificant amounts of released sample at low temperatures. The rate of this rebinding will |
|
|
||||||||
depend on the concentration of oligonucleotide, since renaturation shows second-order |
|
|
|
|||||||
kinetics or pseudo–first-order kinetics (Chapter 3). To reveal |
these |
kinetic |
effects, one |
|
|
|||||
first hybridizes a sample to the immobilized probe and then allows a fraction of the du- |
|
|
||||||||
plexes to dissociate with a washing step. By adjusting the relative concentrations of dif- |
|
|
||||||||
ferent |
compounds, one |
can bring their |
T m ’s |
very |
close |
to the |
same value. An |
example is |
shown in Figure 12.28. These results are very impressive. However, the two samples involved had to be used at a 300-fold concentration difference to achieve them. It is not immediately obvious that this can be done, in general, without leading to serious complications in the detection system used to monitor the hybridization. One will need a system with a very wide dynamic range. It will also be a major effort to try to equalize the melting properties of not just two compounds but 65,536.
Figure 12.27 |
Base analogs useful in decreasing |
the differences in stability between A–T-rich and |
|
G–C-rich sequences: ( |
a ) 2-Aminoadenine. ( |
b ) 5-Bromouracil. ( |
c ) 7-Deazaguanine. |

OBSTACLES TO SUCCESSFUL SBH |
419 |
Figure 12.28 |
Adjusting the concentration of different oligonucleotides can compensate for differ- |
||
ence in their melting temperatures. Adapted from Mirzabekov et al. |
|
||
Instead of attempting to compensate |
for effects of sequence on the stability of du- |
||
plexes, one can just measure the hybridization across a range of temperatures. This does |
|||
not increase the number of samples needed. Instead, one would effectively be recording a |
|||
melting profile for each sample with the |
entire set of oligonucleotides. This |
would in- |
|
crease the experimental time by a factor |
of ten or more, which is tolerable. In the long |
||
run, once extensive data on the thermal |
stability of each of the 8-mer complexes are |
||
known, it may be possible to use a much |
simpler approach. The set of compounds could |
||
be split into |
groups, each studied at a |
different optimal temperature. In |
principle, this |
could still involve a single chip, except that different regions would be kept at different temperatures. The manufacture of such a split chip would require custom placement of
each compound, so simple masking strategies like that employed by Southern are unlikely to suffice. However, this is really not a serious additional manufacturing problem. Ultimately a combination of split chips, base analogs, and special solvents may all be needed for the most effective SBH throughput.
Secondary structure in the target is another potential complication in SBH. This is
probably |
easily circumvented in the sample chip strategy. |
Here the target could be at- |
||
tached |
at |
random but frequent places |
to the surface under |
denaturing conditions. This |
would |
not |
be expected to interfere |
with oligonucleotide |
hybridization very much. It |
should effectively remove all but the most stable short sample hairpins (Fig. 12.29). The
problem of secondary structure is likely to |
be |
more serious |
when |
oligonucleotide chips |
are used. The effect of such structures will |
be |
to cause a gap |
in |
the readable sequence. |
This is a serious problem, but since the gaps will be small, they can be filled rather easily by PCR-based cycle sequencing, using the sequence flanking the gaps to design appropriate primers. Thus the real issue is how frequent will such gaps be. If one occurs on each target sample, it will be best to forget SBH and just do the entire project by standard cycle sequencing. Presumably conditions will be found where the problem of secondary struc-
ture can be reduced to a much lower level. One way to do this would be to place base analogs in the sample that destabilize intramolecular base pairing more than intermolecular base pairing. These might, for example, be bulky groups where one could be tolerated in the groove of a duplex when the target binds to the probe, but two cannot be tolerated,

420 FUTURE DNA SEQUENCING WITHOUT LENGTH FRACTIONATION
Figure 12.29 |
|
An example of a hairpin that is too stable to be detected in SBH. |
|
|||||||
if the target tries to pair |
with itself. There is undoubtedly |
room |
for much |
development |
|
|||||
here and much clever chemistry. A second approach would be to |
|
use probes with un- |
|
|||||||
charged backbones. Then low ionic strength conditions can be used to suppress target |
|
|||||||||
secondary structure without affecting target-probe interactions. One example of such |
|
|||||||||
compounds is polypeptide nucleic acids (PNAs; see Chapter 14). Another example is |
|
|||||||||
phosphotriesters in which the oxygen that is normally charged in natural nucleic acids is |
|
|||||||||
esterified with an alkyl group. However, this creates an addition optically active center at |
|
|||||||||
each phosphorous, which leads to |
severe stereochemical |
complexities |
unless |
optically |
|
|||||
pure phosphotriesters are available. |
|
|
|
|
|
|
|
|
||
The effects of secondary |
structure or unusual DNA structures |
are |
significant but not |
|
||||||
yet known in any great depth. In Chapter 2 we discussed the peculiar features of a cen- |
|
|||||||||
tromere-associated repeat where the single strands may have a more stable secondary |
|
|||||||||
structure than the duplex. In Chapter 10 |
we illustrated the |
abnormally stable |
hairpin |
|
||||||
formed by a particular short |
DNA sequence. Whether these cases are representive of 1% |
|
||||||||
of all the DNA sequences, or more or less, is simply unknown at the present time. About |
|
|||||||||
the only way we will be able to uncover such idiosyncratic behavior, understand it, and |
|
|||||||||
learn to deal with it, is to make large oligonucleotide arrays and start to study them. |
|
|||||||||
Unfortunately, this appears to be one of those cases in science where a timid approach is |
|
|||||||||
likely to be misleading. At some point we will have to dive in. |
|
|
|
|
|
|
||||
SBH IN COMPARATIVE DNA SEQUENCING |
|
|
|
|
|
|
|
|
||
Some of the difficulties just described with full de novo SBH approaches have led some |
|
|||||||||
experts to doubt that SBH will ever mature into a widespread user-friendly method. For |
|
|||||||||
this reason much effort has been concentrated on developing SBH for comparative (or |
|
|||||||||
differential) DNA sequencing where one assumes that a reference sequence is known and |
|
|
||||||||
the objective is to compare it with another sample and look for any potential differences. |
|
|||||||||
Comparative sequencing is needed in checking existing sequence data for errors. It is the |
|
|||||||||
type of sequencing required for horizontal studies in which many members of a popula- |
|
|||||||||
tion are examined. This is needed in genetic map construction, genetic diagnostics, the |
|
|||||||||
search for disease genes, in mutation detection, and for more biological objectives includ- |
|
|||||||||
ing ecology, evolution, and profiling gene expression. Some of these applications are dis- |
|
|||||||||
cussed in Chapters 13 and 14. |
|
|
|
|
|
|
|
|
|
|
When SBH is considered in the context of sequence comparisons, two problems of the |
|
|||||||||
method for de novo sequencing are immediately resolved. It is |
not necessary to have a |
|
||||||||
probe array consisting of all possible 4 |
|
n |
oligonucleotodes of |
length |
n. Instead the array |
|||||
can be customized to look |
for |
the desired |
target and |
simple |
sequence variations |
of that |
|
|
|
|
|
|
OLIGONUCLEOTIDE |
STACKING |
HYBRIDIZATION |
421 |
||||||||
target. Second, since a reference sequence is known, issues of |
branch point ambiguities |
|
|
|
||||||||||||
are virtually always resolvable by use of the information in that sequence. A particularly |
|
|
|
|||||||||||||
powerful version of SBH for comparative sequence has been developed by Affymetrix, |
|
|
|
|
|
|||||||||||
Inc. Here a probe array is made that corresponds to all possible strings of length |
|
|
|
|
n |
con- |
||||||||||
tained in the original sequence (for a target with |
|
|
|
L |
|
base |
pairs, |
L |
n 1 substrings are |
|
||||||
required). For each substring four variants are made corresponding to the expected se- |
|
|
|
|
||||||||||||
quence at the middle position of the substring and all three possible single-base variants |
|
|
|
|||||||||||||
there. Thus the array of probes will have 4( |
|
|
|
L |
n |
1) |
elements. This |
is quite manage- |
|
|||||||
able with current photolithographic syntheses for targets in the range of 10 kb. |
|
|
|
|
|
|
|
|
||||||||
In actual practice this approach was tested on 16.6-kb human mitochondrial DNA us- |
|
|
|
|||||||||||||
ing arrays containing up to 130,000 elements, each of which is a 15to 25-base probe. |
|
|
|
|||||||||||||
(Chee et al., 1996). For convenience these nested targets are arranged, serially, horizon- |
|
|
||||||||||||||
tally in the array as shown schematically in Figure 12.30 |
|
|
|
|
|
|
a, with the four possible variants |
|
||||||||
for each central eighth base located vertically. The target is randomly sheared into short |
|
|
|
|||||||||||||
fragments (but longer than the length of the probes). A perfectly matched target will hy- |
|
|
|
|
||||||||||||
bridize strongly to one member of each vertical set of four probes. A target with a single |
|
|
|
|||||||||||||
mismatch will show strong hybridization only to one particular probe in which the central |
|
|
|
|
||||||||||||
base variant matches the sequence perfectly. For all |
possible flanking probes, there |
will |
|
|
|
|||||||||||
be one or two internal mismatches between that target and the probe; hence hybridization |
|
|
|
|
||||||||||||
will be weak or undetectable. A sample |
of |
the actual data seen |
using this |
approach |
is |
|
|
|
||||||||
shown in Figure 12.30 |
b. |
It |
is impressive. In practice, in most cases a two-color competi- |
|
||||||||||||
tive hybridization is used. This allows a |
sample of the normal sequence |
(in one |
color) |
to |
|
|
|
|||||||||
be compared with a potential variant (in |
another |
color) |
with most |
differences |
in |
se- |
|
|
|
|||||||
quence-dependent hybridization efficiency nulled out. |
|
|
|
|
|
|
|
|
|
|
|
|
||||
OLIGONUCLEOTIDE STACKING |
HYBRIDIZATION |
|
|
|
|
|
|
|
|
|
|
|
|
|
||
There are a number of ways |
that could potentially increase the length |
of sequence |
that |
|
|
|
|
|||||||||
can be read with a fixed length oligonucleotide. This is one major way to improve the ef- |
|
|
|
|
|
|||||||||||
ficiency of SBH, since the longer the effective word length, the higher the sequencing |
|
|
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throughput and also the smaller the number of branch point ambiguities. One approach, |
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specifically designed by Mirzabekov to |
help resolve branch |
point |
ambiguities, is |
shown |
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in Figure 12.31. It is based on the fact that once a duplex has been formed by hybridiza- |
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tion of the target with an 8-mer, it becomes thermodynamically quite favorable to bind a |
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second oligomer immediately adjacent to the 8-mer. The extra thermodynamic stabiliza- |
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tion comes from the stacking between the two adjacent duplexes. This same principle was |
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discussed earlier in schemes for directed primer walking (Chapter 11). In practice, |
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Mirzabekov uses pools of ninety 5-mers, chosen specifically |
to try to resolve known |
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branch points. A test of this approach, with a single perfectly matched 5-mer or various |
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mismatches, is shown in Figure 12.31. It is apparent that the discrimination power of |
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oligonucleotide stacking hybridization is considerable. |
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Some calculated |
T m ’s for perfect and mismatched |
duplexes are given in Table 12.1. |
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These are based on average |
base compositions. The calculations were |
performed |
using |
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the equations given in Chapter 3. In the case of oligonucleotide |
stacking, |
it |
is |
assumed |
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that the first duplex is fully formed under the conditions where the second oligomer is be- |
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ing tested; in practice, this may not always be the case. It is, however, approximately true |
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for the conditions used for the experiments shown in Figure 12.32. The calculations re- |
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veal a number of interesting |
features |
about stacking |
hybridization. Note that |
the |
binding |
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422 FUTURE DNA SEQUENCING WITHOUT LENGTH FRACTIONATION
Figure 12.30 |
Use of SBH for comparative hybridization. ( |
a |
) Schematic layout of 15 base probes |
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(b ) Example of actual data probing for differences in human mitochondrial DNA. Top panel shows |
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hybridization with the same sequence as used to design the array. Bottom panel shows |
hybridiza- |
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tion with a sequence with a single T to C transition in position 16,493. ( |
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c ) Example of hybridization |
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to a full array. Panels ( |
b ) and ( c ) from Chee et al. (1996). |
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OLIGONUCLEOTIDE STACKING HYBRIDIZATION |
423 |
Figure 12.31 |
Basic strategy in oligonucleotide stacking hybridization |
TABLE 12.1 Calculated Thermodynamic Stabilities of Some
Ordinary Oligonucleotide Complexes and Other Complexes
Involved in Stacking Hybridization
Energetics of Stacking Hybridization
Structure |
a |
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n |
8 |
7 |
6 |
5 |
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38 |
33 |
25 |
15 |
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33 |
25 |
15 |
3 |
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25 |
15 |
3 |
14 |
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51 |
46 |
40 |
31 |
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46 |
40 |
31 |
21 |
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40 |
31 |
21 |
11 |
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Note: Calculated |
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T m (° C, average base composition). |
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a Structures consist of a long target and a probe of length |
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n . The top three samples |
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are ordinary hybridization; the bottom three are stacking hybridization. |
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Figure 12.32 Example of the ability of oligonucleotide stacking hybridization to discriminate against mismatches. Taken from Mirzabekov et al.