| United States Patent Application |
20100240061
|
| Kind Code
|
A1
|
|
Butruille; David
;   et al.
|
September 23, 2010
|
Soybean Polymorphisms and Methods of Genotyping
Abstract
Polymorphic soybean DNA loci useful for genotyping between at least two
varieties of soybean. Sequences of the loci are useful for designing
primers and probe oligonucleotides for detecting polymorphisms in soybean
DNA. Polymorphisms are useful for genotyping applications in soybean. The
polymorphic markers are useful to establish marker/trait associations,
e.g. in linkage disequilibrium mapping and association studies,
positional cloning and transgenic applications, marker-aided breeding and
marker-assisted selection, and identity by descent studies. The
polymorphic markers are also useful in mapping libraries of DNA clones,
e.g. for soybean QTLs and genes linked to polymorphisms.
| Inventors: |
Butruille; David; (Des Moines, IA)
; Wu; Kunsheng; (Ballwin, MO)
; Gupta; Anju; (Ankeny, IA)
; Johnson; Dick; (Urbana, IL)
; Eathington; Sam; (Ames, IA)
; Bull; Jason; (St. Louis, MO)
; Edwards; Marlin; (Davis, CA)
|
| Correspondence Address:
|
THOMPSON COBURN, LLP
ONE US BANK PLAZA
ST. LOUIS
MO
63101
US
|
| Assignee: |
MONSANTO TECHNOLOGY, LLC
St. Louis
MO
|
| Family ID:
|
36596982
|
| Appl. No.:
|
12/762918
|
| Filed:
|
April 19, 2010 |
Related U.S. Patent Documents
| | | | |
|
| Application Number | Filing Date | Patent Number | |
|---|
| | 11216545 | Aug 31, 2005 | | |
| | 12762918 | | | |
| | 60606062 | Aug 31, 2004 | | |
|
|
| Current U.S. Class: |
435/6.13 ; 435/6.18 |
| Current CPC Class: |
C07H 21/04 20130101; C12Q 1/6895 20130101; C12Q 2600/156 20130101 |
| Class at Publication: |
435/6 |
| International Class: |
C12Q 1/68 20060101 C12Q001/68 |
Claims
1. A set of four oligonucleotides useful for identifying a polymorphism
in soybean DNA identified in Table I comprising (a) a pair of isolated
nucleic acid molecules which can hybridize to DNA which flanks a
polymorphism identified in Table 1; (b) a pair of detector nucleic acid
molecules which are useful for detecting each nucleotide in a single
nucleotide polymorphism in a segment of DNA amplified by said pair of
nucleic acid molecule primers of (a), wherein said detector nucleic acid
molecules comprise (1) at least 12 nucleotide bases and a detectable
label, or (2) at least 15 nucleotide bases, and wherein the sequence of
said detector nucleic acid molecules is identical except for said
nucleotide polymorphism and is at least 95 percent identical to a
sequence of the same number of consecutive nucleotides in either strand
of said segment of polymorphic soybean DNA locus said polymorphism.
2. A method of analyzing DNA of a soybean plant comprising the steps of
(a) acquiring a set of one or more oligonucleotide primer pairs and
cognate oligonucleotide probe pairs for detecting one or more of the
allelic SNP or Indel polymorphisms identified in Table 1, wherein a
primer pair is useful for amplifying a segment of DNA including said
allelic SNP or Indel polymorphism and said cognate oligonucleotide probe
pair is useful for detecting allelic forms of said SNP or Indel
polymorphism in said segment of DNA; and (b) analyzing the genome of a
population of soybean plants using said oligonucleotide primers and
probes to identify the presence of allelic forms of said one or more of
the allelic SNP or Indel polymorphisms identified in Table I.
3. A method of claim 2 further comprising the steps of (a) characterizing
one or more traits for said population of soybean plants and (b)
associating said traits with said allelic SNP or Indel polymorphisms.
4. A method of claim 2 wherein said set of oligonucleotide primers and
probes includes primers and probes for detecting at least a polymorphism
in each chromosome.
5. A method of claim 2 wherein said set of oligonucleotides primers and
probes includes primers and probes for detecting polymorphisms in a
plurality of sequences of polymorphic soybean DNA sequences which
includes at least one sequence in the set of sequences consisting of SEQ
ID NO:1-8783.
6. A method of claim 2 wherein said polymorphisms are used to identify at
least one haplotype which is an allelic segment of genomic DNA
characterized by at least two polymorphisms in linkage disequilibrium and
wherein said polymorphisms are in a genomic windows of not more than 10
centimorgans in length.
7. A method of claim 6 wherein said polymorphisms are used to identify a
plurality of haplotypes in a series of adjacent genomic windows of up to
10 centimorgans in length in each soybean chromosome.
8. A method of claim 7 wherein a trait value is computed for each of said
haplotypes.
9. A method of claim 8 wherein said trait value identifies a trait
selected from the group consisting of yield, lodging, maturity, plant
height, disease resistance, or a combination of traits as a multiple
trait index.
10. A method of claim 7 wherein said trait value is resistance to soybean
cyst nematode, brown stem rot, soybean rust or sudden death syndrome.
Description
CROSS REFERENCE TO RELATED APPLICATIONS
[0001] This application is a divisional of U.S. patent application Ser.
No. 11/216,545, filed Aug. 31, 2005, which is incorporated herein by
reference in its entirety, which claims the benefit of U.S. Provisional
Application Ser. No. 60/606,062, filed Aug. 31, 2004, which is
incorporated herein by reference in its entirety.
INCORPORATION OF SEQUENCE LISTING
[0002] A text file of the Sequence Listing contained in the file named
"SoySNP2005 ST25.txt" which is 17,726,573 bytes (measured in
MS-Windows.RTM.) and identical to the computer readable copy of the
sequence listing filed in the parent application U.S. patent application
Ser. No. 11/216,545, filed Aug. 31, 2005, is electronically filed
herewith and incorporated by reference.
INCORPORATION OF TABLES
[0003] Table 1 contained in the file named "SoySNP2005_Table1.txt" which
is 2,228,365 bytes (measured in MS-Windows.RTM.) and identical in content
to the file containing Table 1 filed in the parent application U.S.
patent application Ser. No. 11/216,545, filed Aug. 31, 2005, is
electronically filed herewith and incorporated by reference.
TABLE-US-LTS-CD-00001
LENGTHY TABLES
The patent application contains a lengthy table section. A copy of the
table is available in electronic form from the USPTO web site
(http://seqdata.uspto.gov/?pageRequest=docDetail&DocID=US20100240061A1).
An electronic copy of the table will also be available from the USPTO
upon request and payment of the fee set forth in 37 CFR 1.19(b)(3).
FIELD OF THE INVENTION
[0004] Disclosed herein are soybean polymorphisms, nucleic acid molecules
related to such polymorphisms and methods of using such polymorphisms and
molecules, e.g. in genotyping.
BACKGROUND
[0005] Polymorphisms are useful as genetic markers for genotyping
applications in the agriculture field, e.g. in plant genetic studies and
commercial breeding. See for instance U.S. Pat. Nos. 5,385,835;
5,437,697; 5,385,835; 5,492,547; 5,746,023; 5,962,764; 5,981,832 and
6,100,030, and U.S. application Ser. No. 09/861,478 (filed May 18, 2001),
09/969,373 (filed (Oct. 2, 2001), and 10/389,566 (filed Mar. 14, 2003),
the disclosures of all of which are incorporated herein by reference. The
highly conserved nature of DNA combined with the rare occurrences of
stable polymorphisms provides genetic markers, which are both predictable
and discerning of different genotypes. Among the classes of existing
genetic markers are a variety of polymorphisms indicating genetic
variation including restriction-fragment-length polymorphisms (RFLPs),
amplified fragment-length polymorphisms (AFLPs), simple sequence repeats
(SSRs), single nucleotide polymorphisms (SNPs) and insertion/deletion
polymorphisms (Indels). Because the number of genetic markers for a plant
species is limited, the discovery of additional genetic markers will
facilitate genotyping applications including marker-trait association
studies, gene mapping, gene discovery, marker-assisted selection and
marker-assisted breeding. Evolving technologies make certain genetic
markers more amenable for rapid, large scale use. For instance,
technologies for SNP detection indicate that SNPs may be preferred
genetic markers.
SUMMARY OF THE INVENTION
[0006] This invention provides a large number of genetic markers from
soybean genomic DNA. These genetic markers comprise soybean DNA loci,
which are useful for genotyping applications involving at least two
varieties of soybean. A polymorphic soybean locus of this invention
comprises at least 20 consecutive nucleotides which include or are
adjacent to a polymorphism which is identified herein, e.g. in Table 1.
[0007] One aspect of this invention is a method of analyzing DNA of a
soybean plant comprising the steps of accessing a set of polymorphic
soybean DNA sequences comprising one or more of the polymorphisms
identified in Table 1, e.g. where the set of polymorphic soybean DNA
sequences comprises any one of SEQ ID NO:1 through SEQ ID NO:8783. Such a
method further comprises assembling a selected set of DNA sequences from
the accessed set of polymorphic soybean DNA sequences and storing the
selected set on a computer readable medium. A sequence of DNA extracted
from a soybean plant can be analyzed by comparing the extracted DNA
sequence with sequences in the selected set of DNA sequences, e.g. to
identify polymorphisms in the DNA extracted from a soybean plant.
[0008] In one aspect of the method the selected set comprises all of the
DNA sequences of SEQ ID NO: 1 through SEQ ID NO:8783. In other aspects of
the method the selected set can comprise significantly fewer of the
polymorphic soybean DNA sequences, e.g. a set of limited to a single
chromosome or QTL or a set which is relatively evenly distributed over
the genome, or a set which is informative for a trait. [0009] Another
aspect of this invention provides a method for determining the genotype
of a soybean plant, e.g. by determining the sequence of DNA of a soybean
plant, its transcribed mRNA or its translated amino acids, and comparing
the determined sequence to the sequence of a selected set of polymorphic
soybean DNA sequences, their transcribed mRNA or translated amino acids.
Such comparing allows the identification of allelic character of
polymorphisms in the genome of a soybean plant. Still another aspect of
this invention provides a method for genotyping a soybean plant by
assaying DNA from tissue of a soybean plant to identify the allelic state
of a nucleic acid polymorphism in a polymorphic soybean DNA locus
identified herein in Table 1. Such assaying can comprise amplifying
segments of soybean DNA using a pair of oligonucleotide primers designed
to hybridize to the 5' end of each of opposite strands of a segment of
soybean DNA including a polymorphism which is identified in Table 1. The
assaying can further comprise hybridizing an oligonucleotide detector,
e.g. having a sequence which hybridizes to the sequence of the DNA at or
adjacent to the polymorphism. In such assaying the oligonucleotide
primers and oligonucleotide detector can be designed to hybridize to
segments of one of the selected set of DNA sequences. A useful assay
includes Taqman.RTM. assays for SNP detection. Such a method of analyzing
a soybean plant more particularly comprises the steps of [0010] (a)
acquiring a set of one or more oligonucleotide primer pairs and cognate
oligonucleotide probe pairs for detecting one or more of the allelic SNP
or Indel polymorphisms identified in Table 1, wherein a primer pair is
useful for amplifying a segment of DNA including said allelic SNP or
Indel polymorphism and said cognate oligonucleotide probe pair is useful
for detecting allelic forms of said SNP or Indel polymorphism in said
segment of DNA; and [0011] (b) analyzing the genome of a population of
soybean plants using said oligonucleotide primers and probes to identify
the presence of allelic forms of said one or more of the allelic SNP or
Indel polymorphisms identified in Table 1. An aspect of the method uses a
set of oligonucleotide primers and probes for detecting at least a
polymorphism in each chromosome. Another aspect of the method uses a set
of oligonucleotides primers and probes for detecting polymorphisms in a
plurality of sequences of polymorphic soybean DNA sequences which
includes at least one sequence in the set of sequences consisting of SEQ
ID NO:1-8783.
[0012] In another aspect of the invention the polymorphisms are used to
identify haplotypes which are allelic segments of genomic DNA
characterized by at least two polymorphisms in linkage disequilibrium and
wherein said polymorphisms are in a genomic windows of not more than 10
centimorgans in length, e.g. not more than about 8 centimorgans or
smaller windows, e.g. in the range of say 1 to 5 centimorgans. Especially
useful methods of the invention use such polymorphisms to identify a
plurality of haplotypes in a series of adjacent genomic windows in each
soybean chromosome, e.g. providing essentially full genome coverage with
such windows. With a sufficiently large and diverse breeding population
of soybeans, it is possible to identify a high quantity of haplotypes in
each window, thus providing allelic DNA that can be associated with one
or more traits to allow focused marker assisted breeding. Thus, an aspect
of the soybean analysis of this invention further comprises the steps of
characterizing one or more traits for said population of soybean plants
and associating said traits with said allelic SNP or Indel polymorphisms,
preferably organized to define haplotypes. Such traits include yield,
lodging, maturity, plant height and disease resistance, e.g. resistance
to soybean cyst nematode, soybean rust, brown stem rot, sudden death
syndrome and the like. To facilitate breeding it is useful to compute a
value for each trait or a value for a combination of traits, e.g. a
multiple trait index. The weight allocated to various traits in a
multiple trait index can vary depending of the objectives of breeding.
For instance, if yield is a key objective, the yield value may be
weighted at 50 to 80%, maturity, lodging, plant height or disease
resistance may be weighted at lower percentages in a multiple trait
index.
[0013] Another aspect of this invention provides a method of genotyping
further comprising identifying one or more phenotypic traits for at least
two soybean lines and determining associations between said traits and
polymorphisms.
[0014] Still another aspect of this invention is directed to the use of a
selected set of polymorphic soybean DNA sequences in soybean breeding,
e.g. by selecting a soybean line on the basis of its genotype at a
polymorphic locus has a sequence within the selected set of polymorphic
soybean DNA sequences
[0015] Another aspect of this invention provides a method of breeding
soybean plants comprising the steps of: [0016] (a) identifying trait
values for at least two haplotypes in at least two genomic windows of up
to 10 centimorgans for a breeding population of at least two soybean
plants; [0017] (b) breeding two soybean plants in said breeding
population to produce a population of progeny seed; [0018] (c)
identifying the allelic state of polymorphisms in each of said windows in
said progeny seed to determine the presence of said haplotypes; and
[0019] (c) selecting progeny seed having the higher trait values
identified for determined haplotypes in said progeny seed. In aspects of
the breeding method trait values are identified for at least two
haplotypes in each adjacent genomic window over essentially the entirety
of each chromosome. In another useful aspect of the method progeny seed
is selected for a higher trait value for yield for a haplotype in a
genomic window of up to 10 centimorgans in each chromosome. In another
aspect of the invention, the breeding method is directed to increased
yield, where the trait value is for the yield trait, where trait values
are ranked for haplotypes in each window, and where a progeny seed is
selected which has a trait value for yield in a window that is higher
than the mean trait value for yield in said window. In certain aspects of
the breeding methods the haplotypes are defined using the polymorphisms
identified in Table 1 or are defined as being in the set of DNA sequences
that comprises all of the DNA sequences of SEQ ID NO: 1 through SEQ ID
NO:8783, or as being in linkage disequilibrium with one of those
polymorphisms.
[0020] The methods of this invention characterized by marker
identification can be carried out using oligonucleotide primers and
oligonucleotides detectors. Thus, another aspect of the invention is
directed to such oligonucleotides, e.g. sets of oligonucleotides
functional with a marker. More particularly, this invention provides a
pair of isolated nucleic acid molecules comprising oligonucleotide
primers for amplifying soybean DNA to identify the presence of a
polymorphism in the DNA, e.g. oligonucleotides comprising at least 12
consecutive nucleotides which are at least 90% identical to ends of a
segment of DNA of the same number of nucleotides in opposite strands of a
polymorphic soybean DNA locus having a sequence which is at least 90%
identical to a sequence in a subset of polymorphic soybean DNA sequences
disclosed herein (or a complement thereof). More preferably such a pair
of oligonucleotides comprise at least 15 consecutive nucleotides, or
more, e.g. at least 20 consecutive nucleotides. More particularly, when
hybridization to a SNP is contemplated for marker assay for identifying a
polymorphism in soybean DNA, a set will comprise four oligonucleotides,
e.g. a pair of isolated nucleic acid molecules for amplifying DNA which
can hybridize to DNA which flanks a polymorphism and a pair of detector
nucleic acid molecules which are useful for detecting each nucleotide in
a single nucleotide polymorphism in a segment of the amplified DNA. In
preferred aspects of the invention such detector nucleic acid molecules
comprise at least 12 nucleotide bases and a detectable label, or at least
15 nucleotide bases, and the sequence of the detector nucleic acid
molecules is identical except for the nucleotide polymorphism (e.g. SNP
or Indel) and is at least 95 percent identical to a sequence of the same
number of consecutive nucleotides in either strand of the segment of
polymorphic soybean DNA locus containing the polymorphism.
DETAILED DESCRIPTION OF PREFERRED EMBODIMENTS
A. Definitions
[0021] As used herein certain terms are defined as follows.
[0022] An "allele" means an alternative sequence at a particular locus;
the length of an allele can be as small as 1 nucleotide base, but is
typically larger. Allelic sequence can be amino acid sequence or nucleic
acid sequence. A "locus" is a short sequence that is usually unique and
usually found at one particular location in the genome by a point of
reference, e.g. a short DNA sequence that is a gene, or part of a gene or
intergenic region. A locus of this invention can be a unique PCR product
at a particular location in the genome. The loci of this invention
comprise one or more polymorphisms i.e. alternative alleles present in
some individuals. "Genotype" means the specification of an allelic
composition at one or more loci within an individual organism. In the
case of diploid organisms, there are two alleles at each locus; a diploid
genotype is said to be homozygous when the alleles are the same, and
heterozygous when the alleles are different. "Haplotype" means an allelic
segment of genomic DNA that tends to be inherited as a unit; such
haplotypes can be characterized by two or more polymorphisms and can be
defined by a size of not greater than 10 centimorgans, e.g. not greater 8
centimorgans. With higher precision, from higher density of
polymorphisms, haplotypes can be characterized by genomic windows in the
range of 1-5 centimorgans.
[0023] "Consensus sequence" means DNA sequence constructed as the
consensus at each nucleotide position of a cluster of aligned sequences.
Such clusters are used to identify SNP and Indel polymorphisms in alleles
at a locus. Consensus sequence can be based on either strand of DNA at
the locus and states the nucleotide base of either one of each SNP in the
locus and the nucleotide bases of all Indels in the locus. Thus, although
a consensus sequence may not be a copy of an actual DNA sequence, a
consensus sequence is useful for precisely designing primers and probes
for actual polymorphisms in the locus.
[0024] "Phenotype" means the detectable characteristics of a cell or
organism which are a manifestation of gene expression.
[0025] "Marker" means a polymorphic sequence. A "polymorphism" is a
variation among individuals in sequence, particularly in DNA sequence.
Useful polymorphisms include single base substitutions (single nucleotide
polymorphisms SNPs), or insertions or deletions in DNA sequence (Indels)
and simple sequence repeats of DNA sequence (SSRs).
[0026] "Marker Assay" means a method for detecting a polymorphism at a
particular locus using a particular method, e.g. phenotype (such as seed
color, flower color, or other visually detectable trait), restriction
fragment length polymorphism (RFLP), single base extension,
electrophoresis, sequence alignment, allelic specific oligonucleotide
hybridization (ASO), RAPID, etc. Preferred marker assays include single
base extension as disclosed in U.S. Pat. No. 6,013,431 and allelic
discrimination where endonuclease activity releases a reporter dye from a
hybridization probe as disclosed in U.S. Pat. No. 5,538,848 the
disclosures of both of which are incorporated herein by reference.
[0027] "Linkage" refers to relative frequency at which types of gametes
are produced in a cross. For example, if locus A has genes "A" or "a" and
locus B has genes "B" or "b" and a cross between parent I with AABB and
parent B with aabb will produce four possible gametes where the genes are
segregated into AB, Ab, aB and ab. The null expectation is that there
will be independent equal segregation into each of the four possible
genotypes, i.e. with no linkage 1/4 of the gametes will of each genotype.
Segregation of gametes into a genotypes differing from 1/4 are attributed
to linkage.
[0028] "Linkage disequilibrium" is defined in the context of the relative
frequency of gamete types in a population of many individuals in a single
generation. If the frequency of allele A is p, a is p', B is q and b is
q', then the expected frequency (with no linkage disequilibrium) of
genotype AB is pq, Ab is pq', aB is p'q and ab is p'q'. Any deviation
from the expected frequency is called linkage disequilibrium.
[0029] "Quantitative Trait Locus (QTL)" means a locus that controls to
some degree numerically representable traits that are usually
continuously distributed.
[0030] Nucleic acid molecules or fragments thereof of the present
invention are capable of hybridizing to other nucleic acid molecules
under certain circumstances. As used herein, two nucleic acid molecules
are said to be capable of hybridizing to one another if the two molecules
are capable of forming an anti-parallel, double-stranded nucleic acid
structure. A nucleic acid molecule is said to be the "complement" of
another nucleic acid molecule if they exhibit "complete complementarity"
i.e. each nucleotide in one sequence is complementary to its base pairing
partner nucleotide in another sequence. Two molecules are said to be
"minimally complementary" if they can hybridize to one another with
sufficient stability to permit them to remain annealed to one another
under at least conventional "low-stringency" conditions. Similarly, the
molecules are said to be "complementary" if they can hybridize to one
another with sufficient stability to permit them to remain annealed to
one another under conventional "high-stringency" conditions. Nucleic acid
molecules which hybridize to other nucleic acid molecules, e.g. at least
under low stringency conditions are said to be "hybridizable cognates" of
the other nucleic acid molecules. Conventional stringency conditions are
described by Sambrook et al., Molecular Cloning, A Laboratory Manual, 2nd
Ed., Cold Spring Harbor Press, Cold Spring Harbor, N.Y., 1989 (Now
onwards referred as Sambrook et al.) and by Haymes et al., Nucleic Acid
Hybridization, A Practical Approach, IRL Press, Washington, D.C. (1985),
each of which is incorporated herein by reference. Departures from
complete complementarity are therefore permissible, as long as such
departures do not completely preclude the capacity of the molecules to
form a double-stranded structure. Thus, in order for a nucleic acid
molecule to serve as a primer or probe it need only be sufficiently
complementary in sequence to be able to form a stable double-stranded
structure under the particular solvent and salt concentrations employed.
[0031] Appropriate stringency conditions which promote DNA hybridization,
for example, 6.0.times. sodium chloride/sodium citrate (SSC) at about
45.degree. C., followed by a wash of 2.0.times.SSC at 50.degree. C., are
known to those skilled in the art or can be found in Current Protocols in
Molecular Biology, John Wiley & Sons, N.Y. (1989), 6.3.1-6.3.6,
incorporated herein by reference. For example, the salt concentration in
the wash step can be selected from a low stringency of about
2.0.times.SSC at 50.degree. C. to a high stringency of about
0.2.times.SSC at 50.degree. C. In addition, the temperature in the wash
step can be increased from low stringency conditions at room temperature,
about 22.degree. C., to high stringency conditions at about 65.degree. C.
Both temperature and salt may be varied, or either the temperature or the
salt concentration may be held constant while the other variable is
changed.
[0032] In a preferred embodiment, a nucleic acid molecule of the present
invention will specifically hybridize to one strand of a segment of
soybean DNA having a nucleic acid sequence as set forth in SEQ ID NO: 1
through SEQ ID NO: 6578 under moderately stringent conditions, for
example at about 2.0.times.SSC and about 65.degree. C., more preferably
under high stringency conditions such as 0.2.times.SSC and about
65.degree. C.
[0033] As used herein "sequence identity" refers to the extent to which
two optimally aligned polynucleotide or peptide sequences are invariant
throughout a window of alignment of components, e.g. nucleotides or amino
acids. An "identity fraction" for aligned segments of a test sequence and
a reference sequence is the number of identical components which are
shared by the two aligned sequences divided by the total number of
components in reference sequence segment, i.e. the entire reference
sequence or a smaller defined part of the reference sequence. "Percent
identity" is the identity fraction times 100.
B. Nucleic Acid Molecules
Loci, Primers and Probes
[0034] The soybean loci of this invention comprise DNA sequence which
comprises at least 20 consecutive nucleotides and includes or is adjacent
to one or more polymorphisms identified in Table 1. Such soybean loci
have a nucleic acid sequence having at least 90% sequence identity, more
preferably at least 95% or even more preferably for some alleles at least
98% and in many cases at least 99% sequence identity, to the sequence of
the same number of nucleotides in either strand of a segment of soybean
DNA which includes or is adjacent to the polymorphism. The nucleotide
sequence of one strand of such a segment of soybean DNA may be found in a
sequence in the group consisting of SEQ ID NO: 1 through SEQ ID NO:6578.
It is understood by the very nature of polymorphisms that for at least
some alleles there will be no identity at the polymorphic site itself.
Thus, sequence identity can be determined for sequence that is exclusive
of the polymorphism sequence. The polymorphisms in each locus are
identified more particularly in Table 1.
[0035] For many genotyping applications it is useful to employ as markers
polymorphisms from more than one locus. Thus, one aspect of the invention
provides a collection of different loci. The number of loci in such a
collection can vary but will be a finite number, e.g. as few as 2 or 5 or
10 or 25 loci or more, for instance up to 40 or 75 or 100 or more loci,
e.g. selected because they comprise a set which is limited to a single
chromosome or QTL or is relatively evenly distributed over the genome, or
is informative for one or more traits.
[0036] Another aspect of the invention provides nucleic acid molecules
which are capable of hybridizing to the polymorphic soybean loci of this
invention. In certain embodiments of the invention, e.g. which provide
PCR primers, such molecules comprises at least 15 nucleotide bases.
Molecules useful as primers can hybridize under high stringency
conditions to a one of the strands of a segment of DNA in a polymorphic
locus of this invention. Primers for amplifying DNA are provided in
pairs, i.e. a forward primer and a reverse primer. One primer will be
complementary to one strand of DNA in the locus and the other primer will
be complementary to the other strand of DNA in the locus, i.e. the
sequence of a primer is preferably at least 90%, more preferably at least
95%, identical to a sequence of the same number of nucleotides in one of
the strands. It is understood that such primers can hybridize to sequence
in the locus which is distant from the polymorphism, e.g. at least 5, 10,
20, 50 or up to about 100 nucleotide bases away from the polymorphism.
Design of a primer of this invention will depend on factors well known in
the art, e.g. avoidance of repetitive sequence.
[0037] Another aspect of the nucleic acid molecules of this invention are
hybridization probes for polymorphism assays. In one aspect of the
invention such probes are oligonucleotides comprising at least 12
nucleotide bases and a detectable label. The purpose of such a molecule
is to hybridize, e.g. under high stringency conditions, to one strand of
DNA in a segment of nucleotide bases which includes or is adjacent to the
polymorphism of interest in an amplified part of a polymorphic locus.
Such oligonucleotides are preferably at least 90%, more preferably at
least 95%, identical to the sequence of a segment of the same number of
nucleotides in one strand of soybean DNA in a polymorphic locus. The
detectable label can be a radioactive element or a dye. In preferred
aspects of the invention, the hybridization probe further comprises a
fluorescent label and a quencher, e.g. for use hybridization probe assays
of the type known as Taqman.RTM. assays, available from Applied
Biosystems, Foster City, Calif.
[0038] For assays where the molecule is designed to hybridize adjacent to
a polymorphism which is detected by single base extension, e.g. of a
labeled dideoxynucleotide, such molecules can comprise at least 15, more
preferably at least 16 or 17, nucleotide bases in a sequence which is at
least 90 percent, preferably at least 95%, identical to a sequence of the
same number of consecutive nucleotides in either strand of a segment of
polymorphic soybean DNA. Oligonucleotides for single base extension
assays are available from Orchid Biosciences, Inc.
[0039] Such primer and probe molecules are generally provided in groups of
two primers and one or more probes for use in genotyping assays.
Moreover, it is often desirable to conduct a plurality of genotyping
assays for a plurality of polymorphisms. Thus, this invention also
provides collections of nucleic acid molecules, e.g. in sets which
characterize a plurality of polymorphisms.
C. Identifying Polymorphisms
[0040] Polymorphisms in a genome can be determined by comparing cDNA
sequence from different lines. While the detection of polymorphisms by
comparing cDNA sequence is relatively convenient, evaluation of cDNA
sequence allows no information about the position of introns in the
corresponding genomic DNA. Moreover, polymorphisms in non-coding sequence
cannot be identified from cDNA. This can be a disadvantage, e.g. when
using cDNA-derived polymorphisms as markers for genotyping of genomic
DNA. More efficient genotyping assays can be designed if the scope of
polymorphisms includes those present in non-coding unique sequence.
[0041] Genomic DNA sequence is more useful than cDNA for identifying and
detecting polymorphisms. Polymorphisms in a genome can be determined by
comparing genomic DNA sequence from different lines. However, the genomic
DNA of higher eukaryotes typically contains a large fraction of
repetitive sequence and transposons. Genomic DNA can be more efficiently
sequenced if the coding/unique fraction is enriched by subtracting or
eliminating the repetitive sequence.
[0042] There are a number of strategies that can be employed to enrich for
coding/unique sequence. Examples of these include the use of enzymes
which are sensitive to cytosine methylation, the use of the McrBC
endonuclease to cleave repetitive sequence, and the printing of
microarrays of genomic libraries which are then hybridized with
repetitive sequence probes.
[0043] C.1. Methylated Cytosine Sensitive Enzymes:
[0044] The DNA of higher eukaryotes tends to be very heavily methylated,
however it is not uniformly methylated. In fact, repetitive sequence is
much more highly methylated than coding sequence. Coding/unique sequence
can therefore be enriched by exploiting this difference in methylation
pattern. See U.S. Pat. No. 6,017,704 for methods of mapping and
assessment of DNA methylation patterns in CG islands. Some restriction
endonucleases are sensitive to the presence of methylated cytosine
residues in their recognition site. Such methylation sensitive
restriction endonucleases may not cleave at their recognition site if the
cytosine residue in either an overlapping 5'-CG-3' or an overlapping
5'-CNG-3' is methylated. Methylation sensitive restriction endonucleases
include the 4 base cutters: Aci I, Hha I, HinP1 I, HpaII and Msp I, the 6
base cutters: Apa I, Age I, Bsr F I, BssH II, Eag I, Eae I, MspM II, Nar
I, Pst I, Pvu I, Sac II, Sma I, Stu I and Xho I and the 8 base cutter:
Not I. For example, DNA cleavage at the site CTGCAG by Pst I is inhibited
when the C residues are methylated. In order to enrich for coding/unique
sequence soybean libraries can be constructed from genomic DNA digested
with Pst I (or other methylation sensitive enzymes), and size
fractionated by agarose gel electrophoresis. Regions of the genome which
are heavily methylated (i.e., regions with a high fraction of repetitive
sequences) have a higher number of Pst I sites that are methylated.
Therefore, most of the Pst 1 sites in repetitive DNA will not be cleaved
during Pst 1 digestion, and the repetitive sequence will tend to consist
mostly of high molecular weight, uncleaved DNA. In contrast, regions of
the genome that are not heavily methylated (i.e. regions containing a
large fraction of coding/unique sequence) should contain a large fraction
of unmethylated Pst I sites which will be cleaved during digestion,
producing relatively smaller fragments. When digested DNA is
electrophoresed through agarose, relatively larger fragments from heavily
methylated, non-coding DNA regions are separated from relatively smaller
fragments derived from coding/unique sequence. Coding region-enriched DNA
fragments (commonly between 500-3000 bp) can be excised from the gel,
purified and ligated into a Pst I digested vector, e.g. pUC18. The
ligation products are transformed by electroporation into a plurality of
suitable bacterial hosts, e.g. DH10B, to produce a library of clones
enriched for coding/unique sequence. Individual clones can be sequenced
to provide the sequence of the inserted coding region DNA.
[0045] In order to reduce the sequence complexity of any particular
library, the DNA in the range 500 to 10,000 bp can be further
size-fractionated by incrementally excising fragments from the gel.
Useful ranges of size-fractionated fragments include 500-600 bp, 600-700
bp, 700-800 bp, 800-900 bp, 900-1100 bp, 1100-1500 bp, 1500-2000 bp,
2000-2500 bp and 2500-3000 bp. A series of size-fractionated reduced
representation libraries are constructed by ligating purified DNA from
each size fraction separately to the vector. A small sample of clones
from each library (for example about 400 clones) is sequenced to
determine the fraction of repetitive sequence present in each particular
library. Comparison of reduced representation libraries prepared from a
variety of different soybean lines indicates that many fractions contain
less than 10% repetitive sequence and some fractions contain more than
20% repetitive sequence. Preferred reduced representation libraries
contain less than 20% repetitive sequence, more preferably less than 15%
repetitive sequence and even more preferably less than 10% repetitive
sequence. By determining the fraction of repetitive sequence throughout
the whole series of size fractionated reduced representation libraries,
the libraries with the smallest fraction of repetitive sequence can be
selected for deep sequencing (usually 10,000-20,000 clones). Since the
purpose of obtaining sequence is for polymorphism detection, the
equivalent libraries representing the same size fraction for both soybean
strains are sequenced, or alternatively a library consisting of a mixture
of DNA from different soybean strains is sequenced. Another advantage of
using reduced representation libraries for polymorphism detection is that
it increases the probability of recovering the equivalent sequences from
both soybean lines. Polymorphisms can only be detected if the equivalent
sequence is available from both lines.
[0046] C.2. McrBC Endonuclease
[0047] An alternative method for enriching coding region DNA sequence
enrichment uses McrBC endonuclease restriction. As a defense against
invading foreign DNA from phage/viruses, E. coli contain endonucleases,
e.g. an McrBC endonuclease, which cleave methylated cytosine-containing
DNA. This feature can be exploited to enrich DNA with regions of the
genome which are not heavily methylated, e.g. the presumed coding region
DNA. Reduced representation libraries can be constructed using genomic
DNA fragments which are cleaved by physical shearing or digestion with
any restriction enzyme. DNA fragments are transformed into an E. coli
host that contains an McrBC endonuclease, e.g. E. coli strain JM107 or
DH5a. When the bacterial host is transformed with a DNA fragment which
contains methylated DNA region, the McrBC endonuclease will cleave the
inserted DNA and the plasmid will not be propagated. When the bacterial
host is transformed with a DNA fragment that is not methylated, the
plasmid will be propagated, and a colony will grow on the agar plate
allowing the clone to be sequenced. A small sample of clones from
libraries generated in this manner are sampled, and the fraction of
repetitive sequenced determined. McrBC endonuclease can also be used with
methylated cytosine sensitive endonuclease to further reduce the fraction
of repetitive sequence in libraries that are not suitable for sequencing,
e.g. sequences that contain more than 15% repetitive sequence.
[0048] C.3. Microarraying Reduced Representation Libraries
[0049] Another method to enrich for coding/unique sequence is to construct
reduced representation libraries (using methylation sensitive or
non-methylation sensitive enzymes), print microarrays of the library on
nylon membrane, and hybridize with probes made from repetitive elements
known to be present in the library. Clones containing repetitive sequence
elements are identified, and the library is re-arrayed by picking only
the negative clones. This process is performed by randomly picking clones
from a reduced representation library into 384-well plates and culturing
them. Micro-arrays can be prepared by printing clone DNA from the
collection of 384-well plates in determined patterns on supports, such as
glass supports or nylon membranes. The fabrication of microarrays
comprising thousands of distinct clones, e.g. up to about 25,000 clones
or more, are well known in the art. See for instance, U.S. Pat. No.
5,807,522 for methods for fabricating microarrays of spotted
polynucleotides at high density. A small sample of clones from the
reduced representation library, e.g. about 400 clones, can be sequenced
to identify repetitive sequence elements. Clones containing the
repetitive sequences are retrieved, and the clones used to make
radioactive probes which are hybridized on the nylon arrays. Radioactive
isotope label elements include .sup.32P, .sup.33P, .sup.35S, .sup.125I,
and the like with .sup.33P being especially preferred. The arrays are
analyzed for hybridization by detecting radiation, e.g. using a Fuji
Phosphoimager.TM. imaging screen. After an appropriate exposure time the
array image is read as a digital file representing the hybridization
intensity from each array element which is proportional to amount of
labeled repeat sequence. This radiation image identifies all the clones
on the array which correspond to repetitive sequence clones, and also
identifies the 384-well plate and well location of each repetitive
sequence clone. With this information, all the non-repetitive sequence
clones can be picked from the original plates and relocated onto a new
set of plates which do not contain repetitive sequence clones. This
method can be used to lower the fraction of repetitive sequence in
reduced representation libraries from approximately 25% to about 1-2%.
D. Detecting Polymorphisms
[0050] Polymorphisms in DNA sequences can be detected by a variety of
effective methods well known in the art including those disclosed in U.S.
Pat. Nos. 5,468,613 and 5,217,863; 5,210,015; 5,876,930; 6,030,787
6,004,744; 6,013,431; 5,595,890; 5,762,876; 5,945,283; 5,468,613;
6,090,558; 5,800,944 and 5,616,464, all of which are incorporated herein
by reference in their entireties. For instance, polymorphisms in DNA
sequences can be detected by hybridization to allele-specific
oligonucleotide (ASO) probes as disclosed in U.S. Pat. Nos. 5,468,613 and
5,217,863. The nucleotide sequence of an ASO probe is designed to form
either a perfectly matched hybrid or to contain a mismatched base pair at
the site of the variable nucleotide residues. The distinction between a
matched and a mismatched hybrid is based on differences in the thermal
stability of the hybrids in the conditions used during hybridization or
washing, differences in the stability of the hybrids analyzed by
denaturing gradient electrophoresis or chemical cleavage at the site of
the mismatch.
[0051] U.S. Pat. No. 5,468,613 discloses allele specific oligonucleotide
hybridizations where single or multiple nucleotide variations in nucleic
acid sequence can be detected in nucleic acids by a process in which the
sequence containing the nucleotide variation is amplified, spotted on a
membrane and treated with a labeled sequence-specific oligonucleotide
probe.
[0052] Length variation in DNA nucleotide sequence repeats such as
microsatellites, simple sequence repeats (SSRs) and short tandem repeats
(STRs) can be detected by mass spectroscopy methods as disclosed in U.S.
Pat. No. 6,090,558 The advantages of using mass spectrometry include a
dramatic increase in both the speed of analysis (a few seconds per
sample) and the accuracy of direct mass measurements.
[0053] Target nucleic acid sequence can also be detected by probe ligation
methods as disclosed in U.S. Pat. No. 5,800,944 where sequence of
interest is amplified and hybridized to probes followed by ligation to
detect a labeled part of the probe.
[0054] Target nucleic acid sequence can also be detected by probe linking
methods as disclosed in U.S. Pat. No. 5,616,464 employing at least one
pair of probes having sequences homologous to adjacent portions of the
target nucleic acid sequence and having side chains which non-covalently
bind to form a stem upon base pairing of said probes to said target
nucleic acid sequence. At least one of the side chains has a
photoactivatable group which can form a covalent cross-link with the
other side chain member of the stem.
D.1. Primer Base Extension Assay
[0055] A preferred method for detecting SNPs and Indels is a labeled base
extension method as disclosed in U.S. Pat. Nos. 6,004,744; 6,013,431;
5,595,890; 5,762,876; and 5,945,283. These methods are based on primer
extension and incorporation of detectable nucleoside triphosphates. The
primer is designed to anneal to the sequence immediately adjacent to the
variable nucleotide which can be can be detected after incorporation of
as few as one labeled nucleoside triphosphate. The method uses three
synthetic oligonucleotides. Two of the oligonucleotides serve as PCR
primers and are complementary to sequence of the locus of soybean genomic
DNA which flanks a region containing the polymorphism to be assayed.
Using soybean genomic DNA as a template the primer oligonucleotides are
used in PCR to produce sufficient copies of the region of the locus
containing the polymorphisms so that allelic discrimination can be
conducted. Following amplification of the region of the soybean genome
containing the polymorphism, the PCR product is mixed with the third
oligonucleotide (called an extension primer) which is designed to
hybridize to the amplified DNA immediately adjacent to the polymorphism
in the presence of DNA polymerase and two differentially labeled
dideoxynucleosidetriphosphates. If the polymorphism is present on the
template, one of the labeled dideoxynucleosidetriphosphates can be added
to the primer in a single base chain extension. The allele present is
then inferred by determining which of the two differential labels was
added to the extension primer. Homozygous samples will result in only one
of the two labeled bases being incorporated and thus only one of the two
labels will be detected. Heterozygous samples have both alleles present,
and will thus direct incorporation of both labels (into different
molecules of the extension primer) and thus both labels will be detected.
[0056] To design primers for soybean polymorphism detection by single base
extension the sequence of the locus is first masked to prevent design of
any of the three primers to sites that match known soybean repetitive
elements (e.g., transposons) or are of very low sequence complexity (di-
or tri-nucleotide repeat sequences). Design of primers to such repetitive
elements will result in assays of low specificity, through amplification
of multiple loci or annealing of the extension primer to multiple sites.
[0057] PCR primers are preferably designed (a) to have an optimal
annealing temperature for PCR in the range of 55 to 60.degree. C., (b) to
have lengths in the range of 18 to 25 bases, and (c) to produce a product
in the size range 75 to 200 base pairs with the polymorphism to be
assayed located at least 25 bases from the 3' end of each primer. The
extension primers must be chosen to contain minimal self- or inter-primer
complementarity, or the efficiency and/or specificity of the PCR reaction
will be reduced.
[0058] The extension primer is designed to anneal immediately adjacent to
the polymorphism, such that the 3' end of the annealed extension primer
immediately abuts the polymorphic site. The extension primer can lie
either to the 5' or 3' side of the polymorphism; however, if it is
designed to lie on the 3' side, then the sequence of the extension primer
must match the reverse complement of the sequence adjacent to the
polymorphism. The extension primer must contain no self-complementarity
that will enable self-annealing, or the incorporation of the labeled
ddNTPs may result from self-priming of the extension primer, obscuring
the results of polymorphism-directed incorporation. If the nature of the
sequence adjacent to the polymorphic site makes it impossible to design
an extension primer that is fully non-self-complementary, the extent of
self-annealing may be limited by replacing one or two bases of the
extension primer with abasic sites, as long as the abasic sites are not
introduced into the three 3' most positions.
[0059] The labeled ddNTPs chosen for inclusion in the reaction are
determined by the nature of the polymorphism, and whether the extension
primer lies those that match the first base of the polymorphism. For
example, in the case of an AG polymorphism, the ddNTPs would be
ddATP-label(1) and ddGTP-label(2) for one strand as template or
ddTTP-label(1) and ddCTP-label(2) for the other stand. Labels can be
chosen from among a wide variety of chemical moieties, including affinity
or immunological labels, fluorescent dyes and mass tags. In the most
common embodiment of the process, affinity and immunological labels are
used, followed by appropriate detection reagents. In the present example,
ddATP-FITC and ddGTP-biotin might be employed, followed by incubation
with anti-FITC-antibody conjugated to the enzyme horseradish peroxidase
(HRP-anti-FITC), and streptavidin conjugated to the enzyme alkaline
phosphatase (AP-streptavidin).
D.2. Labeled Probe Degradation Assay
[0060] In another preferred method for detecting polymorphisms SNPs and
Indels can be detected by methods disclosed in U.S. Pat. Nos. 5,210,015;
5,876,930 and 6,030,787 in which an oligonucleotide probe having a 5'
fluorescent reporter dye and a 3' quencher dye covalently linked to the
5' and 3' ends of the probe. When the probe is intact, the proximity of
the reporter dye to the quencher dye results in the suppression of the
reporter fluorescence, e.g. by Forster-type energy transfer. During PCR
forward and reverse primers hybridize to a specific sequence of the
target DNA flanking a polymorphism. The hybridization probe hybridizes to
polymorphism-containing sequence within the amplified PCR product. In the
subsequent PCR cycle DNA polymerase with 5'.fwdarw.3' exonuclease
activity cleaves the probe and separates the reporter dye from the
quencher dye resulting in increased fluorescence of the reporter. A
useful assay is available from Applied Biosystems as the Taqman.RTM.
assay which employs four synthetic oligonucleotides in a single reaction
that concurrently amplifies the soybean genomic DNA, discriminates
between the alleles present, and directly provides a signal for
discrimination and detection. Two of the four oligonucleotides serve as
PCR primers and generate a PCR product encompassing the polymorphism to
be detected. Two others are allele-specific
fluorescence-resonance-energy-transfer (FRET) probes. FRET probes
incorporate a fluorophore and a quencher molecule in close proximity so
that the fluorescence of the fluorophore is quenched. The signal from a
FRET probes is generated by degradation of the FRET oligonucleotide, so
that the fluorophore is released from proximity to the quencher, and is
thus able to emit light when excited at an appropriate wavelength. In the
assay, two FRET probes bearing different fluorescent reporter dyes are
used, where a unique dye is incorporated into an oligonucleotide that can
anneal with high specificity to only one of the two alleles. Useful
reporter dyes include 6-carboxy-4,7,2',7'-tetrachlorofluorecein (TET),
(VIC) and 6-carboxyfluorescein phosphoramidite (FAM). A useful quencher
is 6-carboxy-N,N,N',N'-tetramethylrhodamine (TAMRA). Additionally, the 3'
end of each FRET probe is chemically blocked so that it can not act as a
PCR primer. During the assay, soybean genomic DNA is added to a buffer
containing the two PCR primers and two FRET probes. Also present is a
third fluorophore used as a passive reference, e.g., rhodamine X (ROX) to
aid in later normalization of the relevant fluorescence values
(correcting for volumetric errors in reaction assembly). Amplification of
the genomic DNA is initiated. During each cycle of the PCR, the FRET
probes anneal in an allele-specific manner to the template DNA molecules.
Annealed (but not non-annealed) FRET probes are degraded by TAQ DNA
polymerase as the enzyme encounters the 5' end of the annealed probe,
thus releasing the fluorophore from proximity to its quencher. Following
the PCR reaction, the fluorescence of each of the two fluorescers, as
well as that of the passive reference, is determined fluorometrically.
The normalized intensity of fluorescence for each of the two dyes will be
proportional to the amounts of each allele initially present in the
sample, and thus the genotype of the sample can be inferred.
[0061] To design primers and probes for the assay the locus sequence is
first masked to prevent design of any of the three primers to sites that
match known soybean repetitive elements (e.g., transposons) or are of
very low sequence complexity (di- or tri-nucleotide repeat sequences).
Design of primers to such repetitive elements will result in assays of
low specificity, through amplification of multiple loci or annealing of
the FRET probes to multiple sites.
[0062] PCR primers are designed (a) to have a length in the size range of
18 to 25 bases and matching sequences in the polymorphic locus, (b) to
have a calculated melting temperature in the range of 57 to 60.degree.
C., e.g. corresponding to an optimal PCR annealing temperature of 52 to
55.degree. C., (c) to produce a product which includes the polymorphic
site and has a length in the size range of 75 to 250 base pairs. The PCR
primers are preferably located on the locus so that the polymorphic site
is at least one base away from the 3' end of each PCR primer. The PCR
primers must not be contain regions that are extensively self- or
inter-complementary.
[0063] FRET probes are designed to span the sequence of the polymorphic
site, preferably with the polymorphism located in the 3' most 2/3 of the
oligonucleotide. In the preferred embodiment, the FRET probes will have
incorporated at their 3' end a chemical moiety which, when the probe is
annealed to the template DNA, binds to the minor groove of the DNA, thus
enhancing the stability of the probe-template complex. The probes should
have a length in the range of 12 to 17 bases, and with the 3'MGB, have a
calculated melting temperature of 5 to 7.degree. C. above that of the PCR
primers. Probe design is disclosed in U.S. Pat. Nos. 5,538,848; 6,084,102
and 6,127,121.
E. Construction of Genetic Linkage Maps
[0064] Genetic linkage maps can be constructed using the JoinMap version
2.0 software which is described by Stam, P. "Construction of integrated
genetic linkage maps by means of a new computer package: JoinMap, The
Plant Journal, 3: 739-744 (1993); Stam, P. and van Ooijen, J. W. "JoinMap
version 2.0: Software for the calculation of genetic linkage maps (1995)
CPRO-DLO, Wageningen. JoinMap implements a weighted-least squares
approach to multipoint mapping in which information from all pairs of
linked loci (adjacent or not) is incorporated. Linkage groups are formed
using a LOD threshold of 5.0.
[0065] Alternatively genetic linkage maps can be constructed using the
MAPMAKER/EXP v3.0 software described by Landers et al (Lander E. S.,
Green P., Abrahamson J., Barlow A., Daly M. J., Lincoln S. E., and
Newburg I., Genomics 1: 174-181, 1987). MAPMAKER/EXP performs full
multipoint linkage analysis (simultaneous estimation of all recombination
fractions from the primary data) for dominant, recessive, and co-dominant
(e.g. RFLP-like) markers. Public SSRs, e.g. approximately 1 every 20 cM,
can be used as frameworks prior to SNP placement on the 20 linkage groups
of soybean (Cregan P. B., Jarvik T., Bush L., Shoemaker R. C., Lark K.
G., Kahler A. L., VanToai T. T., Lohnes D. G., Chung J., Specht J. E.,
Crop Sci. 39:1464-1490, 1999). MAPMAKER/EXP's "group" command can be used
at LOD thresholds of 20.0, 10.0, 5.0, and 3.0 for gross linkage group
assignment. Next, "order" command (LOD threshold 2.0) is used to order
markers within the linkage groups. The "try" command is used to place all
remaining markers onto the linkage groups. Then the "ripple" command is
used to verify local order. (group", "order", "try", and "ripple"
commands are described in MAPMAKER/EXP). Centimorgan distance is
calculated using the Kosambi or Haldane mapping function. (Kosambi D. D.,
Ann Eugen. 12: 172-175, 1944; Haldane, J. B. S., J. Genet. 8:299-309,
1919.).
[0066] The ordered linkage groups, defined by soft wares JointMap v 2.0 or
MAPMAKER/EXP, are arranged in Microsoft Excel in accordance to the
software's output. SSR and SNP loci, cM distance (Kosambi mapping
function), and genotypic scores are arranged, from top to bottom, to
detect possible errors in scores (double-crossovers and misscores). After
verifying genotypic scores for accuracy and consistency, the loci can be
once again mapped using JointMap v 2.0 or MAPMAKER/EXP to finalize map
order, cM distance, and the addition of previously unmapped loci.
[0067] Jansen discloses an alternative approach for linkage map
construction based on finding a locus order to minimize the total number
of recombination events (Jansen J. et al. in Theor Appl Genet. 102:
1113-1122, 2001). Under many conditions this approach yields a close
approximation to a maximum-likelihood map. A map estimated by this
approach agrees quite closely with the map obtained using JoinMap 2.0
F. Use of Polymorphisms to Establish Marker/Trait Associations
[0068] The polymorphisms in the loci of this invention can be used in
marker/trait associations which are inferred from statistical analysis of
genotypes and phenotypes of the members of a population. These members
may be individual organisms, e.g. soybean, families of closely related
individuals, inbred lines, dihaploids or other groups of closely related
individuals. Such soybean groups are referred to as "lines", indicating
line of descent. The population may be descended from a single cross
between two individuals or two lines (e.g. a mapping population) or it
may consist of individuals with many lines of descent. Each individual or
line is characterized by a single or average trait phenotype and by the
genotypes at one or more marker loci.
[0069] Several types of statistical analysis can be used to infer
marker/trait association from the phenotype/genotype data, but a basic
idea is to detect markers, i.e. polymorphisms, for which alternative
genotypes have significantly different average phenotypes. For example,
if a given marker locus A has three alternative genotypes (AA, Aa and
aa), and if those three classes of individuals have significantly
different phenotypes, then one infers that locus A is associated with the
trait. The significance of differences in phenotype may be tested by
several types of standard statistical tests such as linear regression of
marker genotypes on phenotype or analysis of variance (ANOVA).
Commercially available, statistical software packages commonly used to do
this type of analysis include SAS Enterprise Miner (SAS Institute Inc.,
Cary, N.C.) and Splus (Insightful Corporation. Cambridge, Mass.). When
many markers are tested simultaneously, an adjustment such as Bonferonni
correction is made in the level of significance required to declare an
association.
[0070] Often the goal of an association study is not simply to detect
marker/trait associations, but to estimate the location of genes
affecting the trait directly (i.e. QTLs) relative to the marker
locations. In a simple approach to this goal, one makes a comparison
among marker loci of the magnitude of difference among alternative
genotypes or the level of significance of that difference. Trait genes
are inferred to be located nearest the marker(s) that have the greatest
associated genotypic difference. In a more complex analysis, such as
interval mapping (Lander and Botstein, Genetics 121:185-199 (1989), each
of many positions along the genetic map (say at 1 cM intervals) is tested
for the likelihood that a QTL is located at that position. The
genotype/phenotype data are used to calculate for each test position a
LOD score (log of likelihood ratio). When the LOD score exceeds a
critical threshold value, there is significant evidence for the location
of a QTL at that position on the genetic map (which will fall between two
particular marker loci).
F.1. Linkage Disequilibrium Mapping and Association Studies
[0071] Another approach to determining trait gene location is to analyze
trait-marker associations in a population within which individuals differ
at both trait and marker loci. Certain marker alleles may be associated
with certain trait locus alleles in this population due to population
genetic process such as the unique origin of mutations, founder events,
random drift and population structure. This association is referred to as
linkage disequilibrium. In linkage disequilibrium mapping, one compares
the trait values of individuals with different genotypes at a marker
locus. Typically, a significant trait difference indicates close
proximity between marker locus and one or more trait loci. If the marker
density is appropriately high and the linkage disequilibrium occurs only
between very closely linked sites on a chromosome, the location of trait
loci can be very precise.
[0072] A specific type of linkage disequilibrium mapping is known as
association studies. This approach makes use of markers within candidate
genes, which are genes that are thought to be functionally involved in
development of the trait because of information such as biochemistry,
physiology, transcriptional profiling and reverse genetic experiments in
model organisms. In association studies, markers within candidate genes
are tested for association with trait variation. If linkage
disequilibrium in the study population is restricted to very closely
linked sites (i.e. within a gene or between adjacent genes), a positive
association provides nearly conclusive evidence that the candidate gene
is a trait gene.
F.2. Positional Cloning and Transgenic Applications
[0073] Traditional linkage mapping typically localizes a trait gene to an
interval between two genetic markers (referred to as flanking markers).
When this interval is relatively small (say less than 1 Mb), it becomes
feasible to precisely identify the trait gene by a positional cloning
procedure. A high marker density is required to narrow down the interval
length sufficiently. This procedure requires a library of large insert
genomic clones (such as a BAC library), where the inserts are pieces
(usually 100-150 kb in length) of genomic DNA from the species of
interest. The library is screened by probe hybridization or PCR to
identify clones that contain the flanking marker sequences. Then a series
of partially overlapping clones that connects the two flanking clones (a
"contig") is built up through physical mapping procedures. These
procedures include fingerprinting, STS content mapping and
sequence-tagged connector methodologies. Once the physical contig is
constructed and sequenced, the sequence is searched for all
transcriptional units. The transcriptional unit that corresponds to the
trait gene can be determined by comparing sequences between mutant and
wild type strains, by additional fine-scale genetic mapping, and/or by
functional testing through plant transformation. Trait genes identified
in this way become leads for transgenic product development. Similarly,
trait genes identified by association studies with candidate genes become
leads for transgenic product development.
F.3. Marker-Aided Breeding and Marker-Assisted Selection
[0074] When a trait gene has been localized in the vicinity of genetic
markers, those markers can be used to select for improved values of the
trait without the need for phenotypic analysis at each cycle of
selection. In marker aided breeding and marker-assisted selection,
associations between trait genes and markers are established initially
through genetic mapping analysis (as in A.1 or A.2). In the same process,
one determines which marker alleles are linked to favorable trait gene
alleles. Subsequently, marker alleles associated with favorable trait
gene alleles are selected in the population. This procedure will improve
the value of the trait provided that there is sufficiently close linkage
between markers and trait genes. The degree of linkage required depends
upon the number of generations of selection because, at each generation,
there is opportunity for breakdown of the association through
recombination. Prediction of crosses for new inbred line development
[0075] The associations between specific marker alleles and favorable
trait gene alleles also can be used to predict what types of progeny may
segregate from a given cross. This prediction may allow selection of
appropriate parents to generation populations from which new combinations
of favorable trait gene alleles are assembled to produce a new inbred
line. For example, if line A has marker alleles previously known to be
associated with favorable trait alleles at loci 1, 20 and 31, while line
B has marker alleles associated with favorable effects at loci 15, 27 and
29, then a new line could be developed by crossing A.times.B and
selecting progeny that have favorable alleles at all 6 trait loci.
F.4. Fingerprinting and Introgression of Transgenes
[0076] A fingerprint of an inbred line is the combination of alleles at a
set of marker loci. High density fingerprints can be used to establish
and trace the identity of germplasm, which has utility in germplasm
ownership protection.
[0077] Genetic markers are used to accelerate introgression of transgenes
into new genetic backgrounds (i.e. into a diverse range of germplasm).
Simple introgression involves crossing a transgenic line to an elite
inbred line and then backcrossing the hybrid repeatedly to the elite
(recurrent) parent, while selecting for maintenance of the transgene.
Over multiple backcross generations, the genetic background of the
original transgenic line is replaced gradually by the genetic background
of the elite inbred through recombination and segregation. This process
can be accelerated by selection on marker alleles that derive from the
recurrent parent.
G. Use of Polymorphism Assay for Identifying Gene of Interest
[0078] The polymorphisms and loci of this invention are useful for
identifying and mapping DNA sequence of QTLs and genes linked to the
polymorphisms. For instance, BAC or YAC clone libraries can be queried
using polymorphisms linked to a trait to find a clone containing specific
QTLs and genes associated with the trait. For instance, QTLs and genes in
a plurality, e.g. hundreds or thousands, of large, multi-gene sequences
can be identified by hybridization with an oligonucleotide probe which
hybridizes to a mapped and/or linked polymorphism. Such hybridization
screening can be improved by providing clone sequence in a high density
array. The screening method is more preferably enhanced by employing a
pooling strategy to significantly reduce the number of hybridizations
required to identify a clone containing the polymorphism. When the
polymorphisms are mapped, the screening effectively maps the clones.
[0079] For instance, in a case where thousands of clones are arranged in a
defined array, e.g. in 96 well plates, the plates can be arbitrarily
arranged in three-dimensionally, arrayed stacks of wells each comprising
a unique DNA clone. The wells in each stack can be represented as
discrete elements in a three dimensional array of rows, columns and
plates. In one aspect of the invention the number of stacks and plates in
a stack are about equal to minimize the number of assays. The stacks of
plates allow the construction of pools of cloned DNA.
[0080] For a three-dimensionally arrayed stack pools of cloned DNA can be
created for (a) all of the elements in each row, (b) all of the elements
of each column, and (c) all of the elements of each plate. Hybridization
screening of the pools with an oligonucleotide probe which hybridizes to
a polymorphism unique to one of the clones will provide a positive
indication for one column pool, one row pool and one plate pool, thereby
indicating the well element containing the target clone.
[0081] In the case of multiple stacks, additional pools of all of the
clone DNA in each stack allows indication of the stack having the
row-column-plate coordinates of the target clone. For instance, a 4608
clone set can be disposed in 48 96-well plates. The 48 plates can be
arranged in 8 sets of 6 plate stacks providing 6.times.12.times.8
three-dimensional arrays of elements, i.e. each stack comprises 6 stacks
of 8 rows and 12 columns. For the entire clone set there are 36 pools,
i.e. 6 stack pools, 8 row pools, 12 column pools and 8 stack pools. Thus,
a maximum of 36 hybridization reactions is required to find the clone
harboring QTLs or genes associated or linked to each mapped polymorphism.
[0082] Once a clone is identified, oligonucleotide primers designed from
the locus of the polymorphism can be used for positional cloning of the
linked QTL and/or genes.
H. Computer Readable Media and Databases
[0083] The sequences of nucleic acid molecules of this invention can be
"provided" in a variety of mediums to facilitate use, e.g. a database or
computer readable medium, which can also contain descriptive annotations
in a form that allows a skilled artisan to examine or query the sequences
and obtain useful information. In one embodiment of the invention
computer readable media may be prepared that comprise nucleic acid
sequences where at least 10% or more, e.g. at least 25%, or even at least
50% or more of the sequences of the loci and nucleic acid molecules of
this invention. For instance, such database or computer readable medium
may comprise sets of the loci of this invention or sets of primers and
probes useful for assaying the polymorphisms of this invention. In
addition such database or computer readable medium may comprise a figure
or table of the mapped or unmapped polymorphisms or this invention and
genetic maps.
[0084] As used herein "database" refers to any representation of
retrievable collected data including computer files such as text files,
database files, spreadsheet files and image files, printed tabulations
and graphical representations and combinations of digital and image data
collections. In a preferred aspect of the invention, "database" means a
memory system that can store computer searchable information. Currently,
preferred database applications include those provided by DB2, Sybase and
Oracle.
[0085] As used herein, "computer readable media" refers to any medium that
can be read and accessed directly by a computer. Such media include, but
are not limited to: magnetic storage media, such as floppy discs, hard
disc, storage medium and magnetic tape; optical storage media such as
CD-ROM; electrical storage media such as RAM and ROM; and hybrids of
these categories such as magnetic/optical storage media. A skilled
artisan can readily appreciate how any of the presently known computer
readable mediums can be used to create a manufacture comprising computer
readable medium having recorded thereon a nucleotide sequence of the
present invention.
[0086] As used herein, "recorded" refers to the result of a process for
storing information in a retrievable database or computer readable
medium. For instance, a skilled artisan can readily adopt any of the
presently known methods for recording information on computer readable
medium to generate media comprising the mapped polymorphisms and other
nucleotide sequence information of the present invention. A variety of
data storage structures are available to a skilled artisan for creating a
computer readable medium where the choice of the data storage structure
will generally be based on the means chosen to access the stored
information. In addition, a variety of data processor programs and
formats can be used to store the polymorphisms and nucleotide sequence
information of the present invention on computer readable medium.
[0087] Computer software is publicly available which allows a skilled
artisan to access sequence information provided in a computer readable
medium. The examples which follow demonstrate how software which
implements a search algorithm such as the BLAST algorithm (Altschul et
al., J. Mol. Biol. 215:403-410 (1990), incorporated herein by reference)
and the BLAZE algorithm (Brutlag et al., Comp. Chem. 17:203-207 (1993),
incorporated herein by reference) on a Sybase system can be used to
identify DNA sequence which is homologous to the sequence of loci of this
invention with a high level of identity. Sequence of high identity can be
compared to find polymorphic markers useful with a soybean varieties.
[0088] The present invention further provides systems, particularly
computer-based systems, which contain the sequence information described
herein. Such systems are designed to identify commercially important
sequence segments of the nucleic acid molecules of this invention. As
used herein, "a computer-based system" refers to the hardware, software
and memory used to analyze the nucleotide sequence information. A skilled
artisan can readily appreciate that any one of the currently available
computer-based system are suitable for use in the present invention.
[0089] As indicated above, the computer-based systems of the present
invention comprise a database having stored therein polymorphic markers,
genetic maps, and/or the sequence of nucleic acid molecules of the
present invention and the necessary hardware and software for supporting
and implementing genotyping applications.
Example 1
[0090] This example illustrates identification of SNP and Indel
polymorphisms by comparing alignments of the sequences of contigs and
singletons from at least two separate soybean lines. Genomic and cDNA
libraries from multiple soybean lines were made by isolating genomic DNA
or mRNA from different soybean lines by Plant DNAzol Reagent or RNAzol"
from Life Technologies now Invitrogen (Invitrogen Life Technologies,
Carlsbad, Calif.). For genomic libraries, genomic DNA were digested with
Pst 1 endonuclease restriction enzyme, size fractionated over 1% agarose
gel and ligated in plasmid vector for sequencing by standard molecular
biology techniques as described in Sambrook et al. cDNA libraries were
made by using "SuperScript `plasmid system for cDNA synthesis and plasmid
cloning" kits from Life Technologies now Invitrogen (Invitrogen Life
Technologies, Carlsbad, Calif.) by following manufacturers` instructions.
These libraries were sequenced by standard procedures on ABI
Prism.RTM.377 DNA Sequencer using commercially available reagents
(Applied Biosystems, Foster City, Calif.). All sequences are assembles to
identify non redundant sequences by Pangea Clustering and Alignment Tools
which is available from DoubleTwist Inc., Oakland, Calif. Difference in
sequences from multiple clones on assembles contigs is identified as
single or multiple nucleotide polymorphism. Sequence from multiple
soybean lines is assembled to into loci having one or more polymorphisms,
i.e. SNPs and/or Indels. Candidate polymorphisms are qualified by the
following parameters: [0091] (a) The minimum length of a contig or
singleton for a consensus alignment is 200 bases. [0092] (b) The
percentage identity of observed bases in a region of 15 bases on each
side of a candidate SNP, is at least 75%. [0093] (c) The minimum Phred
quality in each contig at a polymorphism site is 35. [0094] (d) The
minimum Phred quality in a region of 15 bases on each side of the
polymorphism site is 20.
[0095] A plurality of loci having qualified polymorphisms are identified
as having consensus sequence as reported SEQ ID NO: 1 through SEQ ID NO
8783. Qualified SNP and Indel polymorphisms in each locus are identified
in Table 1. More particularly, Table 1 identifies the type and location
of the polymorphisms as follows:
[0096] SEQ ID NO: refers to the sequence number of the polymorphic soybean
DNA locus of the invention, e.g. a SEQ ID NO.
[0097] SEQUENCE NAME refers to an arbitrary name for identifying the
polymorphic soybean DNA locus.
[0098] LENGTH refers to the length of the consensus sequence of the
alleles.
[0099] SNP_ID refers to an arbitrary name for identifying each
polymorphism.
[0100] POSITION refers to the position in the nucleotide sequence of the
polymorphic soybean DNA locus where the polymorphism occurs.
[0101] "A" refers to the total counts of sequence reads in the contig that
contain an "A" at the position specified at "POSITION" column. A also
refers to nucleoside Adenosine.
[0102] "C" refers to the total counts of sequence reads in the contig that
contain a "C" at the position specified at "POSITION" column. C also
refers to nucleoside Cytosine.
[0103] "G" refers to the total counts of sequence reads in the contig that
contain a "G" at the position specified at "POSITION" column. G also
refers to nucleoside Guanosine.
[0104] "T" refers to the total counts of sequence reads in the contig that
contain a "T" at the position specified at "POSITION" column. T also
refers to nucleoside Thymidine.
[0105] "-" refers to the total counts of sequence reads in the contig that
contain a missing base or nucleoside at the position specified at
"POSITION" column.
Example 2
[0106] This example illustrates the use of primer base extension for
detecting a SNP polymorphism. Reference is made to SNP_ID:
GmSNP2004.sub.--10958.sub.--1_t827, in the polymorphic soybean locus of
SEQ ID NO:359. Three polymorphisms in that locus are described more
particularly in the following Table 2A which is extracted from Table 1.
TABLE-US-00001
TABLE 2A
SEQ ID START END ALLELE 1/ ALLELE 2/
NO: SNP_ID Position Position TYPE STRAIN 1 STRAIN 2
359 GmSNP2004_10958_1.sub.----g521 521 521 SNP A/PI507354 G/WILL
359 GmSNP2004_10958_1.sub.----a735 735 735 SNP A/WILL G/PI507354
359 GmSNP2004_10958_1.sub.----t827 827 827 SNP T/WILL C/PI507354
TABLE-US-00002
TABLE 2B
Description Name Probe SNP Sequence
PCR primer 359-827 F GGGTACCTTTGTTATTGTGGCTCTT
PCR primer 359-827 R GATAATCTAAAATATAGAACAAGTGAACCGTCTA
SNP probe 359-827 V VIC C VIC-TTCAGGGTACATTTAT
SNP probe 359-827 M FAM T 6FAM-ATTTTCAGGATACATTTAT
[0107] With reference to Table 2B, forward and reverse PCR primers
("359-827 F" and "359-827 R") and reporter dye-tagged probes ("359-827 V"
and "359-827 M") are designed to hybridize to template DNA sequence in
the polymorphic soybean DNA locus of SEQ ID NO:359_around the C/T SNP
polymorphism of SNP_ID: GmSNP2004.sub.--10958.sub.--1_t827. The assay was
designed from the lower strand in this case. A marker name, NS0115455,
was assigned to this assay. Such probes can be designed and provided by
Applied Biosystems for their proprietary Taqman.RTM. assay (Applied
Biosystems, Foster City, Calif.).
[0108] A quantity of soybean genomic template DNA (e.g. about 2-20
nanograms) is mixed in 5 microliter total volume with four
oligonucleotides, i.e. "359-827 F" forward primer, "359-827 R" reverse
primer, "359-827 V" SNP hybridization probe having a VIC reporter
attached to the 5' end, and "359-827 M" SNP hybridization probe having a
FAM reporter attached to the 5' end with appropriate amount of PCR
reaction buffer containing the passive reference dye ROX. The PCR
reaction is conducted for 35 cycles using a 60.degree. C.
annealing-extension temperature. Following the reaction, the fluorescence
of each fluorophore as well as that of the passive reference is
determined in a fluorimeter. The fluorescence value for each fluorophore
is normalized to the fluorescence value of the passive reference. The
normalized values are plotted against each other for each sample to
produce an allelogram. A successful genotyping assay using the primers
and hybridization probes of this example provides an allelogram with data
points in clearly separable clusters.
[0109] To confirm that an assay produces accurate results, each new assay
is performed on a number of replicates of samples of known genotypic
identity representing each of the three possible genotypes, i.e. two
homozygous alleles and a heterozygous sample. To be a valid and useful
assay, it must produce clearly separable clusters of data points, such
that one of the three genotypes can be assigned for at least 90% of the
data points, and the assignment is observed to be correct for at least
98% of the data points. Subsequent to this validation step, the assay is
applied to progeny of a cross between two highly inbred individuals to
obtain segregation data, which are then used to calculate a genetic map
position for the polymorphic locus.
Example 3
[0110] This example illustrates methods of the invention using
polymorphisms disclosed in Table 1 and in the DNA sequences of SEQ ID
NO:1-8783.
[0111] A breeding population of soybeans with diverse heritage is analyzed
using primer pairs and probe pairs prepared as indicated in Example 2 for
each of the polymorphisms identified in Table 1 based on sequences of SEQ
ID NO:1-8783. Closely linked polymorphisms are identified as
characterizing haplotypes in adjacent genomic windows of about 8
centimorgans across the soybean genome. Haplotypes representing at least
4% of the population are associated with trait values identified for each
member of the soybean population including the trait values for yield,
maturity, lodging, plant height, soybean cyst nematode resistance, brown
stem rot resistance, soybean rust resistance, sudden death syndrome
resistance, drought tolerance and cold germination. The trait values for
each haplotype are ranked in each 8 centimorgan window. Progeny seed from
randomly-mated members of the population are analyzed for the identity of
haplotypes in each window. Progeny seed are selected for planting based
on high trait values for haplotypes identified in said seeds.
Sequence CWU
0
SQTB
SEQUENCE LISTING
The patent application contains a lengthy "Sequence Listing" section. A
copy of the "Sequence Listing" is available in electronic form from the
USPTO web site
(http://seqdata.uspto.gov/?pageRequest=docDetail&DocID=US20100240061A1).
An electronic copy of the "Sequence Listing" will also be available from
the USPTO upon request and payment of the fee set forth in 37 CFR
1.19(b)(3).
0
SQTB
SEQUENCE LISTING
The patent application contains a lengthy "Sequence Listing" section. A
copy of the "Sequence Listing" is available in electronic form from the
USPTO web site
(http://seqdata.uspto.gov/?pageRequest=docDetail&DocID=US20100240061A1).
An electronic copy of the "Sequence Listing" will also be available from
the USPTO upon request and payment of the fee set forth in 37 CFR
1.19(b)(3).
* * * * *