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Corresponding author: Andrew H. Paterson, 111 Riverbend Rd., Rm. 228, University of Georgia, Athens, GA 30602., paterson{at}uga.edu (E-mail)
Communicating editor: J. A. BIRCHLER
| ABSTRACT |
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We report a genetic recombination map for Sorghum of 2512 loci spaced at average 0.4 cM (
300 kb) intervals based on 2050 RFLP probes, including 865 heterologous probes that foster comparative genomics of Saccharum (sugarcane), Zea (maize), Oryza (rice), Pennisetum (millet, buffelgrass), the Triticeae (wheat, barley, oat, rye), and Arabidopsis. Mapped loci identify 61.5% of the recombination events in this progeny set and reveal strong positive crossover interference acting across intervals of
50 cM. Significant variations in DNA marker density are related to possible centromeric regions and to probable chromosome structural rearrangements between Sorghum bicolor and S. propinquum, but not to variation in levels of intraspecific allelic richness. While cDNA and genomic clones are similarly distributed across the genome, SSR-containing clones show different abundance patterns. Rapidly evolving hypomethylated DNA may contribute to intraspecific genomic differentiation. Nonrandom distribution patterns of multiple loci detected by 357 probes suggest ancient chromosomal duplication followed by extensive rearrangement and gene loss. Exemplifying the value of these data for comparative genomics, we support and extend prior findings regarding maize-sorghum syntenyin particular, 45% of comparative loci fall outside the inferred colinear/syntenic regions, suggesting that many small rearrangements have occurred since maize-sorghum divergence. These genetically anchored sequence-tagged sites will foster many structural, functional and evolutionary genomic studies in major food, feed, and biomass crops.
AS a model for the large genomes of many tropical grasses, sorghum [Sorghum bicolor L. Moench.; 748772 million base pairs (Mbp); ARUMUGANATHAN and EARLE 1991] is a logical complement to Oryza (rice;
420 Mbp; ![]()
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22922716 Mbp) with which it may have shared common ancestry between 11 (![]()
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25473605 Mbp) polyploid that ranks among the world's most economically important crops, may have shared a common ancestor as recently as 5 million years ago (![]()
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50 million years ago (![]()
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Worldwide, sorghum is the fifth most important grain crop grown based on tonnage, after maize, wheat, rice, and barley (http://www.fao.org). Sorghum is unusually tolerant of low input levels, an essential trait for areas such as northeast Africa and the U.S. Southern Plains that receive too little rainfall for most other grains. In the more arid countries of northeast Africa, such as Sudan, sorghum contributes 39% of the calories in the human diet (http://www.fao.org; 1999 statistics). Increased demand for limited fresh water supplies, coupled with global climatic trends and expanding populations, suggests that dryland crops such as sorghum will be of growing importance.
Despite the likely growing importance of sorghum, its improvement has lagged behind that of maize, wheat, and rice, each of which have more than doubled in average yield on a worldwide basis in the last 38 years while sorghum yields have gained only 51% (average 19611963 compared to 19992001; http://www.fao.org). In sub-Saharan Africa, already home to many of the world's hungry and with a population projected to double over the next 40 years (U.S. Census Bureau estimates 2002; http://www.census.gov), sorghum yields have gained only 6% over the last 38 years compared to 50% gains in wheat and maize (http://www.fao.org).
In the U.S., sorghum was introduced over 200 years ago, possibly by Benjamin Franklin (![]()
S. bicolor is native to Africa. One other euploid species exists within the genus, S. propinquum, which is native to Asia and contains many "weediness" traits such as rhizomes, small seeds, and shattering. The genus also includes S. halepense, a tetraploid (2n = 40) thought to be derived from naturally occurring crosses between S. bicolor and S. propinquum (both 2n = 20). S. halepense is among the world's most noxious weeds, with widespread distribution. In the U.S., many local epithets for S. halepense have largely been supplanted by the term "Johnson grass," first documented in an 1874 letter, referring to Colonel William Johnson, an Alabaman who sowed it on his farm (![]()
Cross-fertility between S. bicolor and S. propinquum has permitted us not only to benefit from high levels of DNA polymorphism between them to build the detailed molecular map described herein, but also to conduct genetic analysis of many traits associated with grass domestication (e.g., ![]()
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| MATERIALS AND METHODS |
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Laboratory procedures:
The genetic population and molecular methods are as previously described (![]()
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5 µg DNA per lane digested with 15 units of EcoRI, HindIII, or XbaI (Promega, Madison, WI), electrophoresed and blotted onto Hybond N+ (Amersham, Arlington Heights, IL), rinsed in 2x SSC, and stored at 4° until use. About 2050 ng of PCR-amplified fragment was labeled with [32P]dCTP, hybridized to blots, washed, and exposed to X-ray film as described (![]()
DNA markers and sequences:
Prefixes of DNA markers used and their sources are as follows. Arabidopsis cDNA: AEST (R. Scholl, Arabidopsis Biological Resources Center, Ohio State University), AHD and HMG (T. Thomas, Texas A&M); Barley cDNA: BCD (M. Sorrells and S. Tanksley, Cornell); Johnsongrass rhizome cDNA: pHER, pSHR (Y. SI and A. H. PATERSON, unpublished results); Maize PstI genomic clones: BNL, UMC (E. Coe and M. McMullen, University of Missouri); Maize cDNA: CSU (Coe, McMullen); Millet Pst1 genomic clones: M (M. Gale, John Innes Center); Oat cDNA: CDO (Sorrells, Tanksley); Sorghum cDNA: HHU (![]()
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Sequences were obtained from the National Center for Biotechnology Information (NCBI) or developed in house by end sequencing of probes using standard methods. In house sequencing used a software pipeline in which sequence data in ABI trace file format were input into the programs PHRED (version 0.000925.c) and CROSS_MATCH (version 0.990329 with minmatch = 12 and minscore = 20) to trim poor quality and vector sequence. Residual vector and primer sequences were trimmed manually and sequences of <50 nucleotides in length were removed from further analysis. A list of GenBank accession numbers is available as supplementary documentation at http://www.genetics.org/supplemental/.
Map construction:
A framework map of
600 codominant markers was constructed using the program MAPMAKER v2.0 on the PC, with error detection on (![]()
After the map had been constructed, it was manually edited to reduce the number of recombinations by exporting the locations of crossovers observed in the map into a spreadsheet. Instances with multiple recombinations for an individual progeny plant were reordered if possible to reduce the total number of recombination events observed. This step involved extensive checking of the raw data (films) for errors, with the plants apparently responsible for double recombinations being rechecked. Ostensibly codominant markers that could not be placed on the map were split into two dominant markers to attempt their mapping separately. Final map distances were computed using ![]()
| RESULTS |
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Genetic map:
The SB x SP map (Table 1; Fig 1 and available at http://www.plantgenome.uga.edu/sorghummap) is composed of 2512 loci on 10 linkage groups that collectively span 1059.2 cM (![]()
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On the basis of the 65 F2 plants used, a single recombination event yields an estimate of 0.77 cM between consecutive loci, which defines the resolution limit of the map. Consequently, loci are plotted to intervals of this size (in the figure rounded to one decimal place).
All of the restriction fragment length polymorphism (RFLP) markers tested could be placed on the map although a small number (<20) that had initially been scored were determined in retrospect to be too faint for accurate scoring and were discarded. A similar number of markers with two segregating bands of nearly the same migration rates, which could not be reliably distinguished from one another, were also discarded. Another group of <20 markers that could not be mapped showed segregation ratios approaching 15:1 and were assumed to be caused by two loci with indistinguishable band sizes and were therefore discarded.
Duplicate probes were removed from the map by inspection of genomic hybridization patterns for cosegregating loci and also by sequence comparisons of most probes. Some probes used in past studies were shown to be identical to newly mapped sorghum probes and in a few cases cDNAs from other species corresponded closely to sorghum probes or to one another. In cases where RFLP markers had similar or identical sequences and mapped to similar or identical loci, one of the duplicates was removed from the map. In total, this resulted in the removal of 336 markers at 386 loci (which are not included in the 2050 probes and 2512 loci that compose the map). The genetic locations and corresponding information for these loci remain available at our web site (http://www.plantgenome.uga.edu/sorghummap).
Recombinational interference:
Recombinational interference was assessed by comparing the frequency of occurrence of "double crossover" genotypes (i.e., aaabaa; bbabbb) to "adjacent crossover" genotypes (i.e., aaabbb; bbabaa) as a function of the size of the interval that contains the two crossovers required to produce each genotype. In the absence of interference, these two different classes of genotypes would be equally probable; however, only 121 double crossovers were found in the population vs. 262 adjacent crossovers, a highly significant difference (Fig 2). The numbers of observed genotypes in the two categories differ significantly (P < 0.05) from the expected (equal numbers) for cases in which the two recombination events were separated by 010 cM, 1020 cM, and 4050 cM and narrowly missed significance for the 2030 cM (0.07) and 3040 cM (0.06) spacings. Over intervals of >50 cM, no significant differences were found in the frequency of double vs. adjacent crossovers.
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Segregation distortion:
Five regions on the genetic map showed segregation distortion significant at the 5% level. The apices of distortion in the five regions were on LG B near cM 50.0, LG C near cM 46.2, LG D near cM 66.2, LG G near cM 26.2, and LG I near cM 0.0. Curiously, all five regions showed segregation distortion favoring the S. bicolor alleles. By far the most striking case was on LG Cthe apex of the distortion was near the locus CSU507 and comprised a segregation ratio of 41:17:2 (homozygous S. bicolor:heterozygote:homozygous S. propinquum), significantly (P < 3 x 10-12) different from the expected 1:2:1 ratio. In a larger set of F2 progeny from the same cross (![]()
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Patterns of DNA marker distribution:
We evaluated the distribution of DNA markers across the sorghum map by comparing intervals of exactly 10.0 cM in length, starting from the top of each chromosome as drawn (Fig 1), except that the last interval in each group was either
15 cM or
5 cM to accommodate the varying lengths of the linkage groups. On the basis of the total number of loci per linkage group, the Poisson probability distribution function was applied to identify intervals that contained significant excesses or deficiencies of various classes of probes. We note that two regions (C04 and D04-07) were preferentially enriched for markers because they contain genes that we seek to clone [C04, the sorghum Sh1 gene regulating shattering of the mature inflorescence (![]()
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Virtually every linkage group has at least one interval containing more loci than would be expected to occur by chance in 1% or fewer cases (A06-7; B01 and B08; C02, -04, and -08; D02 and D04-07; E05; F06-8; G04 and G06-7; H04-05; I06; and J04 and -06).
Significant marker deficiencies were associated with 13 intervals, including A01*, A02; B10 and B12*; C06, C07, and C12*; F01*, F05, F11, and F13*; G09; and H02. These included a disproportionately large number, 5 (25%), of the terminal intervals (*), but the reduced length of three terminal intervals (B12 = 5.8 cM; C12 = 7.5 cM; F13 = 8.7 cM) contributed partly to their marker deficiencies. The distributions of genomic and cDNA clone-derived loci over the intervals were closely correlated (r = 0.79).
Distribution of dominant loci:
A total of 666 (26%) loci showed dominant inheritance, segregating as presence of an allele from one parent and absence from the other parent. A total of 395 (15.7%) of the dominant alleles were from SB and 269 (10.7%) from SP, a highly significant difference (
2 = 23.9, 1 d.f., P < 1.1 x 10-6). Distribution of dominant loci is shown in Fig 1 and Fig 3.
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Among the 395 SB-derived dominant loci, 74 (18.7%) are in the single 10-cM interval C05, far beyond the random expectation (>8 loci would have been expected in only 1% of cases). The same interval also is enriched for codominant loci (44), but contains only 2 SP-derived dominant loci (nominally below the average of 2.7). By far the largest concentration of SP-derived dominant loci (23, 8.6%) was in interval H05while this interval is generally marker rich, the number of SP-derived dominants in this interval is
50% higher than the number of SB-derived dominants (15), the opposite of their 50% lower abundance elsewhere in the genome. Several other intervals are also preferentially enriched for dominant loci from one parent or the other: F07 contains an abundance of 9 (P
0.0009) SP-derived dominant loci vs. 0 SB-derived dominants (P
0.085); H01 contains an abundance of SB-derived dominants (P < 0.0013) vs. only 1 SP-derived dominant (P
0.25) and I09 contains an abundance of 7 (P
0.0009) SP-derived dominants, vs. 1 SB-derived dominant (P
0.29).
Even after removing the dominant probes mapping to interval C04 of LG C, a significant excess of S. bicolor-derived dominant markers (321, vs. 267 S. propinquum dominants, significant at the 5% level) still remains. Curiously, this excess is explained almost completely by one marker class, the pSB probes, which were derived from S. bicolor hypomethylated (PstI-digested) genomic DNA. The pSB clones detected 152 S. bicolor dominants and 102 S. propinquum dominants (exclusive of probes mapping to LG C05). After removing the pSB clones, there remains a nonsignificant difference of 169 S. bicolor dominants vs. 165 S. propinquum dominants for non-pSB probes outside of interval C05.
Simple sequence repeat-containing loci:
On the basis of the sequences of 1933 probes (see http://www.plantgenome.uga.edu/sorghummap for GenBank accession numbers) we were able to identify 130 simple sequence repeat (SSR)-containing sequences (defining an SSR as 6 or more repeats of a dinucleotide or repeats stretching 15 or more base pairs of longer repeat units). Although the distributions of genomic and cDNA clone-derived loci were closely correlated (r = 0.79), the genomic distribution of the SSRs was only loosely related to that of the entire population of mapped DNA probes (r = 0.33), suggesting that SSRs may locate in different genomic domains more frequently than low-copy probes. The relationship between SSR distribution and probe distribution was somewhat closer (r = 0.43) after removing the strong biases in distribution of dominant loci, partly attributable to possible genomic rearrangements (see below). The map location of SSR-containing clones is shown in Fig 1. Further characterization of a subset of the SSRs has been described (![]()
Distribution of duplicate loci:
Among the 2050 probes mapped, a total of 357 revealed DNA polymorphisms at multiple loci that could be mapped, with 279 detecting 2 loci, 58 detecting 3 loci, 13 detecting 4 loci, 6 detecting 5 loci, and 1 detecting 6 loci. The distribution of duplicated loci across the genome is illustrated in Fig 4, composed of 606 data points (keeping in mind that 2-locus probes generate 1 point of intersection, 3-locus probes generate 3 points, 4-locus probes generate 6 points, 5-locus probes generate 10 points, and 6-locus probes generate 15 points). A clickable web-based version of this figure is available at http://www.genetics.org/supplemental/, which displays the probes and exact loci involved. On the basis of a chi-square contingency test, the distribution of duplicate loci over pairs of linkage groups was not random (
2 = 224.06, with 81 d.f.). Several pairs of linkage groups showed striking excesses of duplicated loci (A and G, C and G, C and H, E and H, E and I). Associations of individual linkage groups with multiple partners (for example G with A and C), together with our prior observations (![]()
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Correspondence to gene arrangements in other taxa:
Table 2 summarizes the sources of clones and loci that have been mapped to date, illustrating the opportunities to use this map as a basis for comparisons of many Poaceae taxa.
As an especially important example of the utilization of these data, Fig 5 illustrates comparative alignments of the sorghum and maize genomes based on 952 loci from the maize "bins" map (![]()
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2 = 790.04, with 81 d.f., P < 9 x 10-117). A total of 19 (19%) cells with the largest excesses (from 7.5 to 36.6) of observed data over random expectations account for 520 (55%) of the corresponding points and 74% (582.84) of the chi-square deviation from randomness, suggesting the correspondences illustrated in Fig 5 and listed in Table 3.
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Marker sequence annotation:
Multiple local alignment searches using the programs blastn and tblastx were used for sequence annotation against publicly available databases of the NCBI as of November 21, 2002. The default matrix BLOSUM 62 and a cutoff of 1 x 10-6 were used in all BLAST searches. The NCBI database was subdivided into several taxon-specific groups to allow for the efficient determination of not only the best overall hit, but also the best hit among closely related species, excluding unannotated expressed sequence tag and genomic survey sequence database entries. Additional analyses included the use of hidden Markov models to classify sequence data by protein sequence signature. The program InterProScan (![]()
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| DISCUSSION |
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This genetically anchored set of sequence-tagged sites provides transferable DNA markers suitable for a wide range of investigations in structural, functional, and evolutionary genomics in several major grain and biomass crops. Although the map was created using the RFLP method and has been applied to several goals by this technology (e.g., ![]()
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This framework of genetically anchored sequence-tagged sites will also provide a foundation for physical mapping and ultimately assembling a robust finished sequence of the sorghum genome. The present map permits us to assign loci to bins of
0.77 cM; on average, this represents
300 kb of genomic DNA based on a consensus genome size estimate of 750 Mbp (although we have recently estimated the genome to be somewhat smaller,
690 kb; ![]()
10x coverage of the genome and are composed of individual BACs that average
120 kb in length, this will permit us to resolve the order of closely linked loci to an average resolution of
12 kb, assuming that the breakpoints of individual BACs are more or less evenly distributed through the genome. By simply hybridizing the 2050 mapped probes to the 10x-coverage BAC libraries, we expect to identify
20,000 BACs in each library, comprising
50% of the genome. Further, both libraries have been fingerprinted (http://www.genome.arizona.edu/fpc/sorghum/), permitting the resulting "contigs" to be extended further. By selective BAC end sequencing and the use of comparative approaches made possible by the alignment of our genetically mapped sequences to the nearly completed rice sequence, a robust genetically anchored physical map is expected to coalesce.
Nonrandom patterns of DNA marker distribution provide clues to the locations of interesting and important features of sorghum genome organization. On most chromosomes, at least one significant concentration of loci appears to correspond to the centromeric region. We have recently applied overgo (![]()
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Clearly, more information will be needed to explain the multiple, dispersed marker-dense regions found on several linkage groups. For example, linkage group B has one terminal concentration of markers and another interstitial concentration. We have recently shown that some sorghum chromosomes have cytologically distinguishable knobs (D. G. PETERSON and A. H. PATERSON, unpublished observations), and future studies will investigate whether these could account for some marker excesses or deficiencies. Linkage groups C, D, G, and J also show multimodal distributions of marker density that warrant further study.
Differences in the abundance of dominant genetic marker loci appear to suggest that a chromosome structural rearrangement has occurred since the divergence of S. bicolor and S. propinquum from a common ancestor. The single 10-cM interval C05 contains 74 (18.7%) of the 395 SB-derived dominant loci found, far beyond the random expectation (see above), and 71 of these cosegregate at the single location cM 46.2 (along with 6 codominants, and one locus dominant for the SP allele). Curiously, this interval is also the apex of the most pronounced segregation distortion found (41:17:2, favoring bicolor homozygotes as described above). The DNA sequences of some of the probes that detect S. bicolor-dominant markers at LG C, cM 46.2 correspond to various portions of the ribosomal DNA [specifically AEST602 matches 18s rRNA (GenBank accession no. X16077) at e < 10-200 and C152 and pRC017 match the 25S ribosomal RNA gene (GenBank accession nos. M11585 and AY108843) at e = 10-170 and e = 4 x 10-71, respectively].
These three probes also mapped as dominant markers for the S. propinquum allele on LG H at cM 32.340.0, near the interval (H05) that contained by far the largest concentration of SP-derived dominant loci (23, 8.6%). This suggests that the ribosomal DNA and a large flanking area may have moved in one of the two sorghums since their divergence from a common ancestor, a hypothesis that we are further investigating (D. G. PETERSON, J. E. BOWERS and A. H. PATERSON, unpublished data) and that is consistent with recent findings in rice (![]()
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The finding that many S. bicolor hypomethylated (PstI-digested) genomic probes lacked a homolog in S. propinquum suggests that there has been considerable and rapid divergence or deletion of low-copy DNA in these taxa. In contrast to cDNAs and excepting the probes mapping near the ribosomal DNA discussed above, a total of 728 pSB probes detect 152 dominant loci that lack an S. propinquum allele vs. only 102 loci that lack an S. bicolor allele, a highly significant difference. This suggests that a portion of the sorghum genome may be composed of rapidly evolving low-copy DNA, such as has been reported for tomato (![]()
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The genomic distribution of mapped (i.e., polymorphic in SB x SP) loci shows little relationship to differences in levels of intraspecific allelic diversity in different chromosomal regions (![]()
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By virtue of a very high level of DNA polymorphism (![]()
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Despite the clear value of the comparative approach for fostering progress in study of gene arrangement in complex genomes (e.g., Saccharum) or underexplored taxa (e.g., Pennisetum, Cynodon, Echinochloa, and Panicum), it is equally important to note that a remarkable 45% of comparative data fell in regions other than those we infer to correspond between sorghum and maize. Many of these incongruities are likely to reflect nonchromosomal rearrangement mechanisms that are becoming clear from microsynteny studies (![]()
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While our results clearly reinforce the evidence in support of the duplication of most regions of the maize genome, many questions remain about the levels, patterns, and antiquity of chromatin duplication within sorghum itself. The patterns of distribution of duplicate loci in sorghum are clearly not random, with many small islands of colinearity evident, and adjacent intervals often showing correspondence to syntenic intervals (A2, -3, and -4 to G3, -1, and -4; E3-4 to H2-1; F3-4 to I3, I1; J2, -4 to I2-1). However, for
30% of the genome we can discern no corresponding duplicated region, and another 30% shows correspondence to two or more unlinked regions. Duplication of sorghum chromatin appears to more closely resemble the pattern observed for rice, in which the completed sequence (![]()
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| ACKNOWLEDGMENTS |
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We honor the memory of coauthor Keith F. Schertz, who made many of these discoveries possible while teaching several of us about sorghum and about much more. Science is richer for his efforts, and we are poorer for his passing. We thank the USDA-National Research Initiative, National Science Foundation Plant Genome Research Program, International Consortium for Sugarcane Biotechnology, and U.S. Golf Association for financial support of various aspects of this work.
Manuscript received February 5, 2003; Accepted for publication May 5, 2003.
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