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1.
Malathi Surapaneni Vijay Yepuri Lakshminarayana R. Vemireddy Anuradha Ghanta E. A. Siddiq 《Molecular breeding : new strategies in plant improvement》2014,34(3):1185-1200
The genetic characterization of Indian sesame cultivars and related wild species was analysed using 102 simple sequence repeat (SSR; microsatellite) markers. Of these, 62 were novel sesame-specific microsatellites isolated in the course of the present investigation by constructing genomic libraries. Characterization of the 68 sesame accessions and three related wild species using 72 polymorphic SSR primers resulted in the detection of 170 alleles. The number of alleles ranged from two to four with an average of 2.5 alleles per locus. Polymorphic information content of the markers ranged from 0.43 to 0.88 with an average of 0.66. UPGMA cluster analysis grouped all the accessions into two major clusters with a genetic similarity ranging from 0.40 to 0.91. A moderate to high level of genetic variability was observed. The three wild accessions used in the study formed separate clades and distant genetic relationships were observed between the cultivar lines and wild species. Differentiation of genotypes according to geographical region was not observed. Analysis of molecular variance (AMOVA) analysis revealed that a high percentage of variation was within populations (87.1 %). An overall F st of 0.11 among the populations indicated low population differentiation. The SSR markers developed will be useful for further genetic analysis, linkage mapping and selection of parents in future breeding programmes. 相似文献
2.
S. Riaz K. Huerta-Acosta A. C. Tenscher M. A. Walker 《TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik》2018,131(7):1589-1602
Pierce’s disease (PD) limits the cultivation of Vitis vinifera grape cultivars in California, across the southern United States and into South America. Resistance has been well characterized in V. arizonica, and one resistance locus has been identified (PdR1). However, resistance is poorly characterized in most other grape species. We tested a wide range of Vitis species from the southwestern United States for resistance to PD and used nuclear and chloroplast markers to phenotypically and genetically select a diverse set of resistant accessions. Chloroplast SSR markers identified 11 maternal lineage lines within the set of 17 (14 new and three previously identified) PD resistant accessions. A total of 19 breeding populations (F1 and pseudo-BC1) were developed with the 14 PD resistant accessions, and a total of 705 seedlings were analyzed for PD resistance. Using a limited mapping approach, 12 SSR markers, linked to the PdR1 locus, were used to genotype the breeding populations and phenotypic data were analyzed. Nine accessions had a major resistance quantitative trait locus (QTL) within the genomic region containing PdR1. The phenotypic data for these three resistant accessions, ANU67, b41-13, and T03-16, did not associate with PdR1 linked markers, indicating that their resistance is located in other regions of the genome. These three accessions were identified as candidates for use in the development of framework maps with larger populations capable of detecting additional and unique loci for PD resistance breeding and the stacking of PD resistance genes. 相似文献
3.
Genetic diversity and population structure in Bergenia stracheyi, a threatened medicinal herb in the Western Himalaya of India was analysed using directed amplification of minisatellite DNA (DAMD) and inter simple sequence repeats (ISSR) markers. A total of 41 accessions of B. stracheyi representing three populations (Khillenmarg –KLM, Jalori Pass-JLP and Rohtang-RTG) were considered in the present study. The cumulative data analysis for 26 (10 DAMD + 16 ISSR) markers revealed 87.1% polymorphism. The maximum inter-population genetic distance was found between KLM and JLP, whereas the minimum genetic distance was found between RTG and JLP populations. The analysis of molecular variance (AMOVA) revealed maximum percentage of variation among individuals within populations (75%) than among the populations (25%). Clustering pattern of the three sample populations in STRUCTURE and PCoA analyses showed high genetic variation at population level. The present study revealed that distribution patterns, high altitudinal ranges, high habitat specificity, relatively high gene flow, small and isolated population size have shaped the current population structure of B. stracheyi in the Western Himalayan region. DAMD and ISSR markers have provided significant insights into characterization of B. stracheyi populations, and facilitate selection of appropriate accessions for further utilization in conservation and bioprospecting programmes. 相似文献
4.
Kouamé K. Koffi Ahou A. Gbotto Marie Malice Yao Djè Pierre Bertin Jean-Pierre Baudoin Irié A. Zoro Bi 《Biochemical Systematics and Ecology》2008
To set up a rational collecting strategy for germplasm of the edible-seeded cucurbit Cucumeropsis mannii, a study was conducted using 24 morphological and seven putative enzyme markers to determine the intra-specific variability from 16 and 22 accessions (representing three cultivars), respectively. The analysis of variance, showed a significant difference between the three cultivars. Principal component analysis pointed out a variation among individuals, mainly on the basis of flower, fruit, and seed size. Dendrogram with UPGMA method allowed clustering of the cultivars. Genetic diversity indices estimated equalled: 9.96% for the proportion of polymorphic loci (P), 1.10 for the number of alleles (A) and 0.023 for observed heterozygosity (Ho). The level of the within accessions genetic diversity (HS = 0.078) was higher than among accessions (DST = 0.042). Nei's genetic distances between the three cultivars were also low (0.079–0.147), indicating a high degree of similarity of the analysed cultivars. 相似文献
5.
SNP genotyping in melons: genetic variation, population structure, and linkage disequilibrium 总被引:2,自引:0,他引:2
Cristina Esteras Gelsomina Formisano Cristina Roig Aurora Díaz José Blanca Jordi Garcia-Mas María Luisa Gómez-Guillamón Ana Isabel López-Sesé Almudena Lázaro Antonio J. Monforte Belén Picó 《TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik》2013,126(5):1285-1303
Novel sequencing technologies were recently used to generate sequences from multiple melon (Cucumis melo L.) genotypes, enabling the in silico identification of large single nucleotide polymorphism (SNP) collections. In order to optimize the use of these markers, SNP validation and large-scale genotyping are necessary. In this paper, we present the first validated design for a genotyping array with 768 SNPs that are evenly distributed throughout the melon genome. This customized Illumina GoldenGate assay was used to genotype a collection of 74 accessions, representing most of the botanical groups of the species. Of the assayed loci, 91 % were successfully genotyped. The array provided a large number of polymorphic SNPs within and across accessions. This set of SNPs detected high levels of variation in accessions from this crop’s center of origin as well as from several other areas of melon diversification. Allele distribution throughout the genome revealed regions that distinguished between the two main groups of cultivated accessions (inodorus and cantalupensis). Population structure analysis showed a subdivision into five subpopulations, reflecting the history of the crop. A considerably low level of LD was detected, which decayed rapidly within a few kilobases. Our results show that the GoldenGate assay can be used successfully for high-throughput SNP genotyping in melon. Since many of the genotyped accessions are currently being used as the parents of breeding populations in various programs, this set of mapped markers could be used for future mapping and breeding efforts. 相似文献
6.
Genetic variability and population structure of Bergenia ciliata (Haw.) Sternb., commonly known as “Pashanbheda” (Stone-breaker), collected from the Western Himalayan region of India were estimated using two DNA fingerprinting methods viz., directed amplification of minisatellite DNA (DAMD) and inter simple sequence repeats (ISSR). The cumulative data analysis of DAMD and ISSR markers for 74 accessions from eight populations showed 86.1% polymorphism. Analysis of molecular variance (AMOVA) showed highest percentage of variation within individuals of populations (73.6%) and 21.7% among populations. STRUCTURE and PCoA analyses on the hierarchical partitioning of genetic diversity showed strong admixture of individuals among the eight assumed geographical populations of B. ciliata. The data suggests that high genetic flow is one of the major factors responsible for low genetic differentiation. Preservation of genetic diversity of B. ciliata is important, both to promote adaptability of the populations to changing environment as well as to preserve a large gene pool for future prospection. The present study using DAMD and ISSR markers, therefore, provide the means of rapid characterization of accessions within the populations, and thus enable the selection of appropriate accessions for further utilization in conservation and prospection programmes. 相似文献
7.
Seventy-two Spartina alterniflora accessions originating from four coastal Louisiana basins (18 accessions per basin) were used to evaluate the genetic structure of this native perennial low-intertidal plant species. The objective of this study was to determine the population genetic structure and diversity of S. alterniflora accessions originating from these four basins using amplified fragment length polymorphism (AFLP) markers. A total of 250 unambiguous and highly repeatable AFLP markers, 186 of which (74.4%) were polymorphic, were obtained using four primer combinations. Overall, pairwise similarity estimates between accessions ranged from 0.70 to 0.93 (average = 0.80) with only a small portion of alleles (0.54–1.08%) unique to each basin. The average Hs (genetic diversity within coastal basins) was 0.20 with an Hs values of 0.19, 0.20, 0.20, and 0.21 for Mermentau, Terrebonne, Calcasieu, and Barataria-Breton basin, respectively. AMOVA analysis showed no genetic structure among basins, with the majority of genetic variation, 96.6%, residing within the basins. There was no indication of isolation by distance. Our results suggest that maintaining high levels of genetic diversity can be accomplished through the use of an adequate number of S. alterniflora samples collected within any large basin. Choosing parental lines from several Louisiana coastal basins for breeding purposes may not significantly increase genetic variability among the progeny lines. 相似文献
8.
9.
You-Gen Wu Qiao-Sheng Guo Ji-Chan He You-Fen Lin Li-Juan Luo Guo-Dao Liu 《Biochemical Systematics and Ecology》2010
The diversity and genetic relationship among and within 16 populations of Pogostemon cablin from China were analyzed using ISSR and SRAP markers. High percentage of polymorphism observed by these two markers indicated a high level of genetic diversity existed among P. cablin populations. The percentage of polymorphic bands revealed by these two markers showed genetic variations were much higher between populations of P. cablin than within. The UPGMA clustering results using ISSR, SRAP or ISSR + SRAP combination showed most accessions from the same or adjacent regions were classified together. However, cluster results based on the absolute contents of patchouli alcohol and pogostone did not keep in good accordance with their geographic distributions, which revealed that the forming of patchouli alcohol and pogostone were relevant to the cultivation conditions except for genetic factors and environmental conditions. Finally, an appropriate strategy for conserving the patchouli germplasm was proposed. 相似文献
10.
S. Siju K. Dhanya S. Syamkumar T.E. Sheeja B. Sasikumar A.I. Bhat V.A. Parthasarathy 《Biochemical Systematics and Ecology》2010
Development of a robust set of 18 genomic microsatellite markers from turmeric (Curcuma longa L.) and its effective utilization in estimating the genetic diversity of 20 turmeric accessions are described. A total of 103 alleles were detected with an average of 5.7 alleles per locus. These markers displayed varied levels of polymorphism as evident from its discriminating power ranging from 0.19 to 0.70. The UPGMA cluster analysis of genetic distance values resolved the 20 turmeric accessions into five main groups. Three sets of genetically identical accessions were detected within the analyzed accessions, suggesting a revisit of the germplasm collection strategy based on vernacular identity. The entire grouping pattern of the entities was loose and independent of their geographical origins. These polymorphic SSR markers would be useful for the population genetic studies and germplasm management of turmeric. 相似文献
11.
Alexandre Alonso Alves Leonardo Lopes Bhering Tatiana Barbosa Rosado Bruno Galvêas Laviola Eduardo Fernandes Formighieri Cosme Dami?o Cruz 《Genetics and molecular biology》2013,36(3):371-381
The genetic variability of the Brazilian physic nut (Jatropha curcas) germplasm bank (117 accessions) was assessed using a combination of phenotypic and molecular data. The joint dissimilarity matrix showed moderate correlation with the original matrices of phenotypic and molecular data. However, the correlation between the phenotypic dissimilarity matrix and the genotypic dissimilarity matrix was low. This finding indicated that molecular markers (RAPD and SSR) did not adequately sample the genomic regions that were relevant for phenotypic differentiation of the accessions. The dissimilarity values of the joint dissimilarity matrix were used to measure phenotypic + molecular diversity. This diversity varied from 0 to 1.29 among the 117 accessions, with an average dissimilarity among genotypes of 0.51. Joint analysis of phenotypic and molecular diversity indicated that the genetic diversity of the physic nut germplasm was 156% and 64% higher than the diversity estimated from phenotypic and molecular data, respectively. These results show that Jatropha genetic variability in Brazil is not as limited as previously thought. 相似文献
12.
Genetic assessment was carried out on three Italian melon accessions by sequence and structural analysis of the internal transcribed spacer 1 (ITS1) from three populations belonging to two Cucumis melo L. varieties (madras and tendral). Alignment of the 18S-5.8S-26S sequences from three melon accessions showed that there were three single-nucleotide polymorphisms (SNPs) and one short insertion-deletion (indel) at the 5'end ITS1. An amplification refractory mutation system (ARMS)-PCR-based analysis was successfully applied to the SNP markers of the ITS1 sequences for the fingerprinting analysis of three melon populations. Secondary structure models for each ITS1 were derived. The prediction of ITS1 RNA secondary structure from each accession was improved by detecting key functional elements shared by all sequences in the alignments. Our results demonstrated that the ITS1secondary structure models can be used to improve the preliminary genetic assessment of the three melon accessions, suggesting a new tool in plant fingerprinting analysis. 相似文献
13.
Niraj Singh Rajesh Bajpai K. S. Mahar Vandana Tiwari D. K. Upreti T. S. Rana 《Physiology and Molecular Biology of Plants》2014,20(4):501-508
Flavoparmelia caperata (L.) Hale is medicinally very important and possesses antifungal and antibacterial activities. F. caperata is the only species found in India. Inter simple sequence repeat (ISSR) and Directed amplification of minisatellite DNA (DAMD) methods were used to analyze the genetic variability within F. caperata from the Western Himalayan region of India. Eleven ISSR and 10 DAMD primers produced 139 and 117 polymorphic bands, and detected 91.44 and 82.34 % polymorphisms, respectively. Cumulative band data generated for ISSR and DAMD markers resulted in 86.86 % polymorphism across all the accessions of F. caperata. The average Polymorphic information content (PIC) value obtained with ISSR, DAMD, and cumulative band data were 0.28, 0.27, and 0.27, respectively. The clustering of the F. caperata accessions in the UPGMA dendrogram showed that these accessions are intermingled with each other in different subclusters irrespective of their geographical affiliations. The pattern of genetic variations within F. caperata accessions could be due to free exchange of spores that might have taken place among these accessions in the wild. ISSR and DAMD markers efficiently and reliably resulted in discrete banding patterns and polymorphic profiles. These markers despite targeting different regions of genome, revealed almost similar levels of polymorphism across all the accessions. The wide range of genetic distance and high level of polymorphism detected by ISSR and DAMD reflected a high genetic variability among the different accessions of F. caperata. 相似文献
14.
Md Aminul Islam Pratima Sinha Shyam Sundar Sharma Madan Singh Negi Bijoy Neog Shashi Bhushan Tripathi 《Plant Molecular Biology Reporter》2016,34(4):869-875
North eastern (NE) India harbours a precious germplasm repository of Capsicum in the form of various landraces. The present study was undertaken to characterise the extent of genetic variation present in different Capsicum landraces from north eastern India. A set of 171 Capsicum accessions were characterised using three-endonuclease amplified fragment length polymorphism (AFLP) markers. Out of 416 bands obtained from six primer combinations, 254 (61 %) were polymorphic. The pairwise genetic dissimilarity among accessions ranged from 0.03 to 0.97. Cluster analysis based on neighbour joining showed two major clusters. Cluster I contained most of the bhut jolokia accessions whereas cluster II contained all of the Capsicum annuum genotypes. Similar grouping was observed with population STRUCTURE analysis as well as principle coordinate analysis. Analysis of molecular variance (AMOVA) revealed 45 and 54 % variation among and within populations, respectively. This information on population structure analysis and molecular characterisation will be helpful for effective utilisation of this germplasm in Capsicum improvement programs. 相似文献
15.
Edward P. Caswell-Chen Valerie M. Williamson Frances F. Wu 《Journal of nematology》1992,24(3):343-351
Heterodera schachtii and H. cruciferae are sympatric in California and frequently occur in the same field upon the same host. We have investigated the use of polymerase chain reaction (PCR) amplification of nematode DNA sequences to differentiate H. schachtii and H. cruciferae and to assess genetic variability within each species. Single, random oligodeoxyribonucleotide primers were used to generate PCR-amplified fragments, termed RAPD (random amplified polymorphic DNA) markers, from genomic DNA of each species. Each of 19 different random primers yielded from 2 to 12 fragments whose size ranged from 200 to 1,500 bp. Reproducible differences in fragment patterns allowed differentiation of the two species with each primer. Similarities and differences among six different geographic populations of H. schachtii were detected. The potential application of RAPD analysis to relationships among nematode populations was assessed through cluster analysis of these six different populations, with 78 scorable markers from 10 different random primers. DNA from single cysts was successfully amplified, and genetic variability was revealed within geographic populations. The use of RAPD markers to assess genetic variability is a simple, reproducible technique that does not require radioisotopes. This powerful new technique can be used as a diagnostic tool and should have broad application in nematology. 相似文献
16.
Shiguo Li Kun Qiao Tifeng Shan Shaojun Pang Hesheng Hou 《Journal of applied phycology》2013,25(4):1255-1263
In this study, the amplified fragment length polymorphism (AFLP) method was employed to estimate the genetic diversity of young sporophytes belonging to six Undaria pinnatifida populations collected from five seaweed cultivation farms along the Dalian Coast of China in 2008. A total of 397 loci were detected using ten combinations of selective primer pairs. Of these, 302 of which (76.07 %) were polymorphic, which was mainly caused by the 40 accessions of two populations collected from the LWT (44.08 %) and the JST (44.58 %) farms. According to the UPGMA dendrogram and biplot of principal component analysis, the 40 accessions represented high intra-population genetic diversity and far relationship from all of other populations. In contrast, the accessions from the other populations (HK, MS, LS, and QD) represented high intra-population similarity. The four populations may have originated from the same introduced U. pinnatifida strain. Analysis of molecular variance showed that a higher proportion of genetic variation resided among the populations (63.56 %) than that within populations (36.64 %). It is hypothesized that the differences in genetic traits, as well as the mixed mating system and reduced gene flow were the primary reasons that caused the high genetic variation among populations and the high similarity between accessions within the population. However, the genetic diversity of the partial U. pinnatifida cultivar populations in Dalian farms has been decreasing in the past years, which poses a potential risk of germplasm degradation in cultivation. In addition, the breeding techniques of cultivated U. pinnatifida in China and the application of AFLP in Undaria are discussed in this article. Based on the results, the identified polymorphic markers could be used for genetic improvement of the species through marker-assisted breeding and the results also provide excellent information for selecting indigenous gametophyte resources from Dalian farms using different breeding methods. 相似文献
17.
Arunita Rakshit S. Rakshit V. Santhy V. P. Gotmare P. Mohan V. V. Singh S. Singh J. Singh H. S. Balyan P. K. Gupta S. R. Bhat 《Journal of plant biochemistry and biotechnology.》2010,19(2):153-160
A total 177 simple sequence repeat (SSR) markers were screened using a set of 47 Upland cotton genotypes comprising 14 commercial varieties, 14 germplasm accessions and 19 advanced breeding lines to identify informative markers for genetic diversity assessment and fingerprinting in G. hirsutum. Only 21% (381177) of SSR markers tested showed polymorphism with a mean of 2.18 alleles per locus and with average polymorphism information content (PIC) of 0.32. The SSR markers revealed a Jaccard’ similarity coefficient ranging between 0.43 and 0.89, with an average of 0.67 among accessions. Cluster analysis using unweighted pair group method with arithmetic averages (UPGMA) and principal component analysis (PCA) indicated that majority of the genotypes were very closely related. All the 47 genotypes showed heterorygosity for at least one of the SSR loci. We discovered 19 rare and 6 unique alleles among the tested genotypes of cotton. Fingerprint based on all the 38 loci revealed a probability of identical match by chance of 3.98x10. A set of ten SSR markers was identified which could distinguish all the 47 genotypes with a moderate probability of identical match by chance (X?D n = 0.01). 相似文献
18.
Kamalesh Singh Mahar Tikam Singh Rana Shirish Anand Ranade Veena Pande Lok Man Singh Palni 《Trees - Structure and Function》2013,27(1):85-96
Genetic variability and population structure of Sapindus trifoliatus L. (Sapindaceae), collected from Gujarat, Karnataka and Uttar Pradesh states were estimated using three DNA fingerprinting methods viz., random amplified polymorphic DNA (RAPD), directed amplification of minisatellite DNA (DAMD) and inter-simple sequence repeats (ISSR). The cumulative data analysis carried out for all three markers showed 69.42 % polymorphism. The intra-population genetic diversity analysis revealed the highest values of Nei’s genetic diversity (0.16), Shannon information index (0.24) and polymorphic loci (43.99 %) among Bhavnagar (BH) population, whereas lowest values were found in Junagarh (JU) population. The maximum inter-population average genetic distance (0.20) was between Allahabad (AL) and JU populations. Analysis of molecular variance (AMOVA) showed highest percentage of variation among individuals of populations (56 %) followed by 25 % among populations and 19 % among regions. Principal coordinate analysis and UPGMA dendrogram revealed that genetic diversity was in congruence with the geographical diversity. The data strongly suggest that low genetic flow, geographic isolation and to some extent genetic drift are the major factors responsible for high genetic differentiation. Preservation of genetic diversity of S. trifoliatus is important, both to promote adaptability of the populations to changing environment as well as to preserve a large gene pool for future genetic improvement. The present study using RAPD, DAMD and ISSR profiles of S. trifoliatus provide the means of rapid characterization of accessions within the populations, and thus enable the selection of appropriate accessions for further utilization in conservation and prospection programs of this important plant genetic resource. 相似文献
19.
Natalia R. Salinas Jason D. Zurn Megan Mathey Sonali Mookerjee Beatrice Denoyes Justine Perrotte Aline Potier Chad E. Finn James F. Hancock Philip Stewart Nahla V. Bassil 《Molecular breeding : new strategies in plant improvement》2017,37(5):70
Perpetual-flowering (PF) is a highly desirable trait within cultivated strawberries (Fragaria ×ananassa) for the commercial and home garden markets. The most widely used source of the PF trait was originally introgressed from a wild F. virginiana subsp. glauca accession collected in the Wasatch Mountains near Salt Lake City, UT in 1955. This source is conferred by a single dominant QTL, FaPFRU, and was recently identified in multiple bi-parental populations. Multiple markers have been proposed as diagnostic tests for marker-assisted selection (MAS). These markers were proposed after looking at a relatively small sample of germplasm. To identify the best diagnostic testing procedure for MAS, the markers were evaluated individually and in combination on a training set of cultivars with known genotypes and the best test was used to determine the distribution of the FaPFRU source of PF within a large sample of octoploid Fragaria germplasm. Of the tests evaluated, the microsatellite marker Bx215 alone was found to have the best diagnostic ability for MAS with an accuracy of 93.1% in controlled conditions. When utilizing the test on 390 F. ×ananassa accessions, 164 accessions were identified to likely have the FaPFRU locus. Nine octoploid Fragaria accessions were PF and did not have this marker, indicating possible recombination events or potentially novel sources of the PF trait. Future work will be needed to dissect the PF trait in these nine individuals. 相似文献
20.
Belayneh A. Desalegne Suheb Mohammed Kifle Dagne Michael P. Timko 《Plant Molecular Biology Reporter》2016,34(5):978-992
The genetic diversity of cowpea (Vigna unguiculata L. Walp.) in Ethiopia was analyzed using 19 uniform accessions, 62 variable accessions (yielding 185 sub-types), and two mungbean (Vigna radiata) accessions (four subtypes) as outgroup. A set of 23 polymorphic simple sequence repeat (SSR) markers was identified, and polymorphism in the various accessions was scored by determining amplicon variability. Allele frequency, genetic diversity, and polymorphism information content (PIC) were determined for each SSR marker, and a neighbor joining dendrogram was generated to show the genetic relationship among the individual accessions. A total of 75 allelic variants was defined, with the average number of alleles per locus calculated to be three. The average genetic diversity (D) was 0.47, and PIC was 0.4. Three main clusters were identified by phylogenetic analysis, and the clusters and sub-grouping were supported by STRUCTURE and principal component analysis. This grouping had a moderate fixation index value of 0.075 and gene flow (Nm) of 3.176, indicating that the accessions possess wide diversity within individuals and populations. The accessions showed no clustering by geographical origins. Three well-characterized molecular markers (SSR1, C42-2B, and 61RM2) for race specific resistance to Striga gesnerioides in the cowpea cultivar B301 were used to evaluate the accessions for their potential for use in genetic improvement against this pest. Based on this analysis, only two accessions, 222890–2 from Gambela and 286–2 from the Southern Nations, Nationalities, and Peoples (SNNP) region, were found to cluster with B301 and contain the SSR1 resistance allele. These findings will assist in germplasm conservation efforts by the Institute of Biodiversity and Conservation of Ethiopia, and contribute to future studies aimed at the genetic improvement of local germplasm for improved overall agronomic performance as well as Striga resistance in particular. 相似文献