M. Heckenberger, M. Bohn, D. Klein, and A. E. Melchinger*

Size: px
Start display at page:

Download "M. Heckenberger, M. Bohn, D. Klein, and A. E. Melchinger*"

Transcription

1 Identification of Essentially Derived Varieties Obtained from Biparental Crosses of Homozygous Lines: II. Morphological Distances and Heterosis in Comparison with Simple Sequence Repeat and Amplified Fragment Length Polymorphism Data in Maize M. Heckenberger, M. Bohn, D. Klein, and A. E. Melchinger* ABSTRACT Tools like doubled haploids, marker-assisted backcrossing, In addition to genetic distances (GDs) based on molecular markers, and genetic engineering allow to add a small morphological traits and heterosis have been proposed as possible number of genes to a protected variety and apply for tools to assess the genetic conformity between putative essentially PVP for this new variety. In addition, it is possible to derived varieties (EDVs) and their initial varieties (IVs). However, select intentionally for lines that are similar to their for maize (Zea mays L.) and other crops, no consensus has been parents. The efforts invested in breeding the original reached regarding methods and thresholds for identification of EDVs, variety can thus be exploited by the breeder of the mainly because reliable benchmark data are lacking. The objectives plagiarized variety without indemnification. The conof this study were to (i) evaluate the power of morphological traits cept of EDVs was, therefore, implemented into the reand heterosis to discriminate between homozygous progenies derived from F vised UPOV convention (UPOV, 1991) and several na-,bc 1, and BC populations (BC backcross), (ii) compare the findings to published data based on simple sequence repeats tional PVP acts. (SSRs) and amplified fragment length polymorphisms (AFLPs), and Regarding the EDV concept, a variety is deemed (iii) draw conclusions about the usefulness of the various criteria for essentially derived from an IV if it is clearly distinguishidentification of EDVs. Morphological distances (MDs) based on 5 able but conforms genetically to the IV. If the extent traits and midparent heterosis (MPH) for 1 traits were observed for of conformity exceeds a certain threshold, the concept a total of 58 European maize inbred lines comprising 38 triplets. A of EDVs indicates that the breeder of the EDV has to triplet consisted of one homozygous line derived from a F,BC 1,or reach an agreement with the breeder of the IV. How- BC population and both parental inbreds. In addition, all inbreds ever, no consensus has currently been reached on the were genotyped with 100 uniformly distributed SSR markers and 0 methods for determining the genetic conformity to dis- AFLP primer combinations in companion studies for calculation of GDs. Correlations between the coancestry coefficient, GDs, MDs, tinguish between EDVs and independently derived variand MPH were significant and high for the majority of traits. However, eties (IDVs). In addition, accepted or nonaccepted thresholds for EDVs to discriminate between F and BC 1 derived, breeding procedures have not yet been defined. or BC 1 and BC derived progenies using only MDs or heterosis Molecular markers, especially SSRs and AFLPs, have yielded considerably higher values for Type I ( ) and Type II (1 ) been recommended as appropriate tools for determinerrors than observed with GDs based on SSRs and AFLPs. Conse- ing EDVs in various crops including maize (Dillmann quently, morphological traits and heterosis are less suited for identifi- et al., 1997; Roldan-Ruiz et al., 000a; Borgo et al., cation of EDVs in maize than molecular markers. 00). By contrast, the use of morphological traits or heterosis is still under debate (International Association P of Plant Breeders for the Protection of Plant Varieties, lant variety protection (PVP) systems and their 1999). Until now, accurate morphological and agrolaws and regulations should balance commercial in- nomic descriptions of cultivars and varieties have been terests against sustainable development of new cultivars. the basis of tests for distinctness, uniformity, and stabil- On the one hand, registered plant varieties need to be ity (DUS) within worldwide PVP systems and have asprotected against plagiarism and misuse. On the other, sured farmers and breeders that they are using clearly protected germplasm should be accessible to secure fu- identifiable varieties to high standards of purity and qualture breeding progress. The concept of breeder s exemp- ity (Smith and Smith, 1989a). In addition, numerous tion was, therefore, introduced into the International studies showed significant correlations between MPH Union for the Protection of New Varieties of Plants and the coefficient of parentage (f) (Melchinger, 1999; (UPOV) convention to solve the obvious conflict be- Smith et al., 1991). For these reasons, proponents of the tween the different stakeholders within the PVP system use of morphological traits or heterosis for identifica- (UPOV, 1978). Accordingly, plant breeders have access tions of EDVs state that phenotypic information proto protected germplasm for the development of new va- vides the basis for PVP and should also be used for rieties. identification of EDVs. Studies on the ability of morphological traits to estimate the genetic conformity be- M. Heckenberger, D. Klein, and A.E. Melchinger, Institute of Plant Breeding, Seed Science, and Population Genetics, Univ. of Hohenheim, tween related ryegrass (Lolium perenne L.) varieties Stuttgart, Germany; M. Bohn, Crop Science Dep., Univ. of Illinois, S-110 Turner Hall, 110 South Goodwin Avenue, Urbana, Abbreviations: AFLP, amplified fragment length polymorphism; BC, IL Received 3 Feb Crop Breeding, Genetics & Cytology. backcross; DUS, distinctness, uniformity, and stability; EDV, essen- *Corresponding author (melchinger@uni-hohenheim.de). tially derived variety; GD, genetic distance; GR, genetic ratio; IDV, independently derived variety; IV, initial variety; MD, morphological Published in Crop Sci. 45: (005). distance; MPH, midparent heterosis; PIC, polymorphic information doi:10.135/cropsci content; PVP, plant variety protection; RFLP, restriction fragment Crop Science Society of America length polymorphism; SSR, simple sequence repeat; UPOV, Interna- 677 S. Segoe Rd., Madison, WI USA tional Union for the Protection of New Varieties of Plants. 113

2 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1133 revealed that they had only a limited power to distinracy. parental lines to guarantee heterosis estimates with high accuguish between IDVs and EDVs (Gilliland et al., 000; All trials received standard cultural practices of fertiliza- Roldan-Ruiz et al., 000b). tion as well as control of insects and weeds. In maize, a triangular instead of a linear relationship The experimental unit was a three-row plot with a row spacing of 0.75 m and a plot length of 4.0 m. Trials were was observed between MDs and GDs or the coancestry overplanted and later thinned manually to 6 plants per row, coefficient (f) (Dillmann and Guérin, 1998), which indiwith a final plant density of 8.7 plants m. Each row was cates that low GDs correspond necessarily with low harvested separately. To reduce neighbor effects between ad- MDs, whereas the reverse does not necessarily hold true jacent plots with different vigor (inbreds vs. hybrids), only because high GDs can correspond with both high and data of the middle row of each plot were used for further low MDs. In addition, genetic relationships among analyses. The experiment was performed using a randomized maize inbred lines based on morphology were essen- complete block design. Parameter values were observed for tially random compared with any relation derived from 3 morphological traits according to the UPOV guidelines heterosis or pedigree data (Smith and Smith, 1989b). (UPOV, 1978), and for six additional agronomic traits (Ta- However, data on the usefulness of heterosis or morphoparticular plot or by visual observation of the whole plot. ble 1) by measuring a minimum of five individual plants of a logical traits that reflect the degree of relatedness between maize inbred lines in terms of essential derivation is scanty. Molecular Analyses The main goal of this study was to investigate the All lines were genotyped with a set of 100 SSR markers relationship of homozygous progeny lines in maize de- uniformly covering the entire maize genome, as described in rived from F,BC 1,orBC populations to their parental detail by Heckenberger et al. (00). The 100 SSRs were inbreds based on heterosis and MDs in comparison with selected on the basis of reliable single-locus amplification, SSR- and AFLP-based GDs. In detail, our objectives absence of null alleles, high degree of polymorphism, and were to (i) evaluate the power of heterosis and MDs to high reproducibility of the bands. The SSR analyses were discriminate between progenies derived from F performed on a commercial basis. In addition, all lines were,bc 1, genotyped using commercial AFLPs. A total of 0 AFLP and BC populations, (ii) compare the findings to pubprimer combinations (PCs) was used as described in detail by lished data based on SSRs and AFLPs, and (iii) draw Heckenberger et al. (003). The AFLP markers were mapped conclusions about the usefulness of the various distance according to a proprietary integrated map of maize, as demeasures for the identification of EDVs. scribed by Peleman et al. (000). MATERIALS AND METHODS Plant Materials A total of 58 elite maize inbred lines was analyzed comprising 4 European flint and 34 European dent lines. These lines originated from the maize breeding programs at the University of Hohenheim (Stuttgart, Germany) and two commercial breed- ing companies in Germany. The 58 lines comprised 38 triplets. A triplet consisted of one progeny line O and both parental lines P1 and P. The materials consisted of 6 intrapool triplets of European dent and 1 intrapool triplets of European flint lines. European flint and dent lines, as well as the pooled U.S. lines, were regarded as separate germplasm pools. Progenies were either derived from F,BC 1,orBC populations. This is a subset of the material analyzed in our companion study (Heckenberger et al., 005). For each combination of lines within a triplet (P1 P, P1 O, and P O), seeds from the corresponding F 1 hybrid were generated. In addition, if more than one progeny line (O 1,O,., O j ) was derived from a cross of the same two parental lines, each possible F 1 hybrid (O 1 O,,O j 1 O j ) was generated. In total, 114 intrapool F 1 hybrids were tested in this study. Detailed information on all 38 triplets, the 58 maize inbreds, and the hybrids included in this study is available as supplemental data on the internet at Experimental Design Field experiments were conducted in 000 and 001 at three locations in South Germany, with two replications per loca- tion. All sites (Bad Krozingen, Eckartsweier, and Scherzheim) are located in the Upper Rhine Valley, a major area of grainmaize production in Germany. All inbred lines and hybrids of a triplet were grown together in one block. Within each triplet block, F 1 hybrids were grown side-by-side with their Statistical Analyses Grain yield for each single row was adjusted to 84.5% dry matter content. Heterosis was determined as MPH (F 1 MP)/MP, where F 1 is the F 1 hybrid performance, and MP (P 1 P )/, the midparent value in which P 1 and P are the performances of the inbred parents. Analyses of variance were performed for morphological traits of the inbreds using a mixed linear model considering genotypes as fixed effects, and environments as well as genotype environment interactions as random effects. Genotypic variance among lines ( g ) and the variance of genotype environment interaction ( ge ) were defined and estimated according to Scheffé (1959). Similarly, genetic ratios (GR) analogous to broad-sense heritability were calculated as GR g g er/ms g, where e is the number of envi- ronments, r is the number of replications, and MS g is the mean square due to genotypes. Dhillon et al. (1990) may be consulted for further details. Likewise, ANOVAs were calculated for MPH values of each triplet to estimate the genotypic vari- ance for midparent values among triplets ( t ) and corresponding genetic ratio (GR t ), using the same procedures. For calculation of MDs, observations for each trait were standardized by dividing by the phenotypic standard deviation of the particular trait. Euclidean (MD EUC ) and Mahalanobis (1936) (MD MAH ) distances were calculated based on standard- ized observations for each pairwise comparison of inbred lines. Malécot s (1948) coancestry coefficient (f) was calculated between all pairwise line combinations. Polymorphic information content (PIC) values were estimated as suggested by Anderson et al. (1993). Genetic distances between lines based on SSR (GD SSR ) or AFLP (GD AFLP ) data were estimated using Rogers distance (Rogers, 197). The linear relationships between 1 f, GDs, MDs, and heterosis estimates were evalu- ated with a lack-of-fit test (Snedecor and Cochran, 1980). Empirical and approximated frequency distributions of MD

3 1134 CROP SCIENCE, VOL. 45, MAY JUNE 005 Table 1. Morphological and agronomic traits, their genotypic variance ( g) and genetic ratios (GR g ) observed for 58 flint and dent maize lines in four or six environments in South Germany. UPOV No. of Trait Code code test sites g GR g Ear diameter, mm EDI ** 96. number of kernels NKE ** 88.6 type of grain (1 9 scale) TGR ** 97.4 anthocyanin coloration of glumes of cob AGC ** 98.4 anthocyanin coloration of silks (1 9 scale) ACS ** 87.7 color of dorsal side of grain (1 9 scale) CDG ** 86.6 color of tip of grain (1 9 scale) CTG ** 96.5 length, mm ELG ** 9.6 number of rows of grain NGR ** 9.8 days to silk emergence TSE ** 96.4 Kernels thousand kernel weight, g TKW ** 95.4 grain yield, Mg ha 1 GYD ** 79.4 grain yield of four manually harvested ears, g GYE 6 3.7** 90.4 Leaf angle between blade and stem (1 9 scale) LAN ** 88.4 attitude of blade (1 9 scale) LAT ** 90.1 width of blade, mm WBL ** 81.3 Plant ear height, cm EHT ** 95.4 length, cm PLG ** 94.7 Tassel anthocyanin coloration of base of glume (1 9) ABG ** 94.7 anthocyanin coloration of glume excluding base (1 9) AEB ** 88.9 length of side branches, cm LSB ** 86.6 angle between main axis and lateral branches (1 9) TAN ** 88.7 anthocyanin coloration of anthers (1 9) AAH ** 85.0 attitude of lateral branches (1 9) ALB ** 80.6 length of main axis above lowest side branch, cm TLL ** 84.7 length of main axis above upper side branch, cm TLU ** 83. number of primary lateral branches NLB ** 91. days to anthesis TAH ** 96.7 ** Significant at the 0.01 probability level. UPOV International Union for the Protection of New Varieties of Plants. GR g genetic ratio on a line-mean basis pooled across flint and dent lines. values were compared with a Kolmogorov-Smirnov test (Leh- RESULTS mann, 1986) to check for significant deviations. Furthermore, simple correlations (r) were calculated between 1 f, GDs, Morphological Traits and Heterosis Data MDs, and heterosis estimates. Homogeneity of variance com- Estimates of genotypic variances ( g ) pooled across ponents of data from flint and dent germplasm was evaluated flint and dent inbred lines were significant (P 0.01) with Levene s test (Levene, 1960). Variance components and for all traits (Table 1). In addition, significant (P 0.01) correlations were not significantly different between flint and genotype environment interactions ( ge ) were obdent lines. Consequently, only results from pooled data were served for most traits due to cool and wet weather condireported. To evaluate potential EDV thresholds, the cumulative fre- tions in 000 and hot and dry weather conditions in 001 quency distributions for GDs were approximated by distrismaller than g. (data not shown). In most cases, ge was considerably butions (Johnson et al., 1995), as described in detail in our companion study (Heckenberger et al., 005). Frequency disfor MPH were observed for most traits (Table ). How- Significant (P 0.01) estimates of t among triplets tributions for MDs and MPH for F, BC 1, or BC derived progeny lines were approximated by normal distributions with ever, considerable differences were found between traits parameters chosen such that the mean and variance of the depending on the relative amount of MPH with highest original distribution were conserved. On the basis of these values for grain yield (GYD), grain yield of hand hardistributions, we calculated Type I ( ) and Type II ( ) errors vested ears (GYE), number of kernels per ear (NKE), for various EDV thresholds and various types of populations, and plant length (PLG). The GR for MPH of heterotic as suggested by Heckenberger et al. (005) for molecular traits ranged from 0.66 to 0.97 and were slightly smaller marker data. Here, corresponds to the probability that a true than for line per se performance. IDV will be wrongly judged as EDV, whereas corresponds to the probability that a true EDV will not be recognized as such and judged as IDV. We first investigated the situation that Simple Sequence Repeat and Amplified af derived progeny would be considered as IDV, and a Fragment Length Polymorphism Marker Data BC 1 derived progeny as EDV. Alternatively, we regarded a A total of 580 SSR alleles and 1053 polymorphic BC 1 derived progeny as IDV, and a BC derived progeny AFLP bands was identified for the set of 58 maize lines. as EDV. The number of alleles per SSR ranged from 3 to 1, Statistical analyses of marker data and f values were perwith a mean of 5.9. The PIC values for SSRs varied formed as described by Heckenberger et al. (005) using the PLABSIM software package (Frisch et al., 000). The ANOVAs between 0.08 and 0.86, and averaged The number for field experiments were calculated with the PLABSTAT of polymorphic bands per AFLP primer combination software (Utz, 001). All other statistical calculations were varied from 40 to 70, with an average of 54. The PIC performed with the R software package (Ihaka and Gentleman, 1996). 0.50, with a mean of values for individual AFLP bands ranged from 0.03 to 0.33.

4 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1135 Table. Estimates of mean, range, genotypic variance ( t), and genetic ratio of midparent heterosis (GR t ) among triplets observed for different morphological and agronomic traits of 114 flint and dent hybrids and their parental lines tested in four or six environments in South Germany as well as correlations (r) of MPH with coancestry (1 f ), genetic distance based on 100 simple sequence repeats (GD SSR ) or 0 amplified fragment length polymorphism primer combinations (GD AFLP ), and Euclidean (MD EUC ) or Mahalanobis (MD MAH ) morphological distances. MPH r Trait Test sites Mean Min. Max. t GR t 1 f GD SSR GD AFLP MD EUC MD MAH EDI ** 0.78** 0.76** 0.65** 0.55** NKE ** ** 0.86** 0.87** 0.69** 0.60** ELG ** ** 0.85** 0.89** 0.68** 0.63** NGR ** ** 0.56** 0.50** 0.43** 0.39** TSE ** ** 0.66** 0.70** 0.58** 0.51** TKW ** ** 0.71** 0.76** 0.55** 0.53** GYD ** ** 0.84** 0.86** 0.7** 0.61** GYE ** ** 0.90** 0.9** 0.66** 0.63** EHT ** ** 0.78** 0.80** 0.58** 0.57** PLG ** ** 0.85** 0.87** 0.63** 0.55** TAH ** 0.76** 0.74** 0.49** 0.4** ** Significant at the 0.01 probability level. For abbreviations, see Table 1. GR t Genetic ratio on a triplet-mean basis for midparent heterosis pooled across flint and dent lines. Relationships among Distance Measures, Heterosis, and Coancestry Threshold Scenarios for Identification of EDVs Estimates of MD EUC and MD MAH for F, BC 1, and BC derived progenies were approximately normally distributed in the joint analysis of flint and dent lines. Considerable overlaps between the frequency distributions of MD EUC and MD MAH were observed for F vs. Table 3. Simple correlations between coancestry coefficient (1 f ), genetic distances based on 100 simple sequence repeats (GD SSR ) and 0 amplified fragment length polymorphism primer combinations (GD AFLP ), as well as Euclidean (MD EUC ) and Mahalanobis (MD MAH ) morphological distances based on 5 traits (see Table 1) for 4 flint (below diagonal) and 34 dent inbreds (above diagonal). Correlations (r) between 1 f and GDs based on SSRs (GD SSR ) and AFLPs (GD AFLP ) were highly signifi- cant (P 0.01) and exceeded 0.85 in both flint and dent lines, with a single exception (Table 3). By comparison, r values between GDs and MDs were moderate (0.40 r 0.68). Likewise, r values between MD EUC and MD MAH were only of moderate sizes. Correlations were consistently higher for flint lines than for dent lines. Coancestry was moderately correlated with MD EUC, but poorly correlated with MD MAH ; both relationships showed a triangular form (Fig. 1). In contrast, the relationships between GD SSR,GD AFLP, and 1 f on the one hand, and MPH on the other, were linear for most heterotic traits (Fig. ). Corresponding r values were highly significant (P 0.01) and moderate to high, depending on the trait (Table ). In general, these correlations were considerably higher than those of MD EUC or MD MAH with GD SSR,GD AFLP,or1 f. BC 1, as well as for BC 1 vs. BC derived progenies (Fig. 3). For thresholds based on MDs, the power 1 to classify a BC 1 derived progeny line as EDV amounted to 18% for MD EUC and 3% for MD MAH, when choosing 0.05 for F derived lines (Table 4). Assuming 0.05 for BC 1 derived lines, corresponding values of 1 for BC derived lines were considerably higher for 1 f GD SSR GD AFLP MD EUC MD MAH 1 f 0.75** 0.85** 0.58** 0.31** GD SSR 0.88** 0.9** 0.57** 0.40** GD AFLP 0.88** 0.97** 0.68** 0.40** MD EUC 0.55** 0.65** 0.65** 0.6** MD MAH 0.44** 0.49** 0.59** 0.76** ** Significant at the 0.01 probability level. Fig. 1. Relationship of coancestry coefficient (f) with (A) Euclidean and (B) Mahalanobis distances based on 5 morphological traits observed for 1767 pairwise comparisons of maize inbred lines.

5 1136 CROP SCIENCE, VOL. 45, MAY JUNE 005 Fig.. Relationship of genetic distances based on 100 simple sequence repeats (GD SSR ) or 0 AFLP primer combinations (GD AFLP ) with midparent heterosis of 84 intrapool hybrids with given pedigree relationships of their parental maize lines.

6 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1137 Fig. 3. Cumulative histograms (columns) and approximated normal distributions (curves) for (A) Euclidean or (B) Mahalanobis morphological distances based on 5 morphological traits for F, BC 1, and BC derived progeny lines. Variables n,, and SD refer to the number of values, the mean, and the standard deviation of Mahalanobis distance values for the particular distribution, respec- tively. MD EUC and MD MAH. The power 1 for thresholds determined by to classify BC 1 orbc derived progenies as EDVs increased considerably compared with the values of This increase in 1 was associated with higher values of. When potential thresholds were based on MPH, the power 1 to classify a BC 1 derived progeny line as EDV ranged from to 30%, assuming 0.05 between F derived lines (Table 4). Choosing 0.05 for BC 1 derived lines, the values of increased for BC derived lines. For, the power to classify BC 1 orbc derived progenies as EDVs increased substantially; however, this was again associated with higher values of. In general, values of and were of similar magnitude for MDs and MPH. DISCUSSION The maize inbred lines examined in our study represent a cross-section of present-day elite flint and dent inbred lines from commercial and public maize breeding programs in Germany. Morphological traits were chosen according to the UPOV guidelines of DUS. Heterosis and morphological traits were determined in extensive field trials across yr and three locations, thus exceeding by far the number of environments employed for DUS testing within PVP systems. Furthermore, SSRs were selected as a suitable marker system due to their known map positions and high degree of polymorphism. The AFLPs were chosen due to the greater number of markers per assay unit and their high reproducibility (Heckenberger et al., 003). Thus, the present study is the first larger investigation after a series of pioneering studiess based on isozymes and restriction fragment length polymorphisms (RFLPs) (Smith and Smith, 1989a, 1989b; Smith et al., 1991) to provide critical data on the ability of MDs and heterosis for the identification of EDVs in maize in direct comparison with SSR and AFLP data. For this reason, our results provide a well-founded comparison of different distance measures for the identification of EDVs in maize and may serve as an example for other crops. Data Quality and Relatedness between Different Measures for Genetic Conformity Despite the contrasting climatic conditions during the vegetation seasons in 000 and 001, high GR values were observed for morphological traits and MPH, the former being considerably higher than those reported by Rebourg et al. (001). In addition, UPGMA cluster analysis based on MD EUC showed a clear grouping of flint and dent lines, which further corroborates the high quality of morphological data (available as supplemental data to the online version of this paper; see crop.scijournals.org/). However, the dendrogram based on MD MAH deviated considerably from the expectations based on pedigree data or GDs, and only moderate correlations between MD EUC and MD MAH were observed. This can be explained by the different statistical properties of MD EUC and MD MAH, because MD MAH adjusts for the correlations of traits. The graphs between MDs and GDs (Fig. 1) confirmed the triangular relationship between morphological and GDs reported in previous studies (Dillmann et al., 1997; Rebourg et al., 001). This indicates that low GDs corre- spond necessarily with low MDs, whereas the reverse does not necessarily hold true because high GDs can correspond with both high and low MDs (van Eeuwijk and Baril, 001). In addition, the triangular shape has several biological explanations (Nuel et al., 001) and is also expected if only molecular markers tightly linked with the genes controlling the phenotypic trait(s) were used (Burstin and Charcosset, 1997). In the present investigation, flint and dent lines showed similar estimates of ˆ g and correlations among the vari- ous criteria, and the same applied to flint and dent triplets. This is in harmony with a previous study of Bar- Hen et al. (1995), who examined 974 maize inbred lines with morphological traits and RFLPs. Correlations of 1 f, GD SSR,orGD AFLP, with MPH were higher than

7 1138 CROP SCIENCE, VOL. 45, MAY JUNE 005 Table 4. Determination of EDV thresholds (T, measured in the scale of the particular trait) and power (1 ) for various conceivable EDV scenarios (F vs. BC 1 ;BC 1 vs. BC ; 0.05; ) based on morphological distances, midparent heterosis, and genetic distances (GDs) calculated from simple sequence repeats (SSRs) and amplified fragment length polymorphisms (AFLPs). F vs. BC 1 BC 1 vs. BC Parameter T 1 T T 1 T Morphological distances Euclidean (MD EUC ) Mahalanobis (MD MAH ) Heterosis Grain yield (GYE), Mg ha Plant length (PLG), m Number of kernels per ear (NKE) Cumulative Genetic distances 100 SSRs (GD SSR ) AFLP PCs (GD AFLP ) Average relative heterosis of five traits (GYE, ELG, NKE, PLG, EHT) showing highest correlation with 1 f; for abbreviations, see Table 1. reported by Ajmone Marsan et al. (1998) for AFLPs based on molecular markers have clear advantages for but similar to correlations of MPH with 1 f and GDs identification of EDVs. based on RFLPs in intrapool crosses (Boppenmaier et al., 1993; Smith et al., 1990). In addition, our study con- Power of Morphological Distances and firms the findings of Smith and Smith (1989b) that corre- Heterosis for Identification of EDVs lations of molecular markers or 1 f are considerably For MD EUC as well as for MD MAH, extensive overlaps higher with MPH than with MD EUC or MD MAH. of the frequency distributions of F, BC 1, and BC Distinctness versus Conformity derived progenies were found in spite of the significant correlations with 1 f. Type I ( ) and Type II ( ) To confirm an essential derivation in the sense of the errors observed for MDs were thus considerably higher UPOV convention (UPOV, 1991), three separate criteria than observed for GDs based on molecular markers must be fulfilled. An EDV must (i) be distinct from the (Table 4). Consequently, MDs provide only a rough IV, (ii) be predominantly derived from the IV, and (iii) estimate of the true relatedness between two lines and conform to it in the expression of its essential characterprogenies. These results confirm data from ryegrass (Gilli- can only poorly discriminate F, BC 1, and BC derived istics. Distinctness can be determined based on morpholand et al., 000) and maize (Smith and Smith, 1989b), logical traits by established procedures for DUS testing. showing that morphological conformity could give an Establishing a predominant derivation will either reinitial indication of the relatedness between two cultiquire a directly documented evidence, for example, by vars, particularly for highly conforming pairs of inbreds. breeding books, or could be determined with molecular Nevertheless, a small MD between two varieties cannot evidence similar to forensic approaches in the human be taken as a definitive proof that they are in fact closely sector (Gill et al., 1995). However, the question whether related because of the triangular relationship between conformity in the expression of essential characteristics 1 f and MDs. should be assessed by phenotypic rather than molecular In contrast to the triangular relationship between GDs data is still unsolved. While differences in the expression and MDs, a linear relationship of MPH with GDs or of one single trait are sufficient to prove distinctness 1 f was observed, as expected by quantitative genetic between two varieties, assessment of conformity should theory (Melchinger, 1999). However, in spite of the be based on a large number of morphological traits and higher correlation between MPH and 1 f or GDs, still could not give a definite answer due to the triangular MPH was not markedly superior to MDs regarding the relationship mentioned above. power to discriminate between F, BC 1 or BC Proponents of phenotypic data state that the term derived progeny. This is attributable to the larger exper- conform in the expression of its essential characteristics imental error and genotype environment interactions that result from the genotype (UPOV, 1991) implies of MPH in comparison with line per se performance the use of phenotypic and agronomic data rather than (data not shown), as reflected by the comparison of GR t molecular data (Troyer and Rocheford, 00). In con- vs. GR g. trast, opponents state that even highly heritable pheno- For nearly all of the examined scenarios, GDs based typic traits can only offer an indirect measure of the on SSRs or AFLPs were superior to MDs or MPH for relatedness between two cultivars (Roldan-Ruiz et al., any trait or combination of traits in their power 1 000b). Molecular data provide a direct estimate of the to discriminate among F, BC 1, and BC derived progtrue relatedness between two genotypes because they enies for given values of. However, different from are unbiased by environmental effects and reflect the MDs and MPH, the use of SSR or AFLP markers would percentage of the genome in common between the IV require thresholds specific for a given germplasm pool. and a putative EDV. On the basis of our results, GDs This is necessary because flint and dent lines differ sig-

8 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1139 nificantly in their mean GD between unrelated lines inbreds. III. Performance of crosses within versus between heterotic groups for grain traits. Plant Breed. 111:17 6. due to the different levels of polymorphism within each Borgo, L., B. Serani, and S. Conti. 00. Molecular profiling of genetigermplasm pool (Heckenberger et al., 005). The lower cally modified maize lines as related to the issue of essential deriva- T values for AFLPs compared with SSRs are due to tion. Poster presented at the Annual Congr. of the Italian Society their lower degree of polymorphism, but this has no of Agricultural Genetics, Giardini Naxos, Italy Sept. 00. influence on the ability to discriminate different types Italian Society of Agricultural Genetics, Portici. Burstin, J., and A. Charcosset Relationship between phenotypic of progeny. and marker distances: Theoretical and experimental investigations. Heredity 79: CONCLUSIONS Dhillon, B.S., C. Paul, E. Zimmer, P.A. Gurrath, D. Klein, and W.G. Pollmer Variation and covariation in stover digestibility traits in diallel crosses of maize. Crop Sci. 30: On the basis of our results, MDs and MPH can pro- Dillmann, C., A. Bar-Hen, D. Guerin, A. Charcosset, and A. Murigvide only a vague indication for putative EDVs, but neux Comparison of RFLP and morphological distances reliable identification of EDVs by MPH or MDs is not between maize (Zea mays L.) inbred lines Consequences for ger- possible due to the large overlaps in the frequency distri- mplasm protection purposes. Theor. Appl. Genet. 95:9 10. butions of MDs and MPH of F Dillmann, D., and D. Guérin Comparison between maize inbred, BC 1, and BC derived lines: Genetic distances in the expert s eye. Agronomie 18: progenies. In addition, MDs and MPH have several Frisch, M., M. Bohn, and A.E. Melchinger Plabsim: Software disadvantages compared with molecular markers. First, for simulation of marker-assisted backcrossing. J. Hered. 91: assessment of morphological traits and MPH requires Gill, P., C.P. Kimpton, A. Urquhart, N. Oldroyd, E.S. Millican, S.K. extensive field trials across several years and locations to Watson, and T.J. Downes Automated short tandem repeat (STR) analysis in forensic casework: A strategy for the future. minimize environmental effects. These measurements Electrophoresis 16: are therefore more expensive and time consuming than Gilliland, T.J., R. Coll, E. Calsyn, M. de Loose, M.J.T. Van Eijk, molecular marker analyses. Second, heterosis estimates and I. Roldan-Ruiz Estimating genetic conformity between requires production and testing of hybrids. In addition, related ryegrass (Lolium) varieties. 1. Morphology and biochemical reciprocal crosses should be evaluated to minimize the characterisation. Mol. Breed. 6: Heckenberger, M., M. Bohn, and A.E. Melchinger Identificarisk of maternal effects (Melchinger et al., 1986). Third, tion of essentially derived varieties obtained from biparental the scoring of morphological traits is subjective to a crosses of homozygous lines. I. Simple sequence repeat data from certain extent. Therefore, a number of check inbreds maize inbreds. Crop Sci. 45: , this issue. must be included in the study to warrant a high quality Heckenberger, M., M. Bohn, J.S. Ziegle, L.K. Joe, J.D. Hauser, M. of morphological traits across different years and scoramong accessions within maize inbred lines and implications for Hutton, and A.E. Melchinger. 00. Variation of DNA fingerprints ing persons. identification of essentially derived varieties. I. Genetic and techni- In conclusion, we strongly recommend the use of mo- cal sources of variation in SSR data. Mol. Breed. 10: lecular markers for the identification of suspected EDVs Heckenberger, M., J. Rouppe van der Voort, A.E. Melchinger, J. by fingerprinting with at least 100 SSR markers or 0 Peleman, and M. Bohn Variation of DNA fingerprints among accessions within maize inbred lines and implications for identifica- AFLP PCs. If doubts still remain whether a variety is tion of essentially derived varieties. II. Genetic and technical IDV or EDV, the corresponding genotypes should be sources of variation in AFLP data and comparison to SSR data. fingerprinted with an additional set of SSRs or AFLPs. Mol. Breed. 1: Use of MPH for the identification of EDVs is problemand Ihaka, R., and R. Gentleman R: A language for data analysis graphics. J. Comput. Graphical Stat. 5: atic because the rationale for using MPH is merely its International Association of Plant Breeders for the Protection of Plant linear relationship with 1 f, and the biological mecha- Varieties Essential derivation and dependence Practical infornisms underlying heterosis are not yet fully understood. mation [Online]. Available at papers/derive.htm [verified 30 Nov. 004]. ASSINSEL, Nyon, Switzerland. ACKNOWLEDGMENTS Johnson, N.L., S. Kotz, and N. Balakrishnan. (ed.) Continuous We are indebted to the Gesellschaft zur Förderung der univariate distributions. Vol.. J. Wiley & Sons, New York. privaten Pflanzenzüchtung (GFP), Germany, for a grant to Lehmann, E.L. (ed.) Testing statistical hypotheses. John Wiley & Sons, New York. support Dr. Bohn and the molecular analyses of the presented Levene, H Robust tests for equality of variances. p study. Financial support for M. Heckenberger and the field In Contributions to probability and statistics: Essays in honor of trials was provided by the European Union Grant No. QLK- Harold Hotelling. Stanford Univ. Press, Stanford, CA. CT (MMEDV). Mahalanobis, P.C On the generalized distance in statistics. Proc. Natl. Acad. Sci. India : Malécot, G Les mathematiques de l heredité. Masson & REFERENCES Cies, Paris. Ajmone Marsan, P., P. Castiglioni, F. Fusari, M. Kuiper, and M. Melchinger, A.E Genetic diversity and heterosis. Int. Symp. Motto Genetic diversity and its relationship to hybrid perfor- on Genetics and Exploitation of Heterosis in Crop Plants. p mance in maize as revealed by RFLP and AFLP markers. Theor. In J.G. Coors and S. Pandey (ed.) The genetics and exploitation Appl. Genet. 96:19 7. of heterosis in crops. ASA, CSSA, and SSSA, Madison, WI. Anderson, J.A., G.A. Churchill, J.E. Autrique, S.D. Tanksley, and Melchinger, A.E., H.H. Geiger, and F.W. Schnell Epistasis in M.E. Sorrells Optimizing parental selection for genetic link- maize (Zea mays L.).. Genetic effects in crosses among early flint age maps. Genome 36: and dent inbred lines determined by three methods. Theor. Appl. Bar-Hen, A., A. Charcosset, M. Bougoin, and J. Guiard Rela- Genet. 7: tionship between genetic markers and morphological traits in a Nuel, G., S. Robin, and C.P. Baril Predicting distance using a maize inbred lines collection. Euphytica 84: linear model: The case of varietal distinctness. J. Appl. Stat. 8: Boppenmaier, J., A.E. Melchinger, G. Seitz, H.H. Geiger, and R.G Herrmann Genetic diversity for RFLPs in European maize Peleman, J., R. van Wijk, J. van Oeveren, and R. van Schaik. 000.

9 1140 CROP SCIENCE, VOL. 45, MAY JUNE 005 Linkage map integration: An integrated genetic map of Zea mays Smith, J.S.C., O.S. Smith, S.L. Bowen, R.A. Tenborg, and S.J. Wall. L. Poster P47. Plant & Animal Genome Conf. VIII, San Diego, The description and assessment of distances between inbred CA. 9 1 Jan lines of maize. III. A revised scheme for the testing of distinctiveness Rebourg, C., B. Gouesnard, and A. Charcosset Large scale between inbred lines utilizing DNA RFLPs. Maydica 36: molecular analysis of traditional European maize populations. Re lationships with morphological variation. Heredity 86: Smith, O.S., J.S.C. Smith, S.L. Bowen, R.A. Tenborg, and S.J. Wall. Rogers, J.S Measures of genetic similarity and genetic distance Similarities among a group of elite maize inbreds as measured p In Studies in Genetics VII. Publ Univ. of by pedigree, F 1 grain yield, grain yield, heterosis, and RFLPs. Theor. Texas, Austin. Appl. Genet. 80: Roldan-Ruiz, I., E. Calsyn, T.J. Gilliland, R. Coll, M.J.T. van Eijk, Snedecor, G., and W. Cochran Statistical methods. Iowa State and M. de Loose. 000a. Estimating genetic conformity between Univ. Press, Ames. related ryegrass (Lolium) varieties.. AFLP characterization. Mol. Troyer, A.F., and T.R. Rocheford. 00. Germplasm ownership: Re- Breed. 6: lated corn inbreds. Crop Sci. 4:3 11. Roldan-Ruiz, I., F.A. van Eeuwijk, T.J. Gilliland, P. Dubreuil, C. UPOV International convention for the protection of new varie- Dillmann, J. Lallemand, M. de Loose, and C.P. Baril. 000b. A ties of plants comparative study of molecular and morphological methods of content.htm [verified 30 Nov. 004]. International Union for the describing relationships between perennial ryegrass (Lolium per- Protection of New Varieties of Plants, Geneva. enne L.) varieties. Theor. Appl. Genet. 103: UPOV International convention for the protection of new varieties Scheffé, H The analysis of variance. John Wiley & Sons, of plants [Online]. Available at New York. conventions/1991/content.htm [verified 30 Nov. 004]. International Smith, J.S.C., and O.S. Smith. 1989a. The description and assessment Union for the Protection of New Varieties of Plants, Geneva. of distance between inbred lines of maize: I. The use of morphological Utz, H.F Plabstat, ein Computerprogramm zur statistischen traits as descriptors. Maydica 34: Analyse von pflanzenzüchterischen Experimenten (in German). Smith, J.S.C., and O.S. Smith. 1989b. The description and assessment Version P vom 14. Univ. Hohenheim, Germany. of distances between inbred lines of maize: II. The utility of mor- van Eeuwijk, F.A., and C.P. Baril Conceptual and statistical phological, biochemical, and genetic descriptors and a scheme for issues related to the use of molecular markers for distinctness and testing of distinctiveness between inbred lines. Maydica 34: essential derivation. Acta Hortic. 546:35 53.

10 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1141 SUPPLEMENTAL DATA for Crop Science manuscript C (1), Heckenberger et al., 005, Crop Sci. 45( ). Supplemental Table A. Parent offspring triplets and their pedigree relationships. Supplemental Table B. Pedigree relationships among progeny lines developed from the same parental lines. P1 P Progeny f (P1,P) Type No. O1 O f (O1,O) Dent Dent D F 19 P009 P D16 D F 0 D63 D D06 D F 1 D64 D D F D66 D D408 D F 3 UH00 UH D06 D61 P F 4 M006 M D83 D46 UH F 5 D63 D D704 D76 M F 6 D64 D D06 D F 7 D63 D D64 D06 P F Flint D64 D06 P F 8 UH003 F D711 D704 M F 9 UH003 F D711 D704 M F 30 F009 F D711 D701 M F 31 F009 UH D711 D757 M F 3 F011 UH D3 D06 UH F 33 F014 F D3 D06 UH F 34 F004 UH D BC 1 35 F004 F D BC 1 36 UH001 F D BC D BC D16 D BC D17 D BC D BC D BC D17 D BC Flint D146 C1 F F D167 C1 F F CO55 D503 R F D149 D150 F F D149 D150 F F D149 D150 UH F D149 D171 UH F D149 D171 F F D149 D171 F F D147 D171 F F D147 D171 UH F D147 D171 F F

11 114 CROP SCIENCE, VOL. 45, MAY JUNE 005 Fig. A. Continued on next page.

12 HECKENBERGER ET AL.: MORPHOLOGICAL DISTANCES AND HETEROSIS 1143 Fig. A. Dendrograms based on pairwise (A) Euclidean, or (B) Mahalanobis morphological distances from 5 morphological and agronomic traits. Flint and dent lines are indicated by F or D, respectively.

Prediction and Validation of Three Cross Hybrids in Maize (Zea mays L.)

Prediction and Validation of Three Cross Hybrids in Maize (Zea mays L.) International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Volume 7 Number 01 (2018) Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/10.20546/ijcmas.2018.701.183

More information

Developing and implementing molecular markers in perennial ryegrass breeding

Developing and implementing molecular markers in perennial ryegrass breeding Developing and implementing molecular markers in perennial ryegrass breeding K.F. Smith 1,3, J.W. Forster 2,3, T.A. Ciavarella 1,3, J.L. Dumsday 2, M.P. Dupal 2,3, E.S. Jones 2,3, B.D. Kirkwood 1,3, A.

More information

GENÉTICA Y MEJORAMIENTO GENÉTICO VEGETAL

GENÉTICA Y MEJORAMIENTO GENÉTICO VEGETAL GENÉTICA Y MEJORAMIENTO GENÉTICO VEGETAL Genética y Mejoramiento Genético Vegetal Hisse, I. R.; D Andrea, K. E. y Otegui, M. E. ANÁLISIS GENÉTICO DEL PESO DE GRANO EN MAÍZ: RESPUESTA A LA DISPONIBILIDAD

More information

Heinrich Grausgruber Department of Crop Sciences Division of Plant Breeding Konrad-Lorenz-Str Tulln

Heinrich Grausgruber Department of Crop Sciences Division of Plant Breeding Konrad-Lorenz-Str Tulln 957.321 Sources: Nespolo (2003); Le Rouzic et al. (2007) Heinrich Grausgruber Department of Crop Sciences Division of Plant Breeding Konrad-Lorenz-Str. 24 3430 Tulln Zuchtmethodik & Quantitative Genetik

More information

Maize Genetics Cooperation Newsletter Vol Derkach 1

Maize Genetics Cooperation Newsletter Vol Derkach 1 Maize Genetics Cooperation Newsletter Vol 91 2017 Derkach 1 RELATIONSHIP BETWEEN MAIZE LANCASTER INBRED LINES ACCORDING TO SNP-ANALYSIS Derkach K. V., Satarova T. M., Dzubetsky B. V., Borysova V. V., Cherchel

More information

$25 per bin, minimum $50 per on-site visit

$25 per bin, minimum $50 per on-site visit Adopted 2/11/2014 Revised 2/16/2015 Application and Fees Field applications must be submitted through the Oregon Seed Certification Service e-certification website at www.seedcert.oregonstate.edu. All

More information

Principles of QTL Mapping. M.Imtiaz

Principles of QTL Mapping. M.Imtiaz Principles of QTL Mapping M.Imtiaz Introduction Definitions of terminology Reasons for QTL mapping Principles of QTL mapping Requirements For QTL Mapping Demonstration with experimental data Merit of QTL

More information

Genetic Analysis for Heterotic Traits in Bread Wheat (Triticum aestivum L.) Using Six Parameters Model

Genetic Analysis for Heterotic Traits in Bread Wheat (Triticum aestivum L.) Using Six Parameters Model International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Volume 7 Number 06 (2018) Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/10.20546/ijcmas.2018.706.029

More information

MAIZE AND SORGHUM. ALMUM SORGHUM, COLUMBUS GRASS (Sorghum almum Parodi)

MAIZE AND SORGHUM. ALMUM SORGHUM, COLUMBUS GRASS (Sorghum almum Parodi) MAIZE AND SORGHUM ALMUM SORGHUM, COLUMBUS GRASS (Sorghum almum Parodi) number # At time of ear emergence - time of ear emergence (first spikelet visible on 50% of plants) - plant: height - leaf: colour

More information

Diversity and Relationships among U.S. Maize Inbreds Revealed by Restriction Fragment Length Polymorphisms

Diversity and Relationships among U.S. Maize Inbreds Revealed by Restriction Fragment Length Polymorphisms Agronomy Publications Agronomy 1991 Diversity and Relationships among U.S. Maize Inbreds Revealed by Restriction Fragment Length Polymorphisms A. E. Melchinger University of Hohenheim M. M. Messmer University

More information

INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS

INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS ORIGINAL: English DATE: October 30, 2008 INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS GENEVA E Associated Document to the General Introduction to the Examination of Distinctness, Uniformity

More information

Evaluation of Taro (Colocasia esculenta (L.) Schott.) Germplasm Using Multivariate Analysis

Evaluation of Taro (Colocasia esculenta (L.) Schott.) Germplasm Using Multivariate Analysis 150 Journal of Root Crops, 2011, Vol. 37 No. 2, pp. 150-154 Indian Society for Root Crops ISSN 0378-2409 Evaluation of Taro (Colocasia esculenta (L.) Schott.) Germplasm Using Multivariate Analysis Central

More information

Genetics and Genetic Prediction in Plant Breeding

Genetics and Genetic Prediction in Plant Breeding Genetics and Genetic Prediction in Plant Breeding Which traits will be most responsive to selection? What stage will be best to select for specific characters? What environments are most suited to the

More information

Breeding strategy for improvement of flower and seed yields in safflower

Breeding strategy for improvement of flower and seed yields in safflower Breeding strategy for improvement of flower and seed yields in safflower Vrijendra Singh, N. M. Kolekar and N. Nimbkar Nimbkar Agricultural Research Institute, Lonand Road, Phaltan 415523, Maharashtra,

More information

RFLP facilitated analysis of tiller and leaf angles in rice (Oryza sativa L.)

RFLP facilitated analysis of tiller and leaf angles in rice (Oryza sativa L.) Euphytica 109: 79 84, 1999. 1999 Kluwer Academic Publishers. Printed in the Netherlands. 79 RFLP facilitated analysis of tiller and leaf angles in rice (Oryza sativa L.) Zhikang Li 1,2,3, Andrew H. Paterson

More information

C.v. Dr. Mohammed Ali Hussein

C.v. Dr. Mohammed Ali Hussein C.v. Dr. Mohammed Ali Hussein - Dr Mohammed Ali Hussien Al- Falahe Email: dr.mohammed1953@yahoo.com Tele : 07507718671. - Was born in Baghdad Iraq 1953. - Graduated from Al-Nasar primary school in 1966.

More information

A species of plants. In maize 20 genes for male sterility are listed by

A species of plants. In maize 20 genes for male sterility are listed by THE INTERRELATION OF PLASMAGENES AND CHROMO- GENES IN POLLEN PRODUCTION IN MAIZE DONALD F. JONES Connecticut Agricultural Experiment Station, New Haven, Connecticut Received January 24, 195 IV INHERITED

More information

3. What are the advantages and disadvantages of selective breeding?

3. What are the advantages and disadvantages of selective breeding? UNIT VI - PLANT TECHNOLOGIES Lesson 1: Traditional Plant Breeding Competency/Objective: Describe traditional plant breeding processes. Study Questions References: 1. What is natural crossbreeding? 2. What

More information

Lecture WS Evolutionary Genetics Part I 1

Lecture WS Evolutionary Genetics Part I 1 Quantitative genetics Quantitative genetics is the study of the inheritance of quantitative/continuous phenotypic traits, like human height and body size, grain colour in winter wheat or beak depth in

More information

Situation of corn in Myanmar

Situation of corn in Myanmar Situation of corn in Myanmar Phyu Phwe New Plant Variety Protection Unit Department of Agricultural Research(DAR) (2. 8.2016) Introduction Maize - second mandate cereal in Myanmar after rice Mainly utilized

More information

Genetic Diversity by Multivariate Analysis Using R Software

Genetic Diversity by Multivariate Analysis Using R Software Available online at www.ijpab.com Shah et al Int. J. Pure App. Biosci. 6 (3): 181-190 (2018) ISSN: 2320 7051 DOI: http://dx.doi.org/10.18782/2320-7051.6596 ISSN: 2320 7051 Int. J. Pure App. Biosci. 6 (3):

More information

Quantitative trait locus analysis for ear height in maize based on a recombinant inbred line population

Quantitative trait locus analysis for ear height in maize based on a recombinant inbred line population Quantitative trait locus analysis for ear height in maize based on a recombinant inbred line population Z.Q. Li 4,5, H.M. Zhang 1,4, X.P. Wu 1,4, Y. Sun 3,4 and X.H. Liu 2 1 Maize Research Institute, Shanxi

More information

TECHNICAL WORKING PARTY FOR AGRICULTURAL CROPS. Twenty-Ninth Session Uppsala, Sweden, June 27 to 30, 2000

TECHNICAL WORKING PARTY FOR AGRICULTURAL CROPS. Twenty-Ninth Session Uppsala, Sweden, June 27 to 30, 2000 E TWA/29/17 ORIGINAL: English DATE: June 6, 2000 INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS GENEVA TECHNICAL WORKING PARTY FOR AGRICULTURAL CROPS Twenty-Ninth Session Uppsala, Sweden,

More information

Managing segregating populations

Managing segregating populations Managing segregating populations Aim of the module At the end of the module, we should be able to: Apply the general principles of managing segregating populations generated from parental crossing; Describe

More information

HYBRID SEED PRODUCTION IN MAIZE. Crossing technique : Manual emasculation by detasseling

HYBRID SEED PRODUCTION IN MAIZE. Crossing technique : Manual emasculation by detasseling HYBRID SEED PRODUCTION IN MAIZE Crossing technique : Manual emasculation by detasseling Detasseling : Removal of male inflorescence from the monoecious crop Time for detasseling : The time taken for shedding

More information

52 U.S. Cl /200, 800/250; 800/DIG.56; 57 ABSTRACT

52 U.S. Cl /200, 800/250; 800/DIG.56; 57 ABSTRACT USOO5773683A United States Patent (19) 11 Patent Number: S.773,683 9 9 Fole y () Date of Patent: Jun. 30, 9 1998 54) INBRED CORN LINE LH283 OTHER PUBLICATIONS 75 Inventor: Terry J. Foley, Williamsburg,

More information

Genetic variability, Heritability and Genetic Advance for Yield, Yield Related Components of Brinjal [Solanum melongena (L.

Genetic variability, Heritability and Genetic Advance for Yield, Yield Related Components of Brinjal [Solanum melongena (L. Available online at www.ijpab.com DOI: http://dx.doi.org/10.18782/2320-7051.5404 ISSN: 2320 7051 Int. J. Pure App. Biosci. 5 (5): 872-878 (2017) Research Article Genetic variability, Heritability and Genetic

More information

THE USE OF DOUBLED-HAPLOIDS IN CASSAVA BREEDING

THE USE OF DOUBLED-HAPLOIDS IN CASSAVA BREEDING 150 THE USE OF DOUBLED-HAPLOIDS IN CASSAVA BREEDING Hernan Ceballos 1, J.C. Pérez 1, C. Iglesias 2, M. Fregene 1, F. Calle 1, G. Jaramillo 1, N. Morante 1 and J. López 1 ABSTRACT Cassava breeding is difficult

More information

Research Article Principal Component and Cluster Analysis as a Tool in the Assessment of Tomato Hybrids and Cultivars

Research Article Principal Component and Cluster Analysis as a Tool in the Assessment of Tomato Hybrids and Cultivars Agronomy Volume 2011, Article ID 697879, 7 pages doi:10.1155/2011/697879 Research Article Principal Component and Cluster Analysis as a Tool in the Assessment of Tomato Hybrids and Cultivars G. Evgenidis,

More information

RSm ILLINOIS LIBRAE ATU \-CHAMPAIGN

RSm ILLINOIS LIBRAE ATU \-CHAMPAIGN 630.7 6b no. 523 RSm ILLINOIS LIBRAE ATU \-CHAMPAIGN . ^o.7 ^(,L 5*331 "'.*.,. -r I Vr V/ T ^* JW m m m m m m **r m +f ) O 1? "HvWj ^ugenheitner.eng.'woodwotth INBRED LINES OF CORN Bulletin 523 University

More information

Relationship between phenotypic and marker distances: theoretical and experimental investigations

Relationship between phenotypic and marker distances: theoretical and experimental investigations Heredity 79(1997) 477 483 Received 26 October 1996 Relationship between phenotypic and marker distances: theoretical and experimental investigations JUDITH BURSTIN & ALAIN CHARCOSSET* INRA-UPS-INAPG, Station

More information

Kentucky Seed Certification Standards. I. Explanation of General Standards as Applied to Corn Hybrids

Kentucky Seed Certification Standards. I. Explanation of General Standards as Applied to Corn Hybrids Kentucky Seed Certification Standards H Y B R I D C O R N I. Explanation of General Standards as Applied to Corn Hybrids A. The General Seed Certification Standards as adopted are basic and, together with

More information

Partitioning of General and Specific Combining Ability Effects for Estimating Maternal and Reciprocal Effects

Partitioning of General and Specific Combining Ability Effects for Estimating Maternal and Reciprocal Effects Partitioning of General and Specific Combining Ability Effects for Estimating Maternal and Reciprocal Effects Galal M. A. Mahgoub Maize Research Department, Field Crops Research Institute. Agricultural

More information

Heterotic groups in tropical maize germplasm by test crosses and simple sequence repeat markers

Heterotic groups in tropical maize germplasm by test crosses and simple sequence repeat markers Heterotic groups in tropical maize germplasm by test crosses and simple sequence repeat markers C.G. Aguiar 1, I. Schuster 1, A.T. Amaral Júnior 2, C.A. Scapim 3 and E.S.N. Vieira 1 1 Cooperativa Central

More information

Combining Ability and Heterosis in Rice (Oryza sativa L.) Cultivars

Combining Ability and Heterosis in Rice (Oryza sativa L.) Cultivars J. Agr. Sci. Tech. (2010) Vol. 12: 223-231 Combining Ability and Heterosis in Rice (Oryza sativa L.) Cultivars M. Rahimi 1, B. Rabiei 1*, H. Samizadeh 1, and A. Kafi Ghasemi 1 ABSTRACT Quantitative valuations

More information

BREEDING AND GENETICS

BREEDING AND GENETICS The Journal of Cotton Science 6:97-103 (2002) http://journal.cotton.org, The Cotton Foundation 2002 97 BREEDING AND GENETICS Assessment of Day-Neutral Backcross Populations of Cotton Using AFLP Markers

More information

Inbred line development in landraces. Vijay Chaikam Sarah Hearne

Inbred line development in landraces. Vijay Chaikam Sarah Hearne Inbred line development in landraces Vijay Chaikam Sarah Hearne Inbred line development by recurrent selfing Generation Landrace Homozygosity 50% Months S1 75% 6 S2 87.5% 12 S3 93.75% 18 S4 96.875% 24

More information

Transferring Powdery Mildew Resistance Genes from Wild Helianthus into Cultivated Sunflower. Pilar Rojas-Barros, Chao-Chien Jan, and Thomas J.

Transferring Powdery Mildew Resistance Genes from Wild Helianthus into Cultivated Sunflower. Pilar Rojas-Barros, Chao-Chien Jan, and Thomas J. Transferring Powdery Mildew Resistance Genes from Wild Helianthus into Cultivated Sunflower Pilar Rojas-Barros, Chao-Chien Jan, and Thomas J. Gulya USDA-ARS, Northern Crop Science Laboratory, Fargo, ND

More information

A New Metric for Parental Selection in Plant Breeding

A New Metric for Parental Selection in Plant Breeding Graduate Theses and Dissertations Graduate College 2014 A New Metric for Parental Selection in Plant Breeding Ye Han Iowa State University Follow this and additional works at: http://libdriastateedu/etd

More information

Lecture 9. Short-Term Selection Response: Breeder s equation. Bruce Walsh lecture notes Synbreed course version 3 July 2013

Lecture 9. Short-Term Selection Response: Breeder s equation. Bruce Walsh lecture notes Synbreed course version 3 July 2013 Lecture 9 Short-Term Selection Response: Breeder s equation Bruce Walsh lecture notes Synbreed course version 3 July 2013 1 Response to Selection Selection can change the distribution of phenotypes, and

More information

Lecture 9. QTL Mapping 2: Outbred Populations

Lecture 9. QTL Mapping 2: Outbred Populations Lecture 9 QTL Mapping 2: Outbred Populations Bruce Walsh. Aug 2004. Royal Veterinary and Agricultural University, Denmark The major difference between QTL analysis using inbred-line crosses vs. outbred

More information

The inbred-hybrid method for producing hybrids was proposed

The inbred-hybrid method for producing hybrids was proposed Published May 10, 2013 Research Visual Versus Marker-Based Selection of Hybrid Progeny in Fertile Fertile Beet and Carrot Crosses Margaret A. Schaber and Irwin L. Goldman* Abstract Cytoplasmic-genic male

More information

2 Numbers in parentheses refer to literature cited.

2 Numbers in parentheses refer to literature cited. A Genetic Study of Monogerm and Multigerm Characters in Beets V. F. SAVITSKY 1 Introduction Monogerm beets were found in the variety Michigan Hybrid 18 in Oregon in 1948. Two of these monogerm plants,

More information

INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS EXPLANATORY NOTES ON THE DEFINITION OF VARIETY

INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS EXPLANATORY NOTES ON THE DEFINITION OF VARIETY ORIGINAL: English DATE: October 21, 2010 INTERNATIONAL UNION FOR THE PROTECTION OF NEW VARIETIES OF PLANTS GENEVA E EXPLANATORY NOTES ON THE DEFINITION OF VARIETY UNDER THE 1991 ACT OF THE UPOV CONVENTION

More information

Genetic Divergence Studies for the Quantitative Traits of Paddy under Coastal Saline Ecosystem

Genetic Divergence Studies for the Quantitative Traits of Paddy under Coastal Saline Ecosystem J. Indian Soc. Coastal Agric. Res. 34(): 50-54 (016) Genetic Divergence Studies for the Quantitative Traits of Paddy under Coastal Saline Ecosystem T. ANURADHA* Agricultural Research Station, Machilipatnam

More information

Genomewide Selection in Oil Palm: Increasing Selection Gain per Unit Time and Cost with Small Populations

Genomewide Selection in Oil Palm: Increasing Selection Gain per Unit Time and Cost with Small Populations Genomewide Selection in Oil Palm: Increasing Selection Gain per Unit Time and Cost with Small Populations C.K. Wong R. Bernardo 1 ABSTRACT Oil palm (Elaeis guineensis Jacq.) requires 19 years per cycle

More information

3. Properties of the relationship matrix

3. Properties of the relationship matrix 3. Properties of the relationship matrix 3.1 Partitioning of the relationship matrix The additive relationship matrix, A, can be written as the product of a lower triangular matrix, T, a diagonal matrix,

More information

A mixed model based QTL / AM analysis of interactions (G by G, G by E, G by treatment) for plant breeding

A mixed model based QTL / AM analysis of interactions (G by G, G by E, G by treatment) for plant breeding Professur Pflanzenzüchtung Professur Pflanzenzüchtung A mixed model based QTL / AM analysis of interactions (G by G, G by E, G by treatment) for plant breeding Jens Léon 4. November 2014, Oulu Workshop

More information

Maize (Zea mays, L.) exhibits a wide range of shapes and forms,

Maize (Zea mays, L.) exhibits a wide range of shapes and forms, PERIODICUM BIOLOGORUM UDC 57:61 VOL. 110, No 3, 251 255, 2008 CODEN PDBIAD ISSN 0031-5362 Original scientific paper Genetic diversity among maize (Zea mays, L.) inbred lines in Eastern Croatia ANTUN JAMBROVI]

More information

Study of Genetic Diversity in Some Newly Developed Rice Genotypes

Study of Genetic Diversity in Some Newly Developed Rice Genotypes International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Volume 6 Number 10 (2017) pp. 2693-2698 Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/10.20546/ijcmas.2017.610.317

More information

GENETIC DIVERGENCE IN PEA (PISUM SATIVUM L.)

GENETIC DIVERGENCE IN PEA (PISUM SATIVUM L.) Plant Archives Vol. 14 No. 2, 2014 pp. 887-891 ISSN 0972-5210 GENETIC DIVERGENCE IN PEA (PISUM SATIVUM L.) B. Senthamizh Selvi*, J. Rajangam and R. Muthuselvi Horticultural Research Station, Tamil Nadu

More information

Investigations into biomass yield in perennial ryegrass (Lolium perenne L.)

Investigations into biomass yield in perennial ryegrass (Lolium perenne L.) Investigations into biomass yield in perennial ryegrass (Lolium perenne L.) Ulrike Anhalt 1,2, Pat Heslop-Harrison 2, Céline Tomaszewski 1,2, Hans-Peter Piepho 3, Oliver Fiehn 4 and Susanne Barth 1 1 2

More information

Genetic Analysis of Yield and its Components of Some Egyptian Cotton (Gossypium barbadense L.) Varieties

Genetic Analysis of Yield and its Components of Some Egyptian Cotton (Gossypium barbadense L.) Varieties World Journal of Agricultural Sciences 6 (5): 65-6 00 ISSN 87-3047 IDOSI Publications 00 Genetic Analysis of Yield and its Components of Some Egyptian Cotton (Gossypium barbadense L.) Varieties 3 S.H.M.

More information

Combining ability analysis for yield components and physiological traits in rice

Combining ability analysis for yield components and physiological traits in rice I J P INTERNATIONAL JOURNAL OF PLANT SCIENCES SVolume 7 Issue 2 July, 2012 295-300 RESEARCH ARTICLE Combining ability analysis for yield components and physiological traits in rice D. ADILAKSHMI AND P.

More information

73 Assignee: Limagrain Genetics Corporation, Plant Variety Protection Certificate for Inbred Corn Line

73 Assignee: Limagrain Genetics Corporation, Plant Variety Protection Certificate for Inbred Corn Line USOO5932787A United States Patent (19) 11 Patent Number: Schuetz et al. () Date of Patent: Aug. 3, 1999 54) INBRED CORN LINE SBB1 56) References Cited PUBLICATIONS 75 Inventors: Steven Schuetz, Coralville,

More information

Common Mating Designs in Agricultural Research and Their Reliability in Estimation of Genetic Parameters

Common Mating Designs in Agricultural Research and Their Reliability in Estimation of Genetic Parameters IOSR Journal of Agriculture and Veterinary Science (IOSR-JAVS) e-issn: 2319-2380, p-issn: 2319-2372. Volume 11, Issue 7 Ver. II (July 2018), PP 16-36 www.iosrjournals.org Common Mating Designs in Agricultural

More information

Gene Action and Combining Ability in Rice (Oryza sativa L.) Involving Indica and Tropical Japonica Genotypes

Gene Action and Combining Ability in Rice (Oryza sativa L.) Involving Indica and Tropical Japonica Genotypes International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Volume 6 Number 7 (2017) pp. 8-16 Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/10.20546/ijcmas.2017.607.002

More information

Prediction of the Confidence Interval of Quantitative Trait Loci Location

Prediction of the Confidence Interval of Quantitative Trait Loci Location Behavior Genetics, Vol. 34, No. 4, July 2004 ( 2004) Prediction of the Confidence Interval of Quantitative Trait Loci Location Peter M. Visscher 1,3 and Mike E. Goddard 2 Received 4 Sept. 2003 Final 28

More information

... x. Variance NORMAL DISTRIBUTIONS OF PHENOTYPES. Mice. Fruit Flies CHARACTERIZING A NORMAL DISTRIBUTION MEAN VARIANCE

... x. Variance NORMAL DISTRIBUTIONS OF PHENOTYPES. Mice. Fruit Flies CHARACTERIZING A NORMAL DISTRIBUTION MEAN VARIANCE NORMAL DISTRIBUTIONS OF PHENOTYPES Mice Fruit Flies In:Introduction to Quantitative Genetics Falconer & Mackay 1996 CHARACTERIZING A NORMAL DISTRIBUTION MEAN VARIANCE Mean and variance are two quantities

More information

Correlation and path coefficient analysis in tuberose

Correlation and path coefficient analysis in tuberose Journal of Crop and Weed, 9(2):44-49(2013) Correlation and path coefficient analysis in tuberose VANLALRUATI, T. MANDAL AND S. PRADHAN Department of Floriculture and Landscaping, Faculty of Horticulture

More information

Legend: S spotted Genotypes: P1 SS & ss F1 Ss ss plain F2 (with ratio) 1SS :2 WSs: 1ss. Legend W white White bull 1 Ww red cows ww ww red

Legend: S spotted Genotypes: P1 SS & ss F1 Ss ss plain F2 (with ratio) 1SS :2 WSs: 1ss. Legend W white White bull 1 Ww red cows ww ww red On my honor, this is my work GENETICS 310 EXAM 1 June 8, 2018 I. Following are 3 sets of data collected from crosses: 1. Spotted by Plain gave all spotted in the F1 and 9 spotted and 3 plain in the F2.

More information

BREEDING, GENETICS, AND PHYSIOLOGY. Phenotypic Analysis of the 2006 MY2 Mapping Population in Arkansas

BREEDING, GENETICS, AND PHYSIOLOGY. Phenotypic Analysis of the 2006 MY2 Mapping Population in Arkansas BREEDING, GENETICS, AND PHYSIOLOGY Phenotypic Analysis of the 2006 MY2 Mapping Population in Arkansas E.J. Boza, K.A.K. Moldenhauer, R.D. Cartwright, S. Linscombe, J.H. Oard, and M.M. Blocker ABSTRACT

More information

Kodo millet (Paspalum scorbiculatum L.)

Kodo millet (Paspalum scorbiculatum L.) Kodo millet (Paspalum scorbiculatum L.) I Subject: These test guidelines apply to all the varieties, hybrids and parental lines of Kodo millet (Paspalum scorbiculatum L.) II Material required: 1. The Protection

More information

Germplasm. Introduction to Plant Breeding. Germplasm 2/12/2013. Master Gardener Training. Start with a seed

Germplasm. Introduction to Plant Breeding. Germplasm 2/12/2013. Master Gardener Training. Start with a seed Introduction to Plant Breeding Master Gardener Training Start with a seed Germplasm Germplasm The greatest service which can be rendered to any country is to add a useful plant to its culture -Thomas Jefferson

More information

Introduction to Plant Breeding. Master Gardener Training

Introduction to Plant Breeding. Master Gardener Training Introduction to Plant Breeding Master Gardener Training Start with a seed Germplasm Germplasm The greatest service which can be rendered to any country is to add a useful plant to its culture -Thomas Jefferson

More information

Relative performance of testers to identify elite lines of corn (Zea mays L.)

Relative performance of testers to identify elite lines of corn (Zea mays L.) Retrospective Theses and Dissertations Iowa State University Capstones, Theses and Dissertations 1992 Relative performance of testers to identify elite lines of corn (Zea mays L.) Justo Salvador Castellanos

More information

GENOTYPE-ENVIRONMENT INTERACTION FOR FORAGE YIELD OF VETCH (VICIA SATIVA L.) IN MEDITERRANEAN ENVIRONMENTS. G. Pacucci and C.

GENOTYPE-ENVIRONMENT INTERACTION FOR FORAGE YIELD OF VETCH (VICIA SATIVA L.) IN MEDITERRANEAN ENVIRONMENTS. G. Pacucci and C. GENOTYPE-ENVIRONMENT INTERACTION FOR FORAGE YIELD OF VETCH (VICIA SATIVA L.) IN MEDITERRANEAN ENVIRONMENTS ID # 12-16 G. Pacucci and C. Troccoli Department of Scienze delle Produzioni Vegetali, Università

More information

Quantitative characters II: heritability

Quantitative characters II: heritability Quantitative characters II: heritability The variance of a trait (x) is the average squared deviation of x from its mean: V P = (1/n)Σ(x-m x ) 2 This total phenotypic variance can be partitioned into components:

More information

Evolution of phenotypic traits

Evolution of phenotypic traits Quantitative genetics Evolution of phenotypic traits Very few phenotypic traits are controlled by one locus, as in our previous discussion of genetics and evolution Quantitative genetics considers characters

More information

III. United States Patent 19. Bergemann. (51) Int. Cl... A01B5/00; A01B 4/00; A01B 1/00; C12N 5/04. (75. Inventor: Scott A. Bergemann, Stanton, Minn.

III. United States Patent 19. Bergemann. (51) Int. Cl... A01B5/00; A01B 4/00; A01B 1/00; C12N 5/04. (75. Inventor: Scott A. Bergemann, Stanton, Minn. United States Patent 19 Bergemann 54 INBRED CORN LINE LH227 (75. Inventor: Scott A. Bergemann, Stanton, Minn. 73) Assignee: Holden's Foundation Seeds, Inc., Williamsburg, Iowa (21) Appl. No.: 567,363 22

More information

Maize (ZEA MAYS L.) was domesticated about 9000 yr ago in

Maize (ZEA MAYS L.) was domesticated about 9000 yr ago in RESEARCH Reproduced from Crop Science. Published by Crop Science Society of America. All copyrights reserved. Genetic Diversity in CIMMYT Nontemperate Maize Germplasm: Landraces, Open Pollinated Varieties,

More information

Hairy s Inheritance: Investigating Variation, Selection, and Evolution with Wisconsin Fast Plants

Hairy s Inheritance: Investigating Variation, Selection, and Evolution with Wisconsin Fast Plants Introduction Hairy s Inheritance: Investigating Variation, Selection, and Evolution with Wisconsin Fast Plants Daniel Lauffer Wisconsin Fast Plants Program University of Wisconsin - Madison Since the dawn

More information

Unit 3 Life: Growth, Development, and Reproduction

Unit 3 Life: Growth, Development, and Reproduction Unit 3 Life: Growth, Development, and Reproduction Content Area: Science Course(s): Science 7 Time Period: November Length: 5 weeks Status: Published Transfer Life: Growth, Development, and Reproduction

More information

COMBINING ABILITY ANALYSIS FOR CURED LEAF YIELD AND ITS COMPONENT TRAITS IN BIDI TOBACCO (NicotianatabacumL.)

COMBINING ABILITY ANALYSIS FOR CURED LEAF YIELD AND ITS COMPONENT TRAITS IN BIDI TOBACCO (NicotianatabacumL.) International Journal of Science, Environment and Technology, Vol. 5, No 3, 2016, 1373 1380 ISSN 2278-3687 (O) 2277-663X (P) COMBINING ABILITY ANALYSIS FOR CURED LEAF YIELD AND ITS COMPONENT TRAITS IN

More information

CHARACTER ASSOCIATION AND PATH ANALYSIS IN GARLIC (Allium sativum L) FOR YIELD AND ITS ATTRIBUTES

CHARACTER ASSOCIATION AND PATH ANALYSIS IN GARLIC (Allium sativum L) FOR YIELD AND ITS ATTRIBUTES SAARC J. Agri., 11(1): 45-52 (2013) CHARACTER ASSOCIATION AND PATH ANALYSIS IN GARLIC (Allium sativum L) FOR YIELD AND ITS ATTRIBUTES S. R. Singh, N. A. Ahmed, S. Lal, Asima Amin 1, Mudasir Amin 5 S. A.

More information

ESTIMATION OF GERMINATION POSSIBILITIES OF SOME PEAS STORAGES ACCESSIONS AND THE EVALUATION OF SOME QUALITATIVE INDICATORS ON ALBANIAN PLANT GENE BANK

ESTIMATION OF GERMINATION POSSIBILITIES OF SOME PEAS STORAGES ACCESSIONS AND THE EVALUATION OF SOME QUALITATIVE INDICATORS ON ALBANIAN PLANT GENE BANK ESTIMATION OF GERMINATION POSSIBILITIES OF SOME PEAS STORAGES ACCESSIONS AND THE EVALUATION OF SOME QUALITATIVE INDICATORS ON ALBANIAN PLANT GENE BANK Conference on Biotechnological Developments 21 November

More information

Komala, N. T*, Gurumurthy, R and Surendra, P

Komala, N. T*, Gurumurthy, R and Surendra, P ORIGINAL RESEARCH ARTICLE OPEN ACCESS Morphological Characterization of Advanced Lines of Rice (Oryza sativa L.) Derived from Swarna x Ranbir Basmati at Seedling Stage Komala, N. T*, Gurumurthy, R and

More information

Gene mapping in model organisms

Gene mapping in model organisms Gene mapping in model organisms Karl W Broman Department of Biostatistics Johns Hopkins University http://www.biostat.jhsph.edu/~kbroman Goal Identify genes that contribute to common human diseases. 2

More information

H = σ 2 G / σ 2 P heredity determined by genotype. degree of genetic determination. Nature vs. Nurture.

H = σ 2 G / σ 2 P heredity determined by genotype. degree of genetic determination. Nature vs. Nurture. HCS825 Lecture 5, Spring 2002 Heritability Last class we discussed heritability in the broad sense (H) and narrow sense heritability (h 2 ). Heritability is a term that refers to the degree to which a

More information

Historical Minnesota Maize Inbreds: Relatedness, Diversity and Marker. Associations for Flowering Time, Kernel Composition and Disease Resistance

Historical Minnesota Maize Inbreds: Relatedness, Diversity and Marker. Associations for Flowering Time, Kernel Composition and Disease Resistance Historical Minnesota Maize Inbreds: Relatedness, Diversity and Marker Associations for Flowering Time, Kernel Composition and Disease Resistance A DISSERTATION SUBMITTED TO THE FACULTY OF THE UNIVERSITY

More information

1. they are influenced by many genetic loci. 2. they exhibit variation due to both genetic and environmental effects.

1. they are influenced by many genetic loci. 2. they exhibit variation due to both genetic and environmental effects. October 23, 2009 Bioe 109 Fall 2009 Lecture 13 Selection on quantitative traits Selection on quantitative traits - From Darwin's time onward, it has been widely recognized that natural populations harbor

More information

Genetic structure and eco-geographical differentiation of cultivated Hsien rice (Oryza sativa L. subsp. indica) in China revealed by microsatellites

Genetic structure and eco-geographical differentiation of cultivated Hsien rice (Oryza sativa L. subsp. indica) in China revealed by microsatellites Article Crop Germplasm Resources January 2013 Vol.58 No.3: 344 352 doi: 10.1007/s11434-012-5396-4 Genetic structure and eco-geographical differentiation of cultivated Hsien rice (Oryza sativa L. subsp.

More information

Heterosis and early generation testing is a pivotal method for production of hybrid

Heterosis and early generation testing is a pivotal method for production of hybrid AJCS 7(11):1728-1736 (2013) ISSN:1835-2707 Heterosis and early generation testing is a pivotal method for production of hybrid Farhan Ali 1,2 *, Kashif Rafiq Zahid 2, Farooq Shah 3, Rozina Gul 4 *, Qingchun

More information

Genetic variation between Spanish and American versions of sweet corn. P. Revilla, M. C. Abuín, R. A. Malvar, P. Soengas, B. Ordás, and A.

Genetic variation between Spanish and American versions of sweet corn. P. Revilla, M. C. Abuín, R. A. Malvar, P. Soengas, B. Ordás, and A. Genetic variation between Spanish and American versions of sweet corn inbred lines P. Revilla, M. C. Abuín, R. A. Malvar, P. Soengas, B. Ordás, and A. Ordás Misión Biológica de Galicia, Spanish Council

More information

Temporal changes in allele frequencies in two reciprocally selected maize populations

Temporal changes in allele frequencies in two reciprocally selected maize populations Theor Appl Genet (1999) 99:1166 1178 Springer-Verlag 1999 ORIGINAL ARTICLE J.A. Labate K.R. Lamkey M. Lee W.L. Woodman Temporal changes in allele frequencies in two reciprocally selected maize populations

More information

Morphological Diversity Analysis of Novel Inbred Lines of Maize (Zea Mays L.) for Development of Single Cross Hybrids

Morphological Diversity Analysis of Novel Inbred Lines of Maize (Zea Mays L.) for Development of Single Cross Hybrids Available online at www.ijpab.com Naveenkumar et al Int. J. Pure App. Biosci. 5 (1): 489-497 (2017) ISSN: 2320 7051 DOI: http://dx.doi.org/10.18782/2320-7051.2451 ISSN: 2320 7051 Int. J. Pure App. Biosci.

More information

Studies on Fertility Restoration Using Newly Derived Restorers in Sunflower (Helianthus annuus L.)

Studies on Fertility Restoration Using Newly Derived Restorers in Sunflower (Helianthus annuus L.) Int.J.Curr.Microbiol.App.ci (218) 7(1): 2131-2135 International Journal of Current Microbiology and Applied ciences IN: 2319-776 Volume 7 Number 1 (218) Journal homepage: http://www.ijcmas.com Original

More information

History, Contribution, and Future of Quantitative Genetics in Plant Breeding: Lessons From Maize

History, Contribution, and Future of Quantitative Genetics in Plant Breeding: Lessons From Maize ARNEL R. HALLAUER* History, Contribution, and Future of Quantitative Genetics in Plant Breeding: Lessons From Maize C. F. Curtiss Distinguished Professor in Agriculture, Emeritus. Dep. of Agronomy, Iowa

More information

THE USE OF MOLECULAR MARKERS IN THE MANAGEMENT AND IMPROVEMENT OF AVOCADO (Persea americana Mill.)

THE USE OF MOLECULAR MARKERS IN THE MANAGEMENT AND IMPROVEMENT OF AVOCADO (Persea americana Mill.) 1 1999. Revista Chapingo Serie Horticultura 5: 227-231. THE USE OF MOLECULAR MARKERS IN THE MANAGEMENT AND IMPROVEMENT OF AVOCADO (Persea americana Mill.) M. T. Clegg 1 ; M. Kobayashi 2 ; J.-Z. Lin 1 1

More information

Characterization of ICRISAT-bred restorer parents of pearl millet

Characterization of ICRISAT-bred restorer parents of pearl millet Characterization of ICRISAT-bred restorer parents of pearl millet SK Gupta 1 *, Ranjana Bhattacharjee 1,2, KN Rai 1 and M Suresh Kumar 1 1. International Crops Research Institute for the Semi-Arid Tropics

More information

Combining Ability in Diploid andtriploid Sugarbeet Hybrids From Diverse Parents*

Combining Ability in Diploid andtriploid Sugarbeet Hybrids From Diverse Parents* 10 Journal of Sugar Beet Research Vol 26 No 1 Combining Ability in Diploid andtriploid Sugarbeet Hybrids From Diverse Parents* J. M. Lasal, I. Romagosa 2, R. J. Hecke~, and J. M. Sanz 1 laula Dei Exp.

More information

Linkage Mapping. Reading: Mather K (1951) The measurement of linkage in heredity. 2nd Ed. John Wiley and Sons, New York. Chapters 5 and 6.

Linkage Mapping. Reading: Mather K (1951) The measurement of linkage in heredity. 2nd Ed. John Wiley and Sons, New York. Chapters 5 and 6. Linkage Mapping Reading: Mather K (1951) The measurement of linkage in heredity. 2nd Ed. John Wiley and Sons, New York. Chapters 5 and 6. Genetic maps The relative positions of genes on a chromosome can

More information

Pollen fertility Vs Spikelet fertility in F2 of a CMS based hybrids in rice (Oryza sativa L.) under Aerobic condition

Pollen fertility Vs Spikelet fertility in F2 of a CMS based hybrids in rice (Oryza sativa L.) under Aerobic condition Research Article Pollen fertility Vs Spikelet fertility in F of a CMS based hybrids in rice (Oryza sativa L.) under Aerobic condition N.Naresh Babu,N.Shivakumar and Shailaja Hittalmani Abstract : Identification

More information

Introduction to QTL mapping in model organisms

Introduction to QTL mapping in model organisms Human vs mouse Introduction to QTL mapping in model organisms Karl W Broman Department of Biostatistics Johns Hopkins University www.biostat.jhsph.edu/~kbroman [ Teaching Miscellaneous lectures] www.daviddeen.com

More information

The concept of breeding value. Gene251/351 Lecture 5

The concept of breeding value. Gene251/351 Lecture 5 The concept of breeding value Gene251/351 Lecture 5 Key terms Estimated breeding value (EB) Heritability Contemporary groups Reading: No prescribed reading from Simm s book. Revision: Quantitative traits

More information

HETEROSIS AND HERITABILITY STUDIES FOR SUPERIOR SEGREGANTS SELECTION IN CHICKPEA

HETEROSIS AND HERITABILITY STUDIES FOR SUPERIOR SEGREGANTS SELECTION IN CHICKPEA Pak. J. Bot., 39(7): 2443-2449, 2007. HETEROSIS AND HERITABILITY STUDIES FOR SUPERIOR SEGREGANTS SELECTION IN CHICKPEA AHMED BAKHSH *, SHAHID RIAZ MALIK **, UMER IQBAL ** AND WAHEED ARSHAD * * PMAS Arid

More information

A recipe for the perfect salsa tomato

A recipe for the perfect salsa tomato The National Association of Plant Breeders in partnership with the Plant Breeding and Genomics Community of Practice presents A recipe for the perfect salsa tomato David Francis, The Ohio State University

More information

Genetic Variability and Correlation Studies for Yield, Yield contributing and Quality Traits in Bread Wheat (Triticum aestivum L.)

Genetic Variability and Correlation Studies for Yield, Yield contributing and Quality Traits in Bread Wheat (Triticum aestivum L.) Available online at www.ijpab.com Singh and Kumar Int. J. Pure App. Biosci. 5 (6): 686-690 (017) ISSN: 30 7051 DOI: http://dx.doi.org/10.1878/30-7051.5793 ISSN: 30 7051 Int. J. Pure App. Biosci. 5 (6):

More information

4/26/18. Domesticated plants vs. their wild relatives. Lettuce leaf size/shape, fewer secondary compounds

4/26/18. Domesticated plants vs. their wild relatives. Lettuce leaf size/shape, fewer secondary compounds The final exam: Tuesday, May 8 at 4:05-6:05pm in Ruttan Hall B35. 75 multiple choice questions for 150 points 50 questions from Lecture 20 27 25 questions directly from the first two exams. Key for exam

More information

Improvement of Photosynthetic Capacity in Soybean Variety

Improvement of Photosynthetic Capacity in Soybean Variety Improvement of Photosynthetic Capacity in Soybean Variety By MUTSUO OJIMA Crop Division, Chugoku National Agricultural Experiment Station The demand for soybean as protein and oil resources is increasing

More information