Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in Benishangul Gumuz, Ethiopia
The experiment was conducted to assess genetic variability, heritability and genetic advance for yield and yield related traits in some upland rice genotypes. A total of 23 rice genotypes were evaluated in a randomized complete block design with three replications in 2017 at Pawe and Assosa. Analysis of variance revealed significant difference among the genotypes for most of the traits at individual and across locations, and error variances of the two locations were homogenous for most of the traits including grain yield. Moreover, the genotypes showed wider variability for grain yield in the range between 3707-6241kg/ha, 4853-7282kg/ha and 4280-6761kg/ha at Pawe, Assosa and over locations, respectively. A relatively high (>20%) phenotypic and genotypic coefficient of variations were estimated merely for number of unfilled grains per panicle. High heritability estimates (> 60%) were obtained for all of the traits, except plant height and Protein content. A relatively high genetic advance was obtained for traits like unfilled grains per panicle and fertile tiller per plant. Thus, this study revealed that there was higher genetic variability among the tested genotypes, which could be potentially exploited in future breeding programs.
Genetic variability, heritability, genetic advance, genetic advance as percen...Premier Publishers
Field experiment was conducted to estimate genetic variability, heritability, genetic advance, genetic advance as a percent mean and character association for forty nine genotypes of Ethiopian mustards collected from different agro ecologies. The experiment was carried out in a simple lattice design. The analysis of variance showed that there were significant differences among genotypes for all traits compared. The significant difference indicates the existence of genetic variability among the accessions which is important for improvement. High genotypic and phenotypic coefficients of variations were observed in seed yield per plot, oil yield per plot, and plant height. This shows that selection of these traits based on phenotype may be useful for yield improvement. The highest heritability in broad sense was recorded for thousand seed weight (68.80%) followed by days to flowering (65.91%), stand percent (63.14%), linolenic acid(62.58%), days to maturity (60.43%), plant height (59.63%), palmitic acid (58.19%), linoleic acid (57.46%),oil content (50.33%), oil yield (44.84%), seed yield per plot(42.99%),and primary branches(34.20%). This suggests that large proportion of the total variance was due to the high genotypic and less environmental variance. In the correlation coefficient analysis, seed yield per plot showed positive correlation with oil content, oil yield, plant height and seed yield per plant. In the path analysis, number of primary branches and oil yield showed positive direct effect on seed yield per plot. In this study, seed yield per plot, oil content, oil yield and primary branches were found to be the most important components for the improvement of seed and oil. Therefore more emphasis should be given for highest heritable traits of mustard and to those positively correlated traits to improve these characters using the tested genotypes.
Genetic Variability and Morphological Diversity among Open-Pollinated Maize (...Premier Publishers
A study to characterize and determine the magnitude of genetic variation among 60 open-pollinated maize varieties was conducted at two contrasting locations in Sierra Leone during the 2015 wet cropping season. Results revealed that traits such as grain moisture content, anthesis-silking interval, plant and ear heights, number of ears harvested, field weight and grain yield showed moderate to high values of the components of genetic variation while days to 50% anthesis and silking revealed low values of the components of genetic variation. The first two PCA axes explained 54% of the total variation, of which the first principal component (PC1) accounted for 35% and PC2 contributed 19% of the total variation. The cluster diagram grouped the genotypes into seven main clusters and results suggest that crosses involving clusters I and V with any other clusters would produce segregants with low grain yields while the crosses between clusters IV, VI and VII would be expected to manifest higher heterosis and could result in segregants with higher grain yields. There was significant genetic variability observed among the genotypes evaluated thereby suggest the scope to bring about traits improvement of genotypes through direct selection and hybridization.
Genetic variability, heritability, genetic advance, genetic advance as percen...Premier Publishers
Field experiment was conducted to estimate genetic variability, heritability, genetic advance, genetic advance as a percent mean and character association for forty nine genotypes of Ethiopian mustards collected from different agro ecologies. The experiment was carried out in a simple lattice design. The analysis of variance showed that there were significant differences among genotypes for all traits compared. The significant difference indicates the existence of genetic variability among the accessions which is important for improvement. High genotypic and phenotypic coefficients of variations were observed in seed yield per plot, oil yield per plot, and plant height. This shows that selection of these traits based on phenotype may be useful for yield improvement. The highest heritability in broad sense was recorded for thousand seed weight (68.80%) followed by days to flowering (65.91%), stand percent (63.14%), linolenic acid(62.58%), days to maturity (60.43%), plant height (59.63%), palmitic acid (58.19%), linoleic acid (57.46%),oil content (50.33%), oil yield (44.84%), seed yield per plot(42.99%),and primary branches(34.20%). This suggests that large proportion of the total variance was due to the high genotypic and less environmental variance. In the correlation coefficient analysis, seed yield per plot showed positive correlation with oil content, oil yield, plant height and seed yield per plant. In the path analysis, number of primary branches and oil yield showed positive direct effect on seed yield per plot. In this study, seed yield per plot, oil content, oil yield and primary branches were found to be the most important components for the improvement of seed and oil. Therefore more emphasis should be given for highest heritable traits of mustard and to those positively correlated traits to improve these characters using the tested genotypes.
Genetic Variability and Morphological Diversity among Open-Pollinated Maize (...Premier Publishers
A study to characterize and determine the magnitude of genetic variation among 60 open-pollinated maize varieties was conducted at two contrasting locations in Sierra Leone during the 2015 wet cropping season. Results revealed that traits such as grain moisture content, anthesis-silking interval, plant and ear heights, number of ears harvested, field weight and grain yield showed moderate to high values of the components of genetic variation while days to 50% anthesis and silking revealed low values of the components of genetic variation. The first two PCA axes explained 54% of the total variation, of which the first principal component (PC1) accounted for 35% and PC2 contributed 19% of the total variation. The cluster diagram grouped the genotypes into seven main clusters and results suggest that crosses involving clusters I and V with any other clusters would produce segregants with low grain yields while the crosses between clusters IV, VI and VII would be expected to manifest higher heterosis and could result in segregants with higher grain yields. There was significant genetic variability observed among the genotypes evaluated thereby suggest the scope to bring about traits improvement of genotypes through direct selection and hybridization.
DOI: 10.21276/ijlssr.2016.2.3.19
ABSTRACT- By using gamma rays (physical) & EMS (chemical) mutagens the various genetic variability parameters
were estimated of two soybean cultivars i.e. PKV-1 & JS-335. Characters studied i.e. Plant height, no. of branches per
plant, no. of clusters per plant, no. of pods per plant, yield per plant, 100 grain wt. shows that genotypic coefficient of
variation (G.C.V.) & phenotypic coefficient of variation (PCV), heritability was significantly high. In both the varieties, all
the mutagenic treatments were effective in inducing genetic variability.
Key-words- Gamma rays, EMS, Mutagens, Genetic Variability
Topic- Genetic Variability and Stability Analysis in Greengram [Vigna radiata (L.) Wilczek]
PRESENTED
BY
CHIRANJEEV
Id. No. – 4213, M. Sc. (Ag.)
In the presence of External examiner and Members of Advisory Committee
Venue: Seminar class room
On date: 27/10/2020
DEPARTMENT OF GENETICS AND PLANT BREEDING
SARDAR VALLABHBHAI PATEL UNIVERSITY OF AGRICULTURE AND TECHNOLOGY MEERUT-250110 (U.P.) India
Generation Mean Analysis of Some Agronomic Traits in HB42xSabini Barley CrossPremier Publishers
Genetic analysis is useful to generate information to design appropriate breeding methods. Thus, this study was conducted on barley using six generations of (P1, P2, F1, F2, BC1 and BC2) in HB42 x Sabini cross with the objective of investigating the gene effects and its interactions gene effects controlling the characters studied. The six generations were evaluated in RCB design with three replications at Holetta during 2015 main cropping season. The analysis of variance showed there was significant difference among the means of the six generations. The scaling tests and generation mean analysis showed the presence of non-allelic interaction type of gene effects for all traits except spike length. Thu, the magnitude of (h +j +l), non-fixable gene effects were higher than (d + i), fixable gene effects which was confirmed by genetic variance component analysis for all the characters studied. Digenic epistatic model failed to explain variation for all characters revealing the presence of higher order interaction. Generally, the finding suggests the predominance of non-additive gene action including epistasis genes in characters studied making selection difficult. And further research may be required to better clarify the information especially for future malt barley breeding.
Correlation and path analysis for genetic divergence of morphological and fib...Innspub Net
Seventy five genotypes of cultivated cotton (Gossypium hirsutum L.) were studied for morphological characteristics i-e plant height, monopodial branches, sympodial branches, boll weight, seed volume, seed density, seed index and fiber characters. Data were subjected to analysis of variance and estimates were made for genetic advance, broad sense heritability and coefficient of variance for the traits. ANOVA revealed highly significant variability among genotypes for all the characteristics studied. The estimates for heritability were
higher for seed index (0.93) and plant height (0.93). The highest value (6.4) for genetic advance was observed for
sympodial branches whereas lowest value was (0.17) for boll weight. Correlation analysis revealed positive and significant for most of the parameters. In path coefficient, the number of sympodial branches, boll weight, lint index and lint weight had maximum direct and positive effect on fiber fineness of seed cotton. Whereas, the number of monopodial branches, plant height, seed index, seed volume, seed density, staple length, fiber strength and ginning out turn (G.O.T%) had direct and negative effects on fiber of seed cotton. The principle component analysis (PCA) revealed significant differences between genotypes and the first four components with Eigen
values greater than 1 contributed 66.68% of the variability among the genotypes. The grouping of genotypes
possessing excelled traits signifies genetic potential of the germplasm for the improvement of seed and fiber characteristics in cotton crop. Get more articles at: http://www.innspub.net/volume-7-number-4-october-2015-ijaar/
Estimation of association among growth and yield related traits in Bread Whea...Premier Publishers
A total of twenty five bread wheat (Triticum aestivum L.) genotypes were evaluated for trait association and path coefficient analysis among yield and yield contributing traits at Gurage zone of two different environments. The genotypes were grown in triplicate randomized complete block design. Data were collected on 13 agronomic characters. It was found results that grain yield showed positive and significant correlations with above ground biomass, tillers per plant, kernel per spike, spikelet per spike and plant height at Fereziye and negatively correlated with tiller per plant (rg= -0.535) and plant height (rg= -0.284) at Kotergedra. Selection on the basis of positive association of grain yield with its contributing traits may be helpful to improve grain yield of wheat. Path coefficient analysis revealed that above ground biomass and tillers per plant exerted high and favorable direct effects on grain yield at Fereziye. Both genotypic and phenotypic correlation and path coefficient analysis revealed that grain filling period exerted high and favorable direct effect on grain yield at Kotergedra which indicated that selection on such traits may be useful to improve the grain yield. It was moreover suggested that the evaluation of wheat genotypes for grain yield under multi-zonal locations should be carried out to exploit more yield potential.
Genetic Studies of Grain Yield and other Agronomic Traits of Low-N Maize (Zea...Premier Publishers
Ten low-N open pollinated maize varieties were converted to inbred line after six generations of selfing and used to study the genetic effects of grain yield and other agronomic traits. The 10 inbred lines were crossed in all possible combinations to generate 90 F1 hybrids (45 crosses and 45 reciprocals). The 90 F1 along with their parents were evaluated at the Teaching and Research Farms of Ekiti State University, Ado-Ekiti and Osun State University, Ejigbo in 2017, using two environments created by levels of N (low and high). The design at each location was a Randomized Complete Block Design (RCBD) with two replicates. Data were collected on plant height, ear height, days to 50% anthesis, days to 50% silking, incidence of curvularia leaf spot, blight, plant aspect, ear aspect, ear rot, stay green, cob per plant, ear weight, grain moisture content and grain yield. All data obtained were subjected to analysis of variance. Specific combining ability (SCA) and general combing ability (GCA) were obtained for the traits. The mean yield of the hybrids (6,444.42 t/ha) and reciprocal (5,971.64 t/ha) were significantly higher than their parents (2,212.84 t/ha). Significant GCA, SCA and reciprocal were recorded for all traits. Hybrids showed better performance compared with parental lines demonstrating heterotic effect. The ratio of GCA/SCA mean square revealed that non-additive gene action was more important for all the traits except ear height, blight, stay green and cob per plant. The estimate of GCA and SCA in this study provides the maize breeder with information to determine which lines to select to improve elite varieties and which parent lines should be used for making hybrids with greater grain yield under condition of low soil N.
Correlation Coefficient and Path Analysis among Yield and Yield Related Trait...Premier Publishers
Twenty-two upland rice varieties were evaluated in randomized complete block design with three replications during 2014 cropping season at Pawe Northwestern Ethiopia to estimate association among grain yield and yield related traits and partition the correlation coefficients into direct and indirect effects. The analysis of variance showed significant (p < 0.01) differences for all traits except harvest index indicating the existence of variability. Correlation analysis of grain yield showed positive and significant associations with fertile tiller per plant (rg=0.792), biomass yield (rg=0.789), and plant height (rg=0.684) at genotypic level indicating that simultaneous improvement for these traits is possible. The path coefficient revealed that biomass yield, fertile tiller per plant and plant height exerted favorable direct effects on grain yield at both genotypic and phenotypic levels. Plant height, days to 85% maturity, fertile tillers per plant and thousand-grain weight supported the direct contribution of biomass yield to grain yield. The present investigations indicated that grain yield per plot was influenced by biomass yield, fertile tiller per plant, and plant height.
Estimate of Genetic Variability Parameters among Groundnut (Arachis hypogaea ...Premier Publishers
Sixteen groundnut genotypes (including local check) were evaluated for quantitative parameters. The crop was sown during 2015 wet season in Ethiopia across four locations. The experiment was laid out in Randomized Complete Block Design with three replications. Twelve quantitative parameters were studied. The analysis of variance revealed the prevalence of significant difference among the genotypes for all studied parameters. Based on mean performance of genotypes Beha gudo, Manipeter and Werer-962 were found to be best for grain yield in kg/ha. High to moderate estimates of genotypic coefficient of variation (GCV) and phenotypic coefficient of variation (PCV) were exhibited by all characters except for SHP and NSP indicating that those characters could be used as selection indices for crop improvement. High heritability was observed for 100SW (91.2%), AGBP (90.3%), NBP (90.2%), PH (89.4%), NMP (86.8%), NSPOD (85.7%), HI (83.7%) and KY (79.7%) accompanied by high genetic advance indicating the predominant role of additive gene action and the possibilities of effective selection for the improvement of groundnut genotypes based on these characters. Low broad sense heritability and low genetic advance was observed only for SHP and NSP indicating low genetic potentials for these characters and non-additive gene effect prevails.
DOI: 10.21276/ijlssr.2016.2.3.19
ABSTRACT- By using gamma rays (physical) & EMS (chemical) mutagens the various genetic variability parameters
were estimated of two soybean cultivars i.e. PKV-1 & JS-335. Characters studied i.e. Plant height, no. of branches per
plant, no. of clusters per plant, no. of pods per plant, yield per plant, 100 grain wt. shows that genotypic coefficient of
variation (G.C.V.) & phenotypic coefficient of variation (PCV), heritability was significantly high. In both the varieties, all
the mutagenic treatments were effective in inducing genetic variability.
Key-words- Gamma rays, EMS, Mutagens, Genetic Variability
Topic- Genetic Variability and Stability Analysis in Greengram [Vigna radiata (L.) Wilczek]
PRESENTED
BY
CHIRANJEEV
Id. No. – 4213, M. Sc. (Ag.)
In the presence of External examiner and Members of Advisory Committee
Venue: Seminar class room
On date: 27/10/2020
DEPARTMENT OF GENETICS AND PLANT BREEDING
SARDAR VALLABHBHAI PATEL UNIVERSITY OF AGRICULTURE AND TECHNOLOGY MEERUT-250110 (U.P.) India
Generation Mean Analysis of Some Agronomic Traits in HB42xSabini Barley CrossPremier Publishers
Genetic analysis is useful to generate information to design appropriate breeding methods. Thus, this study was conducted on barley using six generations of (P1, P2, F1, F2, BC1 and BC2) in HB42 x Sabini cross with the objective of investigating the gene effects and its interactions gene effects controlling the characters studied. The six generations were evaluated in RCB design with three replications at Holetta during 2015 main cropping season. The analysis of variance showed there was significant difference among the means of the six generations. The scaling tests and generation mean analysis showed the presence of non-allelic interaction type of gene effects for all traits except spike length. Thu, the magnitude of (h +j +l), non-fixable gene effects were higher than (d + i), fixable gene effects which was confirmed by genetic variance component analysis for all the characters studied. Digenic epistatic model failed to explain variation for all characters revealing the presence of higher order interaction. Generally, the finding suggests the predominance of non-additive gene action including epistasis genes in characters studied making selection difficult. And further research may be required to better clarify the information especially for future malt barley breeding.
Correlation and path analysis for genetic divergence of morphological and fib...Innspub Net
Seventy five genotypes of cultivated cotton (Gossypium hirsutum L.) were studied for morphological characteristics i-e plant height, monopodial branches, sympodial branches, boll weight, seed volume, seed density, seed index and fiber characters. Data were subjected to analysis of variance and estimates were made for genetic advance, broad sense heritability and coefficient of variance for the traits. ANOVA revealed highly significant variability among genotypes for all the characteristics studied. The estimates for heritability were
higher for seed index (0.93) and plant height (0.93). The highest value (6.4) for genetic advance was observed for
sympodial branches whereas lowest value was (0.17) for boll weight. Correlation analysis revealed positive and significant for most of the parameters. In path coefficient, the number of sympodial branches, boll weight, lint index and lint weight had maximum direct and positive effect on fiber fineness of seed cotton. Whereas, the number of monopodial branches, plant height, seed index, seed volume, seed density, staple length, fiber strength and ginning out turn (G.O.T%) had direct and negative effects on fiber of seed cotton. The principle component analysis (PCA) revealed significant differences between genotypes and the first four components with Eigen
values greater than 1 contributed 66.68% of the variability among the genotypes. The grouping of genotypes
possessing excelled traits signifies genetic potential of the germplasm for the improvement of seed and fiber characteristics in cotton crop. Get more articles at: http://www.innspub.net/volume-7-number-4-october-2015-ijaar/
Estimation of association among growth and yield related traits in Bread Whea...Premier Publishers
A total of twenty five bread wheat (Triticum aestivum L.) genotypes were evaluated for trait association and path coefficient analysis among yield and yield contributing traits at Gurage zone of two different environments. The genotypes were grown in triplicate randomized complete block design. Data were collected on 13 agronomic characters. It was found results that grain yield showed positive and significant correlations with above ground biomass, tillers per plant, kernel per spike, spikelet per spike and plant height at Fereziye and negatively correlated with tiller per plant (rg= -0.535) and plant height (rg= -0.284) at Kotergedra. Selection on the basis of positive association of grain yield with its contributing traits may be helpful to improve grain yield of wheat. Path coefficient analysis revealed that above ground biomass and tillers per plant exerted high and favorable direct effects on grain yield at Fereziye. Both genotypic and phenotypic correlation and path coefficient analysis revealed that grain filling period exerted high and favorable direct effect on grain yield at Kotergedra which indicated that selection on such traits may be useful to improve the grain yield. It was moreover suggested that the evaluation of wheat genotypes for grain yield under multi-zonal locations should be carried out to exploit more yield potential.
Genetic Studies of Grain Yield and other Agronomic Traits of Low-N Maize (Zea...Premier Publishers
Ten low-N open pollinated maize varieties were converted to inbred line after six generations of selfing and used to study the genetic effects of grain yield and other agronomic traits. The 10 inbred lines were crossed in all possible combinations to generate 90 F1 hybrids (45 crosses and 45 reciprocals). The 90 F1 along with their parents were evaluated at the Teaching and Research Farms of Ekiti State University, Ado-Ekiti and Osun State University, Ejigbo in 2017, using two environments created by levels of N (low and high). The design at each location was a Randomized Complete Block Design (RCBD) with two replicates. Data were collected on plant height, ear height, days to 50% anthesis, days to 50% silking, incidence of curvularia leaf spot, blight, plant aspect, ear aspect, ear rot, stay green, cob per plant, ear weight, grain moisture content and grain yield. All data obtained were subjected to analysis of variance. Specific combining ability (SCA) and general combing ability (GCA) were obtained for the traits. The mean yield of the hybrids (6,444.42 t/ha) and reciprocal (5,971.64 t/ha) were significantly higher than their parents (2,212.84 t/ha). Significant GCA, SCA and reciprocal were recorded for all traits. Hybrids showed better performance compared with parental lines demonstrating heterotic effect. The ratio of GCA/SCA mean square revealed that non-additive gene action was more important for all the traits except ear height, blight, stay green and cob per plant. The estimate of GCA and SCA in this study provides the maize breeder with information to determine which lines to select to improve elite varieties and which parent lines should be used for making hybrids with greater grain yield under condition of low soil N.
Introgression and the origin of maize in Mexico and the Southwest US
Similar to Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in Benishangul Gumuz, Ethiopia
Correlation Coefficient and Path Analysis among Yield and Yield Related Trait...Premier Publishers
Twenty-two upland rice varieties were evaluated in randomized complete block design with three replications during 2014 cropping season at Pawe Northwestern Ethiopia to estimate association among grain yield and yield related traits and partition the correlation coefficients into direct and indirect effects. The analysis of variance showed significant (p < 0.01) differences for all traits except harvest index indicating the existence of variability. Correlation analysis of grain yield showed positive and significant associations with fertile tiller per plant (rg=0.792), biomass yield (rg=0.789), and plant height (rg=0.684) at genotypic level indicating that simultaneous improvement for these traits is possible. The path coefficient revealed that biomass yield, fertile tiller per plant and plant height exerted favorable direct effects on grain yield at both genotypic and phenotypic levels. Plant height, days to 85% maturity, fertile tillers per plant and thousand-grain weight supported the direct contribution of biomass yield to grain yield. The present investigations indicated that grain yield per plot was influenced by biomass yield, fertile tiller per plant, and plant height.
Estimate of Genetic Variability Parameters among Groundnut (Arachis hypogaea ...Premier Publishers
Sixteen groundnut genotypes (including local check) were evaluated for quantitative parameters. The crop was sown during 2015 wet season in Ethiopia across four locations. The experiment was laid out in Randomized Complete Block Design with three replications. Twelve quantitative parameters were studied. The analysis of variance revealed the prevalence of significant difference among the genotypes for all studied parameters. Based on mean performance of genotypes Beha gudo, Manipeter and Werer-962 were found to be best for grain yield in kg/ha. High to moderate estimates of genotypic coefficient of variation (GCV) and phenotypic coefficient of variation (PCV) were exhibited by all characters except for SHP and NSP indicating that those characters could be used as selection indices for crop improvement. High heritability was observed for 100SW (91.2%), AGBP (90.3%), NBP (90.2%), PH (89.4%), NMP (86.8%), NSPOD (85.7%), HI (83.7%) and KY (79.7%) accompanied by high genetic advance indicating the predominant role of additive gene action and the possibilities of effective selection for the improvement of groundnut genotypes based on these characters. Low broad sense heritability and low genetic advance was observed only for SHP and NSP indicating low genetic potentials for these characters and non-additive gene effect prevails.
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...Premier Publishers
The present study was carried out to assess the extent of genetic variability among yield and yield related traits in selected kabuli chickpea genotypes. Forty-nine kabuli chickpea genotypes were studied for thirteen traits at Debre Zeit and Akaki using 7x7 simple lattice design in 2018 cropping season. Combined analysis of variance revealed that there was a significant difference among genotypes for all traits studied, indicating the presence of considerable amount of variability among genotypes. High Phenotypic coefficients of variation and moderate genotypic coefficients of variation value were shown for number of pods per plant and number of seeds per plant, respectively, indicating the possibility of genetic improvement in selection of these traits. High broad sense heritability coupled with high genetic advance were obtained for hundred-seed weight (91.88 and 23.81), number of pods per plant (68.07 and 28.13), number of secondary branches (80.92 and 27.80), number of seeds per plant (67.86 and 31.840), grain yield (62.33 and 24.42) and harvest index (75.70 and 28.17), respectively. This indicates that these characters could be improved easily through selection.
Genetic control and heterosis depend directly on genetic divergence among the parents in generating promising hybrids
required by plant breeders. The purpose of this study was to determine the relative importance of heterosis, combining
abilities, regression and correlation estimates in order to develop hybrid cultivars in maize. The 28 F1 hybrids obtained by
partial diallel cross of 8 inbreds in a randomized complete block design were evaluated at the Lower Niger River Basin
Authority, Oke-Oyi, Nigeria in three years. General (GCA) and specific combining abilities (SCA) produced significant (P
< 0.01) effects for all the characters, while non-additive genetic effects were predominant. The levels of heterosis for grain
yield varied widely among crosses, ranging from -16.83 to 9.76%. Positive and significant genotypic and phenotypic
correlations among grain yield and some related characters (days to anthesis and silking; plant and ear heights; number of
ears plant-1 and 1000 seed weight) showed that each character could be used indirectly to selection of grain yield. These
results also indicated that SCA was more effective than heterosis for describing hybrid performance. The regression of
actual hybrid characters on the expected hybrid characters, based on parental GCA values, was highly significant.
Regression analysis also showed that all the agronomic characters jointly contributed 19.4% to grain yield of maize. The
inbreds (Pop 66 SR and 2000 EV DT-Y STRC4) and crosses (Pop 66 SR x, 2000 EV DT-Y STRC4, Pop 66 SR x KU1409
and 9006 x KU1409) featured prominently with respect to better GCA × Year and SCA × Year effects with high heterotic
values for maize grain yield and associated characters. These inbreds could serve as donors to obtain early and short
statured hybrids with higher yield, while the crosses may be exploited and adapted to the Nigerian Savannas. This study
also affirmed that genotypic and phenotypic correlation coefficients as well as combining abilities, heterosis and regression
analyses were found to be suitable models for yield improvement in maize breeding.
Genetic parameter estimates and diversity studies of upland rice (Oryza sativ...Innspub Net
Dearth of well-articulated information on genetic parameter estimates and diversity of upland rice limits the genetic improvement of rice. This study assessed the genetic parameter estimates and genetic diversity among 40 rice accessions using 26 agro-morphological traits. The trial was conducted in 2020 at the Njala University experimental site using 5 × 8 triple lattice design. The agro-morphological traits were analyzed using various multivariate and genetic parameter estimate techniques. Classification based on qualitative and quantitative traits grouped the germplasm into ten and five distinct clusters, respectively. Genotypes Buttercup-ABC, Buttercup-RARC, Jewulay, NERICA L4, Ndomawai, Sewulie and Painipainie produced earliest days to heading (81.8–97.2 days) and maturity (111.2 – 120.7 days). Genotypes Jasmine (3.036 t.ha-1), Rok 34 (3.238 t.ha-1) and Parmoi (2.663 t.ha-1) exhibited the highest grain yields. Principal component analysis (PCA) of qualitative traits exhibited four principal components (PCs) with eigenvalues > 1.0 and cumulative variation of 68.04%, whilst the PCA of quantitative traits had five PCs accounting for 81.73% of the total genetic variation. The findings indicate the presence of enough variability that could be exploited for the genetic improvement of rice varieties and the studied traits can be used for selection. Leaf blade length and width, culm diameter at basal internode, culm length, days to 50% heading, flag leaf girth, panicle number per plant, grain yield, and 100 grain weight had high heritability and genetic advance indicating the presence of additive gene action. Findings are relevant for conservation, management, short term recommendation for release and genetic improvement of rice.
Genetic parameter estimates and diversity studies of upland rice (Oryza sativ...Open Access Research Paper
Dearth of well-articulated information on genetic parameter estimates and diversity of upland rice limits the genetic improvement of rice. This study assessed the genetic parameter estimates and genetic diversity among 40 rice accessions using 26 agro-morphological traits. The trial was conducted in 2020 at the Njala University experimental site using 5 × 8 triple lattice design. The agro-morphological traits were analyzed using various multivariate and genetic parameter estimate techniques. Classification based on qualitative and quantitative traits grouped the germplasm into ten and five distinct clusters, respectively. Genotypes Buttercup-ABC, Buttercup-RARC, Jewulay, NERICA L4, Ndomawai, Sewulie and Painipainie produced earliest days to heading (81.8–97.2 days) and maturity (111.2 – 120.7 days). Genotypes Jasmine (3.036 t.ha-1), Rok 34 (3.238 t.ha-1) and Parmoi (2.663 t.ha-1) exhibited the highest grain yields. Principal component analysis (PCA) of qualitative traits exhibited four principal components (PCs) with eigenvalues > 1.0 and cumulative variation of 68.04%, whilst the PCA of quantitative traits had five PCs accounting for 81.73% of the total genetic variation. The findings indicate the presence of enough variability that could be exploited for the genetic improvement of rice varieties and the studied traits can be used for selection. Leaf blade length and width, culm diameter at basal internode, culm length, days to 50% heading, flag leaf girth, panicle number per plant, grain yield, and 100 grain weight had high heritability and genetic advance indicating the presence of additive gene action. Findings are relevant for conservation, management, short term recommendation for release and genetic improvement of rice.
Genetic Progress for Yield, Yield Components and Other Agronomic Characters o...Premier Publishers
Genetic progress has brought about increase in yield potential per se for almost all production areas around the world. The present study examines the relationship of groundnut yield with year of release, yield components and other agro-morphological traits using aggregative data from 1976 to 2012 to calculate genetic gain in groundnut grain yield across four locations in Eastern Ethiopia. The direct method, that compares cultivars with their year of release, was used. The relative gain for groundnut grain yield was 1.08% since 1976. A deeper understanding of these issues facilitates the identification of specific yield-limiting factors that can be used for future breeding strategies. Grain yield, 100 seed weight, plant height and harvest index were significantly correlated with year of release for tested locations, emphasizing the most promising traits for groundnut breeders in the past. These traits were also responsible for the significant genetic progress in groundnut yield in Ethiopia since 1976. Further improvement in the yield potential of groundnut will have to involve increase in other traits, like pod weight per plant, seed weight per plant, that have shown significant positive correlation with grain yield.
Genetic Variability and Multivariate Analysis in Indigenous and Exotic Sesame...Premier Publishers
The productivity of sesame in Ethiopia is below the world average due to lack of high yielding improved varieties. Understanding of genetic variability of characters becomes essential. Therefore, this study was conducted to estimate the
extent of genetic variation among yield and 19 yield components. One hundred sesame genotypes were evaluated in 10x10 triple lattice design at Werer during 2017 and 2018. The combined analysis of variance showed that the genotypes differed significantly. Higher phenotypic and genotypic coefficients of variation were observed for shattering resistance, whereas plant height, number of capsules per plant, harvest index and seed yield showed medium values. High heritability coupled with moderate to high genetic advance were observed for shattering resistance, plant height, capsule per plant, harvest
index and seed yield. The present study revealed that to increase sesame seed yield, the genotypes should possess a
greater number of capsules, shattering resistance and high harvest index, which known to be important yield contributing
characters and selection based on these characters would be most effective. The D2 analysis exhibited the group of
genotypes into seven clusters. Assessment of sesame genetic resources with molecular markers assisted breeding should be
considered in the future.
Investigating the Genetic Diversity in Upland Rice (Oryza Sativa L.) Genotype...Premier Publishers
The study was conducted using thirty six upland rice genotypes in 2017 at Gojeb and Guraferda; Southwestern Ethiopia to classify and identify groups of similar genotypes and thereby estimate the genetic difference between clusters of the genotypes, the experiment was laid down in 6 × 6 simple lattice design. The combined analysis of variance over the two locations revealed that the genotypes showed highly significant (P≤0.01) differences for all the characters studied, except for days to 50% heading, panicle weight, thousand seed weight, lodging incidences, leaf blast and brown spot. Similarly genotype × location interactions revealed highly significant (P≤0.01) differences for panicle shattering and grain yield and significant (P≤0.05) differences for days to 85% maturity, plant height, number of fertile tillers per plant, number of unfilled spikelets per panicle and biomass yield. The squared distance (D2) analysis grouped the 36 genotypes in to four clusters. This makes the genotypes moderately divergent. The Chi-square (x2) test showed that all inter-cluster squared distances was highly significant. The principal component analysis revealed that four principal components have accounted for 70.54% of the total variation. The present study revealed that number of panicles per meter square and harvest index can be considered for selection.
Study of Genotypic and Phenotypic Correlation among 20 Accessions of Nigerian...IOSRJAVS
Morphological techniques were used to evaluate the diversity in 20 cowpea accessions collected from some parts of Nigeria for two years (2007 and 2008) at Ibadan, South Western Nigeria. Correlation analysis was employed to show the relationships among the traits. Similarly, genotypic and phenotypic variances, genotypic coefficients of variation, heritability and expected genetic advance were estimated for the twelve traits in cowpea for each season. This study shows that for cowpea yield improvement, number of main branches, pod numbers, pods per plant, pods per peduncle and seeds per pod should be part of the selection criteria.
Nine groundnut varieties were tested across six environments in western Oromia, Ethiopia during 2013 main cropping season to evaluate the performance of groundnut varieties for kernel yield and their stability across environments. The varieties were arranged in randomized complete block design (RCBD) with three replications. Pooled analysis of variance for kernel yield showed significant (p≤0.01) differences among the varieties, environments and the genotype by environment interaction (GxE). Additive main effect and multiplicative interactions (AMMI) analysis showed highly significant (p≤0.01) differences for varieties, environments and their interaction on kernel yield. Similarly, the first and the second interaction principal component axis (IPCA1 and IPCA 2) were highly significant (p≤0.01) and explained 41.32 and 7.2% of the total GxE sum of squares, respectively. The environment, genotype and genotype by environment interaction accounted 14.7, 24.1 and 53.3% variations, respectively. This indicated the existence of considerable amounts of deferential response among the varieties to changes in growing environments and the deferential discriminating ability of the test environments. Shulamith and Bulki varieties showed the smallest genotype selection index (GSI) values and had the highest kernel yield and stability showing that these varieties had general adaptation in the tested environments. In the genotype and genotype by environment (GGE) biplot analysis, IPCA1 and IPCA 2 explained 63.5% and 22.4%, respectively, of genotype by environment interaction and made a total of 85.9%. GGE biplot analysis also confirmed Bulki and Shulamith varieties showed better stability and thus ideal varieties recommended for production in the test environments and similar agro-ecologies.
Knowledge of the magnitude of genetic variability, heritability and genetic gains in selection of desirable characters could assist the plant breeder in ascertaining criteria to be used for the breeding programmes. Ten open pollinated maize varieties were evaluated at the Teaching and Research farm, University of Ilorin, Nigeria, during 2005 and 2006 cropping seasons to estimate genetic variability, heritability and genetic advance of grain yield and its component characters. The effect of genotype and genotype by year interaction were significant for ear weight and grain yield, while the effect of year was highly significant (P< 0.01) for all the characters. High magnitude of phenotypic and genotypic coefficient of variations as well as high heritability along with high genetic advance recorded for grain yield, number of grains ear-1, ear weight, plant and ear heights provides evidence that these parameters were under the control of additive gene effects and effective selection could be possible for improvement for these characters. Tze Comp3 C2, Acr 94 Tze Comp5, Tze Comp 4-Dmr Srbc2 and Acr 90 Pool 16-Dt were identified as outstanding genotypes for maize grain yield and should be tested at multilocation for their yield performance.
STUDY OF MORPHOLOGICAL AND YIELD ATRIBUTING CHARACTERS IN INDIGENOUS RICE (OR...Vipin Pandey
The present study was carried out to study ninety four rice accessions, along with checks, on the basis of sixteen
qualitative and twenty quantitative characters. Analysis of variance for quantitative characters showed differences for
different characters. High coefficient of variation in the entire genotypes was observed for grain yield per plant (27.4 %),
number of effective tillers per plant (22.37 %), test weight (21.14 %) and kernel length breadth ratio (20.59 %).
Correlation analysis revealed positive and highly significant correlation of total number of filled grains per panicle, total
number of grains per panicle, plant height and number of effective tiller per plant; harvest index, test weight, flag leaf
length and days to maturity had positive highly significant correlation with grain yield per plant. Principal Component
Analysis revealed, out of 20, only seven principal components (PCs) exhibited more than 1.00 eigen value, and showed
about 77.42 % variability among the traits studied. So, these 7 PCs were given due importance for further explanation.
Component matrix revealed that the PC1 was mostly related to quality characters while PC2, PC3, PC4, PC5, PC6 and
PC7 mostly associated with yield related traits. Cluster analysis performed by UPGMA method using Euclidean distance
as dissimilarity measure divided the 97 genotypes of rice into ten clusters. The cluster III constituted of 48 genotypes,
forming the largest cluster followed by cluster VI (22 genotypes), cluster V (10 genotypes), cluster II (5 genotypes) and
cluster VIII (4 genotypes), cluster I, IV and VII (two genotypes each), cluster IX and X had (only one genotypes each).
Quality analysis performed for 97 rice genotypes revealed wide range of genetic variability for most of the quality traits.
Combining Ability and Heterosis for Grain Yield and Other Agronomic Traits in...Premier Publishers
A varietal diallel of eight parents (3 sweet corn, 1 popcorn and 4 field corn) was evaluated at the Teaching and Research Farms of College of Agriculture, Lafia and Federal University of Agriculture, Makurdi respectively, to estimate combining ability, heterosis and gene action. The experiments were laid out as 8x8 α-lattice design with three replications in both locations during the 2018 rain-fed cropping season. Data was collected on emergence count, chlorophyll content, days to tasselling, days to silking, plant height, ear height and grain yield. A significant difference (p≤ 0.05 and p≤ 0.01) in the General Combining Ability (GCA), Specific Combining Ability (SCA) and Reciprocals was observed, with apparent additivity for all the traits. Both negative and positive GCA, SCA and Reciprocal effects and heterosis were observed for all the traits studied. Recurrent selection in TZY-sh2-Y, MAW-sh2-W, SAMMAZ 39, TZEE 2009 and MAY-PC-Y for earliness, dwarfism, vigour and yield was recommended for further breeding towards the improvement of these genotypes in the Southern Guinea Savanna ecology of Nigeria.
Genotype by environment interaction and stability of extra-early maize hybrid...IJEAB
Maize (Zea mays L.) is the most important cereal crop produced in Ghana. However the change in environmental conditions, the expansion of maize to new agro-ecologies coupled with inadequate maize varieties available for the different environments affects yield improvement programmes in Ghana. Hence, the study is to investigate the influence of genotype by environment interaction on the maize hybrids and to identify stable and high yielding hybrids with superior agronomic for famers use in the country. The objectives of the study was to investigate the influence of genotype by environment interaction on the maize hybrids and to identify stable and high yielding hybrids with superior agronomic performance for famers use in Ghana. Thus, fifteen extra-early maize hybrids and three locally released checks were evaluated in a randomized complete block design with three replications in two locations in Ghana. The experiment was carried out at KNUST and Akomadan which represent the forest and forest transition zones of Ghana. Nine of the hybrids out of the fifteen hybrids evaluated produce above the average yield and the effect of genotype, location and genotype by location interaction was significant for grain yield. The GGE biplot used in this study revealed that TZEEI-1 x TZEEI-21, TZEEI-6 x TZEEI-21, TZEEI-15 x TZEEI-1 and TZEEI-29 x TZEEI-21 were high yielding and stable hybrids because they were closer to the ideal. The GGE biplot also identified Akomadan as the most ideal testing environment for these hybrids under irrigation.
Phenotypic Correlation and Heritability Estimates of some Quantitative Charac...Premier Publishers
Heritability and phenotypic estimates of some quantitative traits and its influence on different nitrogen fertilizer levels give the room for recombinants which become a prerequisite for any breeding study. Genetic variation in quantitative traits for the development for new variety of crop plant with different nitrogen fertilizer levels. Base on this background, the study was conducted in order to evaluate the quantitative traits from advanced blast-resistant rice varieties in order to establish relationship between yield and yied components using genetic variances.To achieve this objective, two field studies were carried out in Malaysia during the cropping season 2017/2018. Sixteen advanced blast-resistant rice genotypes were studied in order to find out phenotypic correlation and heritability in some quantitative characters to determine the effect of various levels of Nitrogen fertilizer. The field experiment was conducted in a split-plot design replicated three times in a plot of 35 × 28.5 m2. The planting distance was 25 × 25 cm and the plot size was 2 × 1.5 m2 unit for genotype in each replication. There was a highly significant variation among the genotypes in response to to nitrogen levels, high PCV, GCV, heritability, relative distance and genetic advance which indicated that different quantitative traits especially tonnes per hectare (Tha), grain weight per plot (GWTPP) and kilogram per plot (kgplot) significantly influence the yield trait. . Similarly, high heritability (>60%) was observed indicating the substantial effect of additive gene more than the environmental effect. Yield per plant showed strong to low positive correlations (푟 = 0.99 - 0.09) at phenotypic level for grain weight per plot (GWTPP), number of tillers per hill (NTH), number of panicle per hill (NPH) and kilogram per plot (kg/plot).
Comparative potential on yield and its related characters in fine riceInnspub Net
A total of twenty fine grain rice cultivars including fifteen land races, three developed (Paijam, BR-49 and BR34) and two exotic (Philippine katari and Ranjit) varieties were collected from different parts of Bangladesh to identify the yield enhancing characters and to select desirable cultivars with high yield potential and high aroma emission from rice grain. The experiments were conducted in Aman season in 2013, in the Plant Breeding Research Field, HSTU, Dinajpur. Genetic variation for yield (t/ha) and other fourteen yield related characters like, plant height (cm), panicle length (cm), panicle weight (gm), total tillers/plant, productive tillers/plant, rachilla/panicle, sterile grain/panicle, total grain/panicle, 1000-grain weight (g), grain length (mm), grain breadth (mm), aroma content (%), days to 50% flowering, days to maturity was estimated. All the characters showed high heritability except sterile grain/panicle, indicated better progress under selection. High heritability (98.65%) was revealed by productive tillers/plant, suggested that the character would be less affected by environment. The cultivar, Ranjit produced the highest yield (4.96 t/h).The highest aroma contents in Kalozira (35%) and Kalosoru (30%) was estimated. The highest yield (4.96 t/h) was obtained from Ranjit and it was statistcally similar with the yields of Bolder (4.68 t/h), Malsira (4.25 t/h), Kalozira (4.33 t/h), BR-49 (4.26 t/h). The simultaneous consideration of yield potential and aroma emission from
rice grain, four cultivars viz. Kalozira, Radhunipagol, Badshabogh and Chinigura may be advanced for commercial cultivation by the farmers and agriculture entrepreneurs and may be incorporated in further breeding for the development of high yielding fine rice varieties but the highest amount of aroma emission (35%) and yield (4.33 t/h) indicated that Kalozira was the best aromatic rice cultivar. Get more articles at: http://www.innspub.net/volume-7-number-4-october-2015-ijaar/
Correlations and Path Analysis of Some Quantitative and Qualitative Character...ijtsrd
Durum wheat is the second most important triticum species next to bread wheat. Ethiopia is one of the centers of diversity for durum wheat. The present study was to determine the interrelationship and direct and indirect effects of yield component traits on grain yield of Ethiopian landraces durum wheat for further breeding activities of yield improvement. Out, 97 durum wheat accessions along with 3 improved varieties were evaluated in 10 x 10 simple lattice design during 2018 main cropping season at Mata Sub site of Haro Sabu Agricultural Research Center. Analysis of variance revealed highly significant differences among accessions for all traits. More than 36 of accessions were superior in mean grain yield than the standard checks. Grain yield exhibited positive and significant correlation both at genotypic and phenotypic level with most of the characters such as plant height rp = 0.22, rg = 0.25 , harvest index rp=0.79, rg = 0.78 , biological yield rp = 0.31, rg = 0.30 , number of kernels per spike rp = 0.17, rg = 0.21 , spike length, rp = 0.36, rg = 0.39 , and hectoliter weight kg hl 1 rp = 0.44, rg = 0.45 . The association between yield, and yield related characters through phenotypic genotypic path coefficients revealed that biological yield, spike length, harvest index and plant height exerted highest positive direct effect on grain yield. This suggests that simultaneous improvement in these characters might be possible Zewdu Tegenu | Dagnachew Lule | Gudeta Nepir "Correlations and Path Analysis of Some Quantitative and Qualitative Characters in Durum Wheat (Triticum Turgidum L.) Accessions in Western Oromia, Ethiopia" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-6 , October 2019, URL: https://www.ijtsrd.com/papers/ijtsrd28112.pdf Paper URL: https://www.ijtsrd.com/engineering/agricultural-engineering/28112/correlations-and-path-analysis-of-some-quantitative-and-qualitative-characters-in-durum-wheat-triticum-turgidum-l-accessions-in-western-oromia-ethiopia/zewdu-tegenu
Similar to Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in Benishangul Gumuz, Ethiopia (20)
Evaluation of Agro-morphological Performances of Hybrid Varieties of Chili Pe...Premier Publishers
In Benin, chilli pepper is a widely consumed as vegetable whose production requires the use of performant varieties. This work assessed, at Parakou and Malanville, the performance of six F1 hybrids of chilli including five imported (Laali, Laser, Nandi, Kranti, Nandita) and one local (De cayenne), in completely randomized block design at four replications and 15 plants per elementary plot. Agro-morphological data were collected and submitted to analysis of variance and factor analysis of mixed data. The results showed the effects of variety, location and their interactions were highly significant for most of the growth, earliness and yield traits. Imported hybrid varieties showed the best performances compared to the local one. Multivariate analysis revealed that 'De cayenne' was earlier, short in size, thin-stemmed, red fruits and less yielding (≈ 1 t.ha-1). The imported hybrids LaaliF1 and KrantiF1 were of strong vegetative vigor, more yielding (> 6 t.ha-1) by developing larger, long and hard fruits. Other hybrids showed intermediate performances. This study highlighted the importance of imported hybrids in improving yield and preservation of chili fruits. However, stability and adaptation analyses to local conditions are necessary for their adoption.
An Empirical Approach for the Variation in Capital Market Price Changes Premier Publishers
The chances of an investor in the stock market depends mainly on some certain decisions in respect to equilibrium prices, which is the condition of a system competing favorably and effectively. This paper considered a stochastic model which was latter transformed to non-linear ordinary differential equation where stock volatility was used as a key parameter. The analytical solution was obtained which determined the equilibrium prices. A theorem was developed and proved to show that the proposed mathematical model follows a normal distribution since it has a symmetric property. Finally, graphical results were presented and the effects of the relevant parameters were discussed.
Influence of Nitrogen and Spacing on Growth and Yield of Chia (Salvia hispani...Premier Publishers
Chia is an emerging cash crop in Kenya and its production is inhibited by lack of agronomic management information. A field experiment was conducted in February-June and May-August 2021, to determine the influence of nitrogen and spacing on growth and yield of Chia. A randomized complete block design with a split plot arrangement was used with four nitrogen rates as the main plots (0, 40, 80, 120 kg N ha-1) and three spacing (30 cm x 15 cm (s1), 30 cm x 30 cm (s2), 50 cm x 50 cm (s3)). Application of 120 kg N ha-1 significantly increased (p≤0.05) vegetative growth and seed yield of Chia. Stem height, branches, stem diameter and leaves increased by 23-28%, 11-13%, 43-55% and 59-88% respectively. Spacing s3 significantly increased (p≤0.05) vegetative growth. An increase of 27-74%, 36-45% and 73-107% was recorded in number of leaves, stem diameter and dry weight, respectively. Chia yield per plant was significantly higher (p≤0.05) in s3. However, when expressed per unit area, s1 significantly produced higher yields. The study recommends 120 kg N ha-1 or higher nitrogen rates and a closer spacing of 15 cm x 30 cm as the best option for Chia production in Kenya.
Enhancing Social Capital During the Pandemic: A Case of the Rural Women in Bu...Premier Publishers
Social capital plays an essential role in empowering people for social and economic change even during the pandemic. A livelihood project of the government was implemented among the members of a women’s association of a disadvantaged upland community in Bukidnon province, Southern Philippines for inclusive development. This study was conducted to determine the influence of some socio-economic attributes and the change in the knowledge level on the social capital of the rural women amidst the pandemic. The activities of the project were implemented considering the health protocols imposed by the government during the health crisis. The findings revealed that the trainings conducted resulted to a positive change in the knowledge level among the rural women. This facilitated the production of vegetables for their households and generated additional income very necessary during the pandemic especially that other economic activities were hindered. Similarly, there was a significant increase in the social capital of the rural women during the last two years. The main occupation, sources of income and their ethnicity significantly influenced the social capital of the rural women. The rural development workers and policymakers must consider the social capital of the group in the implementation of poverty alleviation programs.
Impact of Provision of Litigation Supports through Forensic Investigations on...Premier Publishers
This paper presents an argument through the fraud triangle theory that the provision of litigation supports through forensic audits and investigations in relation to corporate fraud cases is adequate for effective prosecution of perpetrators as well as corporate fraud prevention. To support this argument, this study operationalized provision of litigation supports through forensic audit and investigations, data mining for trends and patterns, and fraud data collection and preparation. A sample of 500 respondents was drawn from the population of professional accountants and legal practitioners in Nigeria. Questionnaire was used as the instrument for data collection and this was mailed to the respective respondents. Resulting responses were analyzed using the OLS multiple regression techniques via the SPSS statistical software. The results reveal that the provision of litigation supports through forensic audits and investigations, fraud data mining for trends and patterns and fraud data collection and preparation for court proceedings have a positive and significant impact on corporate fraud prevention in Nigeria. This study therefore recommends that regulators should promote the provision of litigation supports through forensic audits and investigations in relation to corporate fraud cases in publicly listed firms in Nigeria, as this will help provide reports that are acceptable in court proceedings.
Improving the Efficiency of Ratio Estimators by Calibration WeightingsPremier Publishers
It is observed that the performances of most improved ratio estimators depend on some optimality conditions that need to be satisfied to guarantee better estimator. This paper develops a new approach to ratio estimation that produces a more efficient class of ratio estimators that do not depend on any optimality conditions for optimum performance using calibration weightings. The relative performances of the proposed calibration ratio estimators are compared with a corresponding global [Generalized Regression (GREG)] estimator. Results of analysis showed that the proposed calibration ratio estimators are substantially superior to the traditional GREG-estimator with relatively small bias, mean square error, average length of confidence interval and coverage probability. In general, the proposed calibration ratio estimators are more efficient than all existing estimators considered in the study.
Urban Liveability in the Context of Sustainable Development: A Perspective fr...Premier Publishers
Urbanization and quality of urban life are mutually related and however it varies geographically and regionally. With unprecedented growth of urban centres, challenge against urban development is more in terms of how to enhance quality of urban life and liveability. Making sense of and measuring urban liveability of urban places has become a crucial step in the context of sustainable development paradigm. Geographical regions depict variations in nature of urban development and consequently level of urban liveability. The coastal regain of West Bengal faces unusual challenges caused by increasing urbanization, uncontrolled growth, and expansion of economic activities like tourism and changing environmental quality. The present study offers a perspective on urban liveability of urban places located in coastal region comprising of Purba Medinipur and South 24 Parganas districts. The study uses the liveability standards covering four major pillars- institutional, social, economic and physical and their indicators. This leads to develop a City Liveability Index to rank urban places of the region, higher the index values better the urban liveability. The data for the purpose is collected from various secondary sources. Study finds that the eastern coastal region of the country covering state of West Bengal depicts variations in index of liveability determined by physical, economic, social and institutional indicators.
Transcript Level of Genes Involved in “Rebaudioside A” Biosynthesis Pathway u...Premier Publishers
Stevia rebaudiana Bertoni is a plant which has recently been used widely as a sweetener. This medicinal plant has some components such as diterpenoid glycosides called steviol glycosides [SGs]. Rebaudioside A is a diterpenoid steviol glycoside which is 300 times sweeter than table sugar. This study was done to investigate the effect of GA3 (50 mg/L) on the expression of 14 genes involved in Rebaudioside A biosynthesis pathway in Stevia rebaudiana under in vitro conditions. The expression of DXS remarkably decreased by day 3. Also, probably because of the negative feedback of GA3 on MEP-drived isoprenes, GGDS transcript level reached its lowest amount after GA3 treatment. The abundance of DXR, CMS, CMK, MCS, and CDPS transcripts showed a significant increase at various days after this treatment. A significant drop in the expression levels of KS and UGT85C2 is detected during the first day. However, expression changes of HDR and KD were not remarkable. Results revealed that the level of transcript of UGT74G1 and UGT76G1 up regulated significantly 4 and 2 times higher than control, respectively. However, more research needs to shed more light on the mechanism of GA3 on gene expression of MEP pathway.
Multivariate Analysis of Tea (Camellia sinensis (L.) O. Kuntze) Clones on Mor...Premier Publishers
Information on genetic variability for biochemical characters is a prerequisite for improvement of tea quality. Thirteen introduced tea clones characterized with objective; assessing tea clones based on morphological characters at Melko and Gera research stations. The study was conducted during 2017/18 cropping season on experimental plots in RCBD with three replications. Data recorded on morphological traits like days from pruning to harvest, height to first branch, stem diameter, leaf serration density, leaf length, leaf width, leaf size, petiole length, leaf ratio, internode length, shoot length, number of shoot, canopy diameter, hundred shoot weight, fresh leaf yield per tree. Cluster analysis of morphological trait grouped into four clusters indicated, the existence of divergence among the tested clones. The maximum inter-cluster distance was between clusters I and IV (35.27) while the minimum inter cluster distance was observed between clusters I and II (7.8).Principal components analysis showed that the first five principal components with eigenvalues greater than one accounted 86.45% for 15 morphological traits. Generally, the study indicated presence of variability for several morphological traits. However, high morphological variation between clones is not a guarantee for a high genetic variation; therefore, molecular studies need to be considered as complementary to biochemical studies.
Causes, Consequences and Remedies of Juvenile Delinquency in the Context of S...Premier Publishers
This research work was designed to examine nature of juvenile offences committed by juveniles, causes of juvenile delinquency, consequences of juvenile delinquency and remedies for juvenile delinquency in the context of Sub-Saharan Africa with specific reference to Eritrea. Left unchecked, juvenile delinquents on the streets engage in petty theft, take alcohol or drugs, rape women, rob people at night involve themselves in criminal gangs and threaten the public at night. To shed light on the problem of juvenile delinquency in the Sub-Saharan region data was collected through primary and secondary sources. A sample size of 70 juvenile delinquents was selected from among 112 juvenile delinquents in remand at the Asmara Juvenile Rehabilitation Center in the Eritrean capital. The study was carried out through coded self-administered questionnaires administered to a sample of 70 juvenile delinquents. The survey evidence indicates that the majority of the juvenile respondents come either from families constructed by unmarried couples or separated or divorced parents where largely the father is missing in the home or dead. The findings also indicate that children born out of wedlock, families led by single mothers, lack of fatherly role models, poor parental-child relationships and negative peer group influence as dominant causes of juvenile infractions. The implication is that broken and stressed families are highly likely to be the breeding grounds for juvenile delinquency. The survey evidence indicates that stealing, truancy or absenteeism from school, rowdy or unruly behavior at school, free-riding in public transportation, damaging the book of fellow students and beating other young persons are the most common forms of juvenile offenses. It is therefore, recommended that parents and guardians should exercise proper parental supervision and give adequate care to transmit positive societal values to children. In addition, the government, the police, prosecution and courts, non-government organizations, parents, teachers, religious leaders, education administrators and other stakeholders should develop a child justice system that strives to prevent children from entering deeper into the criminal justice process.
The Knowledge of and Attitude to and Beliefs about Causes and Treatments of M...Premier Publishers
Stigma and discrimination associated with mental illness are a common occurrence in the Sub-Saharan region including Eritrea. Numerous studies from Sub-Saharan Africa suggest that stigma and discrimination are major problems in the community, with negative attitudes and behavior towards people with mental illness being widespread. In order to assess the whether such negative attitudes persist in the context of Eritrea this study explored the knowledge and perceptions of 90 Eritrean university students at the College of Business and Economics, the University of Asmara regarding the causes and remedies of mental illness A qualitative method involving coded self-administered questionnaires administered to a sample of 90 university students to collecting data at the end of 2019. The survey evidence points that almost 50% of the respondents had contact with a mentally ill person suggesting that the significant number of the respondents experienced a first-hand encounter and knowledge of mental illness in their family and community. The findings show an overall greater science-based understanding of the causes of mental illness to be followed by recommended psychiatric treatments. The survey evidence indicates that the top three leading causes of mental illness in the context of Eritrea according to the respondents are brain disease (76%), bad events in the life of the mentally ill person (66%) and substance abuse or alcohol taking, smoking, taking drugs like hashish. (54%). The majority of the respondents have a very sympathetic and positive outlook towards mentally ill persons suggesting that mentally illness does not simply affect a chosen individual rather it can happen to anybody regardless of economic class, social status, ethnicity race and religion. Medical interventions cited by the majority of the respondents as being effective treatments for mental illness centered on the idea that hospitals and clinics for treatment and even cures for psychiatric disease. Changing perceptions of mental illnesses in Eritrea that paralleled the very caring and sympathetic attitudes of the sample university students would require raising public awareness regarding mental illness through education, using the mass media to raise public awareness, integrating mental health into the primary health care system, decentralizing mental health care services to increase access to treatment and providing affordable service to maintain positive treatment outcomes.
Effect of Phosphorus and Zinc on the Growth, Nodulation and Yield of Soybean ...Premier Publishers
An investigation was carried out at Kogi State University Student Research and Demonstration farm Anyigba during the 2019 wet season to observe the effect of phosphorus and zinc on the growth, nodulation and yield of soybean. The treatments comprised three levels: phosphorus and zinc (0, 30 and 60 kg P2O5/ha; 0, 5 and 10kg Zn/ha) and two varieties TGX 536 – 02D and Samsoy 2. The investigation revealed that application of phosphorus affected growth, nodulation, yield and some yield components of soybean while zinc application, apart from the plant height, which is reduced significantly, had no significant effect on other growth characters, nodulation, yield and yield components. However, it was generally found to decrease most of the characters. Application of 60 kg P2O5/ha gave the highest growth and yield, while 30 kg P2O5/ha gave the highest nodulation. Application of 60 kg P2O5/ha significantly increased yield to 1.9t/ha, which was significantly higher over the control plots, which gave 1.7t/ha. Crude protein and oil contents of the seeds were not significantly affected by phosphorus application but were significantly affected by zinc application, which significantly decreased protein content as its amount an increase from 0 to 10 kg/ha, and significantly increased oil content from 0 to 5kg/ha and decreased it below 5kg/ha. It was also revealed that the two varieties responded similarly to phosphorus and zinc in terms of growth, grain yield and crude protein content of the seeds.
Influence of Harvest Stage on Yield and Yield Components of Orange Fleshed Sw...Premier Publishers
A field experiment was conducted at Adami Tullu Agricultural Research Center in 2018 under rainfed condition with supplementary irrigation to determine the influence of harvest stage on vine yield and tuberous root yield of orange fleshed sweet potato varieties. The experiment consisted of four harvest stages (105, 120, 135 and 150 days after planting) and Kulfo, Tulla and Guntute varieties. A 4 X 3 factorial experiment arranged in randomized complete block design with three replications was used. Interaction of harvest stage and variety significantly influenced above ground fresh biomass, vine length, marketable tuberous root weight per hectare, commercial harvest index and harvest index. The highest mean values of above ground fresh biomass (66.12 t/ha) and marketable tuberous root weight (56.39 t/ha) were produced by Guntute variety harvested at 135 days after planting. Based on the results, it can be recommended that, farmers of the study area can grow Guntute variety by harvesting at 135 days after planting to obtain optimum vine and tuberous root yields.
Performance evaluation of upland rice (Oryza sativa L.) and variability study...Premier Publishers
This study aimed at assessing genetic variability and to evaluate the performance of 13 improved upland rice varieties for yield and its components based on morphological traits. The field experiment was conducted using a randomized block design at Guraferda and Gimbo districts in the 2019 main cropping season. The analysis of variance (ANOVA) over the two locations revealed significant differences (p≤ 0.05) among varieties for days to 50% heading, days to 85% maturity, panicle length, thousand-grain weight, and grain yield. Similarly, the ANOVA for variety by location interactions depicted significant differences among the tested varieties for days to 50% heading, days to 85% maturity, and thousand-grain weight. High heritability was obtained from days to heading (88.5%), panicle length (85.0%), and grain yield (85.2%), which indicates these traits can be easily improved through selection. High to medium broad sense heritability and genetic advance as percentage of the mean for days to heading, thousand-grain weight, and grain yield indicates a good opportunity for improvement through selection using their phenotypic performance. This is mainly due to the high role of additive gene action in the expression of such traits. This study confirmed the presence of variability among varieties for most of the studied traits, which will create an opportunity for breeders to improve rice yield and other attributes.
Response of Hot Pepper (Capsicum Annuum L.) to Deficit Irrigation in Bennatse...Premier Publishers
This study was conducted at Enchete kebele in Benna-Tsemay Woreda, South Omo Zone to evaluate the response of hot pepper to deficit irrigation on yield and water productivity under furrow irrigation system. The experiment comprised four treatments (100 % of ETc, 85% of ETc, 70 % of ETc and 50% of ETc), respectively. The experiment was laid out in RCBD and replicated four times. The two years combined yield results indicated that, the maximum total yield (20.38 t/ha) was obtained from 100% ETc while minimum yield (12.92 t/ha) was obtained from 50% of ETc deficit irrigation level. The highest WUE 5.22 kg/ha mm-1 was obtained from 50% of ETc. Treatment of 100% ETc irrigation application had highest benefit cost ratio (4.5) than all others treatments. Applying 50% of ETc reduce the yield by 37% when compared to 100 % ETc. Accordingly, to achieve maximum hot pepper yield in areas where water is not scarce, applying 100% ETc irrigation water application level throughout whole growing season under furrow irrigation system is recommended. But, in the study area water scarcity is the major limiting factor for crop production. So, it is possible to get better yield and water productivity of hot pepper when we apply 85% ETc irrigation water throughout growing season under furrow irrigation system.
Harnessing the Power of Agricultural Waste: A Study of Sabo Market, Ikorodu, ...Premier Publishers
Nigeria is still burdened with huge responsibilities of waste disposal because the potential for benefits of proper waste management is yet to be harnessed. The paper evaluates the capacity of the Sabo Cattle market in producing the required quantities of waste from animal dung alongside decomposed fruits with a view to generating renewable energy possibilities for lighting, security and other business activities of the market. It is estimated that about 998 million tons of agricultural waste is produced yearly in the country with organic wastes amounting to 80 percent of the total solid wastes. This can be categorized into biodegradable and non-biodegradable wastes. The paper evaluates the capacity of the Sabo Cattle market in producing the required quantities of waste from animal dung alongside decomposed fruits with a view to generating renewable energy possibilities for lighting, security and other business activities of the market. The Sabo market was treated as a study case with the adoption of in-depth examinations of the facility, animals and products for sale and waste generated. A combination of experimental, interviews (qualitative) and design simulation (for final phase) was adopted to extract, verify and analyse the data generated from the study. Animal waste samples were subjected to compositional and fibre analysis with results showing that the sample has high potency for biogas production. Biodegradable Wastes are human and animal excreta, agricultural and all degradable wastes. Availability of high quantity of waste generated being organic in Sabo market allows the use of anaerobic digestion to be proposed as a waste to energy technology due to its feasibility for conversion of moist biodegradable wastes into biogas. The study found that at peak supply period during the Islamic festivities, a conservative 300tonnes of animal waste is generated during the week which translates to over 800kilowatts of electricity.
Influence of Conferences and Job Rotation on Job Productivity of Library Staf...Premier Publishers
The general purpose of this study is to investigate the influence of conferences and job rotation on job productivity of library staff in tertiary institutions in Imo State, Nigeria. The survey research design was used for this study using questionnaire as an instrument for data collection. This study covered the entire population of 661. Out of these, 501 copies of the questionnaire representing 75.8% were duly completed and returned for analysis. Student’s t-test was used to analyze the research questions. The finding showed that conferences had no significant influence on the job productivity of library staff in tertiary institutions in Imo State, Nigeria (F cal= 7.86; t-vale =6.177; p >0.005). Finding also showed that job rotation significantly influences job productivity of library staff in tertiary institutions in Imo State, Nigeria (F-cal value= 18.65; t-value = 16.225; P<0.05). This study recommended that, government should ensure that library staff participate in conferences with themes and topics that are relevant to the job they perform and also ensure that there should be proper evaluation and feedback mechanism which aimed to ensuring control and minimize abuse of their development opportunities. Again, there should be written statement of objectives in order to sustain job rotation programmes. Also, that training and development needs of library staff must be identified and analyzed before embarking on job rotation processes as this would help to build skills, competences, specialization and high job productivity.
Scanning Electron Microscopic Structure and Composition of Urinary Calculi of...Premier Publishers
Microscopic examination of urine samples collected from geriatric dogs revealed increased numbers of erythrocytes, leucocytes, epithelial cells and pus cells along with casts, bacteria, spermatozoa and crystals of various shapes. Among the different crystals, triple phosphate or struvite were predominant, followed by calcium oxalate dihydrate, calcium oxalate monohydrate and ammonium urate or biurate. The struvite crystals were, coffin-lid shape and while calcium oxalate dihydrate were octahedron or envelope and monohydrate crystals demonstrated “picket fence” and “dumbbell” and “hemp seed” appearance. Brown or yellow-brown spherical bodies with irregular borders with thorn-apple appearance were shown by ammonium urate or biurate crystals. SEM aspects of magnesium ammonium phosphate crystals revealed perpendicular columnar strata, few with scattered hexa or octa-hedral coffin-lid shaped crystals and calcium phosphate crystals were like cracked eggshells. Presence of wavy phases with sundry areas (uric acid), picket fence (calcium oxalate monohydrate) and typical envelope (calcium oxalate dehydrate) were electron microscopic appearance of various crystals.
Gentrification and its Effects on Minority Communities – A Comparative Case S...Premier Publishers
This paper does a comparative analysis of four global cities and their minority districts which have been experiencing the same structural pressure of gentrification. The main contribution of this paper is providing a detailed comparison of four micro geographies worldwide and the impacts of gentrification on them: Barrio Logan in San Diego, Bo-Kaap in Cape Town, the Mission District in San Francisco, and the Rudolfsheim-Fünfhaus District in Vienna. All four cities have been experiencing the displacement of minority communities due to increases in property values. These cities were chosen because their governments enacted different policies to temper the gentrification process. It was found that cities which implemented social housing and cultural inclusionary policies were more successful in maintaining the cultural and demographic make-up of the districts.
Oil and Fatty Acid Composition Analysis of Ethiopian Mustard (Brasicacarinata...Premier Publishers
The experiments was conducted at Holetta Agricultural Research Center, to analyze forty nine Ethiopian Mustard land races for oil and fatty acid composition traits The experiment was carried out in a simple lattice design. The analysis of variance showed that there were highly significant differences among genotypes for all oil and fatty acid traits compared. The significant difference indicates the existence of genetic variability among the land races which is important for improvement
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfTechSoup
In this webinar you will learn how your organization can access TechSoup's wide variety of product discount and donation programs. From hardware to software, we'll give you a tour of the tools available to help your nonprofit with productivity, collaboration, financial management, donor tracking, security, and more.
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
For more information, visit-www.vavaclasses.com
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
How to Make a Field invisible in Odoo 17Celine George
It is possible to hide or invisible some fields in odoo. Commonly using “invisible” attribute in the field definition to invisible the fields. This slide will show how to make a field invisible in odoo 17.
Palestine last event orientationfvgnh .pptxRaedMohamed3
An EFL lesson about the current events in Palestine. It is intended to be for intermediate students who wish to increase their listening skills through a short lesson in power point.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in Benishangul Gumuz, Ethiopia
2. Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in
BenishangulGumuz, Ethiopia
Tewachew et al. 438
Further, information on the association of agro-
morphological and grain quality traits in rice breeding
programs will help to select the most desirable genotype(s)
leading to evolution of new rice varieties. Therefore,
present research was conducted to assess genetic
variability, heritability and genetic advance of upland rice
genotypes to understand the mechanism of genetic
variation and further selection of genotypes on strong
genetic basis.
MATERIALS AND METHODS
The experiment was conducted in Benishangul Gumuze
region at two locations, namely Assosa and Pawe
Agricultural Research Center (PARC) during the main
cropping season of 2017.PARC is located 575Kmfrom
Addis Ababa. Its geographical location is between
11015’and 11023” North latitude and 36030’ East longitudes
at an altitude of 1120 meters above sea level and the soil
type of vertisol with clay loam texture. A total of 23 upland
rice genotypes wereobtained from Fogera National Rice
Research and Training Center (FNRRTC). The genotypes
were introduced from Africa Rice Center and EMBRAPA
(Brazilian Agricultural Research Enterprise). The
experiment was conducted in Randomized Complete
Block Design (RCBD) with three replications. A plot
consisting six rows of 5 m long by 1.2m width (6 m2) with
spacing of 0.2 m between rows, 0.3 m between plots and
1.5 m between blocks was used. The seed rate of 60 kg/h
was used and a seed was drilled in a row. The
recommended fertilizer urea and DAP (diammonium
phosphate) was applied at a rate of 64 N and 46 P2O5 kg
ha-1. Data on grain yield and other important agronomic
traits and quality traits were collected on plot and individual
plant basis at each location. Crop phenology parameters
were registered by visual observation of plants grown in a
net plot, growth characters were measured from pre-
tagged 5 randomly taken plants from four central rows
while yield and yield components were measured plants
from 4m2 net plots. The grain quality parameter was
measured from randomly taken grain samples from each
plot.
Data Analysis
Analysis of variance (ANOVA) for two locations was
computed for all data recorded using the statistical
analysis software computer program (SAS Ins, 2014).
Genotypic means were compared following Fisher’s Least
Significant Difference (LSD) test at 5% levels of probability.
The following linear additive model was used:
Yijk= μ + Gi+ Lj+ (G x L)ij+ Rj(k)+ Eijk
Where;
Yijk is the observation on the ith genotype in the jth location
in the kth replication,
μ is the general mean,
Gi is the fixed effect of the jth genotype,
Lj is the effect of the jth location, (G x L)
ij is the interaction of the jth genotype with jth location,
Rk (j)is the effect of kth randomized block within thejth
location and Eijk is the experimental error associated within
the ijkth observation.
Table 1: A two-factor (combined) analysis of variance over
locations in randomized complete block design.
Source of variation DF MS EMS
Genotype (G) G-1 MSG σ2E+ rσ2GL+ rlσ2G
Replication
(Location)
(r-1) L MSR(L)
Location (L) L-1 MSL σ2E+ rσ2GL+ rgσ2L
Genotype x
Location (G x L)
(G-1)
(L-1)
MSGE σ2E+ rσ2GL
Residual/ Pooled
error
(r-1)
(G-1) L
MSE σ2E
Total GLr-1
FAO, Model
4.http://www.fao.org/docrep/005/y4391e/y4391e07.htm.T
he F-test for genotype, location and genotype x location
mean squares is against pooled error.
Where, r = number of replications; G = number of
genotypes; L = number of locations, MSR(L) = mean
square due to replications over location; MSG = mean
square due to genotypes; MSL= mean square due to
locations, MSGE= mean square of genotype x location
interaction, MSE = mean square of error; σ2E+ rσ2GL+
rlσ2G, σ2E+ rσ2GL+ rgσ2L and σ2E+ rσ2GL are variances
or expected mean squares due to genotype, location and
genotype x location interaction, respectively, whileσ2E is
expected mean squares due to error.
Phenotypic and Genotypic Variability Analysis
The phenotypic and genotypic coefficient of variation was
computed for each location using the formula suggested
by Burton and de Vane (1953) as follows.
Genotypic variance (σ2g) =
𝑀𝑔−𝑀𝑒
𝑟
Where, σ2g = genotypic variance, Mg= mean square of
genotype, Me = mean square of error, r = number of
replications
Phenotypic Variance (σ2p) = σ2g + σ2e
Where, σ2g = Genotypic variance, σ2e = Environmental
variance, σ2p = phenotypic variance
Where: PCV= Phenotypic coefficient of variation,
GCV= Genotypic coefficient of variation, 𝐱 = population
mean of the character being evaluated.
Sivasubramaniah and Menon (1973), phenotypic
coefficients of variation and genotypic coefficients of
variation were categorized as low (0-10%), moderate
(10-20%) and high (>20%).
100
x
_
2
p
PCV
100
x
_
2
g
GCV
3. Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in
BenishangulGumuz, Ethiopia
Int. J. Plant Breed. Crop Sci. 439
Heritability and Genetic Advance
Broad Sense (b.s) heritability values were estimated for
each location using the formula adopted by Falconer et
al (1996) as follows
𝐇𝟐 =
𝛔𝟐𝐠
𝛔𝟐𝐩
𝑿𝟏𝟎𝟎Where, H2 = heritability in broad sense,
σ2p = phenotypic variance, σ2g = Genotypic variance
Genetic advance in absolute unit (GA) and percent of
the mean (GAM), assuming selection of superior 5% of
the genotypes were estimated for each location in
accordance with the methods illustrated by Johnson et
al. (1955) as:
GA = K * SDp * H2
Where, GA = Genetic advance, SDp = Phenotypic
standard deviation on mean basis of the character.
H2 = Heritability in the broad sense, k = the
standardized selection differential at 5% selection
intensity (K = 2.063).
The heritability values as percentage could be
categorized as low (<30%), medium (30-60%) and high
(>60%) (Robinson et al., 1949).
Genetic advance as percent of mean was estimated as
follows:
GAM =
GA
X
X100
Where, GAM = Genetic advance as percent of mean,
GA = Genetic advance. X= Population mean of the
character being evaluate.
Johson et al. (1955) genetic advance as percent of mean
is classified as low (<10%), moderate (10-20%) and high
(>20%).
RESULTS AND DISCUSSION
Analysis of Variance
The analysis of variance revealed that the error mean
squares (EMS) ratio was <3 for all traits except days to
heading and flowering. Moreover, the calculated F-values
were non-significant for half of the traits including grain
yield. Therefore, combined analysis of variance over
locations was performed (Table 2).The performance of
genotypes was evaluated based on the pooled mean
values for the traits that the homogenous error variances
and non-significant mean squares for genotype x location
were evident. The results of combined ANOVA over
locations revealed that the mean squares for genotype and
location were significant for all traits except for kernel
length and kernel thickens in which mean squares for
location were non-significant. The significant mean square
due to genotypes indicated the existence of variability
among the genotypes, which could be an opportunity to
apply selection breeding to improve the respective traits
that genotypes exhibited significant differences. Similar
findings were also presented by Ogunbayo et al., 2014;
Seyou et al., 2015; Ekka et al., 2015; Munganyinka et al.,
2015 and Lingaiah et al., 2014. The mean squares for
genotype x location interaction (GLI) were significant for
days to maturity, unfilled grains per panicle, kernel length,
kernel thickens, length width ratio and protein content
whereas mean squares for GLI were non-significant for the
rest of the traits. Moreover, the contribution of genotype x
location to the total sum square was much lower than the
contribution of genotype and location. This implies that the
variation observed among genotypes could be explained
by the inherent characteristics of the genotypes and
location effects for most of the traits.
Table 2: Mean square values of characters from combine
analysis over two locations (Pawe and Assosa) during
2017.
Trait Rep (2)
Genotypes
(22)
Location (1)G x L (22)
Error
(90)
CV
(%)
DE 0.86 0.21NS 10.46** 0.40 0.25 5.7
DH 16.75 55.39** 1921.92** 7.33 4.07 2.7
DF 45.66 38.72** 3490.12** 5.27 5.2 3.1
DM 4.48 46.1** 2968.12** 9.68 3.37 1.8
PH 300.65 75.52* 1072.98** 35.72 29.39 6.7
PL 0.53 7.94** 118.35** 1.4 1.72 6.2
FTPP 0.65 9.88** 137.47** 0.41 0.78 12.1
FGPP154.89 484.020NS 697.3NS 262.27 340.8514.6
UGPP1.02 81.39** 44.19** 13.27 2.15 13.5
NSPP8.47 2.720NS 244.27** 1.33 2.37 11.49
BY 70460485
38819777N
S
4927582541*
*
35583488
26334
538
24.69
HI 0.001 0.002NS 2.40** 0.005 0.003 18.5
GP 0.89 1.430NS 74.99** 1.41 1.14 1.08
MC 1.04 0.94NS 14.03** 1.16 1.03 7.8
TGW 6.12 6.04** 22.56** 1.12 0.76 3.6
KL 0.03 0.77** 0.00005NS 0.035 0.02 2
KW 0.01 0.034** 0.11** 0.0022 0.002 1.9
KT 0.01 0.012** 0.00012NS 0.0025 0.001 2
LWR 0.01 0.31** 0.19** 0.008 0.005 2.4
PC 0.05 1.57** 0.41* 1.09 0.09 4.3
GY 90820.00
36575286.7
1**
52960472.68
**
457357.5
8
50698
6.1
13.7
*and **= significant and highly significant at P<0.05 and
P<0.01, respectively. CV (%) = coefficient of variation in
percent.DE= days to emergence, DH= days to heading,
DF= days to flowering, DM= days to maturity, PH (cm)=
plant height, PL(cm)= panicle length, FTPP=fertile tiller
per plan , FGPP = number of filled grains per panicle,
UGPP = unfilled grains per panicle, NSPP = number of
spikelets per panicle, BY(kg/h)= biomass yield, HI =
harvest index, GP = grain purity, MC (%)= moisture content,
TGW (g)=thousand grain weight, KL(mm)=kernel length,
LW(mm)= kernel width, KT(mm)= kernel thickens,
LWR(mm)= length width ratio, PC(%)= protein content and
GY(kg/h)= grain yield.
4. Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in
BenishangulGumuz, Ethiopia
Tewachew et al. 440
Table 3: Estimates of variance components, broad sense heritability and genetic advance evaluated over two locations
(Pawe and Assosa) in 23 rice genotypes during 2017.
Traits Mean Min Max σ2g σ2p GCV(%) PCV(%) H2(%age) GA (%) GAM(%)
DH 81.14 76.67 87.17 8.01 9.23 3.49 3.74 86.77 5.44 6.7
DF 86.1 82.17 91.33 5.58 6.45 2.74 2.95 86.39 4.53 5.26
DM 115.68 112.2 122 6.07 7.68 2.13 2.4 79 4.52 3.91
PH(cm) 95.39 88.7 103.73 6.63 12.59 2.7 3.72 52.7 3.86 4.04
PL(cm) 21.26 19.1 23.9 1.09 1.32 4.91 5.41 82.37 1.95 9.19
FTPP 10.78 4.83 10.27 1.58 1.65 11.65 11.9 95.85 2.54 23.54
UGPP 7.24 6.23 20.36 11.35 13.57 46.54 50.87 83.7 6.36 87.84
TGW(g) 27.16 25.47 29.23 0.82 1.01 3.33 3.69 81.46 1.69 6.21
KL(mm) 6.88 6.46 7.67 0.12 0.13 5.08 5.2 95.45 0.71 10.25
KW(mm) 2.39 2.23 2.5 0.005 0.006 3.05 3.15 93.53 0.15 6.08
KT(mm) 1.86 1.76 1.96 0.002 0.002 2.14 2.41 79.17 0.07 3.93
LWR(mm) 2.89 2.63 3.42 0.05 0.052 7.76 7.87 97.42 0.46 15.81
PC (%) 6.73 5.8 7.57 0.08 0.26 4.2 7.6 30.57 0.32 4.79
GY(kg/ha) 5234 4280 6771 200859.5 265930.6 8.56 9.85 75.53 803.54 15.35
σ2g= Genotypic variance, σ2p = Phenotypic variance, GCV = genotypic coefficient of variation PCV = phenotypic coefficient
of variation, H2 (%age) = heritability in broad sense GA= Genetic Advance, GAM (%) = genetic advance as percent of
mean at 5% selection intensity DH= days to heading, DF= days to flowering, DM= days to maturity, PH= plant height, PL=
panicle length, FTPP=fertile tiller per plant, UGPP = unfilled grains per panicle, TGW=thousand grain weight, KL=kernel
length, KW= kernel width, KT= kernel thickens, LWR= length width ratio, PC= Protein content and GY= grain yield.
Mean Performance of Genotypes
The genotypes had 115.7 days of grand mean of maturit.
Eight genotype (ART15-13-2-2-2-1-1-B-1-2, NM1-29-4-B-
P-80-8, ART16-9-14-16-2-2-1-B-1-2, ART16-21-4-7-2-2-
B-2-2, ART15-16-31-2-1-1-1-B-1-1, ART16 5-10-22-4-B-
1-B-B-1, ART16-9-9-25-2-1-1-B-2-1, ART16-9-19-11-2-2-
2-B-1-2) were identified with the earliest maturity varying
from 112 to 114 days of mean maturity (Table 4). Osman
et al.(2012) and Bitewet al.(2016)evaluated 13 and 22 rice
genotypes respectively and found that genotypes had
variation in days to maturity from 88 to 110and 104 to115
days respectively. The genotypes showed a wide range of
variation for plant height, panicle length and fertile tiller per
plant which ranged from 88.7 to 103.73 cm, 19.1 to 23.9
cm and 4.87 to 10.27 per plant respectively. Akinwale et
al. (2011) also reported similar findings.
A wide range of variability was observed in panicle length
ranged from 19.1to 23.9cm for ART16-9-9-25-2-1-1-B-2-1
and ART16-5-10-2-3-B-1-B—1-1 with a mean value of
21.27. The genotypes also showed a wide range of
variation for number of fertile tiller per plant and number of
unfilled grains per panicle. The mean values of number of
fertile tiller per plant and unfilled grains per panicle were
ranged from 4.83 to 10.27 and 6.23 to 20.36 with mean
value of 7.25 and 10.78 respectively. The three genotypes
(ART16-5-9-22-2-1-1-B-1-2, ART16-9-5-28-3-13-1-B-2-1
and ART16-9-33-2-1-1-1-B-1-2) showed highest mean
values of grain yield significantly different from other
genotypes that had about 5801 to 6761kg grain yield per
hectare. Abebe et al. (2017) evaluated 34rice genotypes
and reported grain yield in the range between 2886 and
6759 kg/ha which showedwide range of variation among
the varieties.
The genotypes showed variation for kernel length, kernel
width and kernel thickness ranged from 6.46 to 7.67mm,
2.23 to 2.5mm and 1.76 to 1.96mm respectively, with the
mean value of 6.88mm, 2.39mm and 1.86mm respectively.
The three genotypes (PARC.DAT.V-1.2013,
PARC.DAT.V-2.2013 and PARC.DAT.V-3.2013) had
significantly longest kernel length. Girma et al. (2016) also
reported there are significant difference among 15 rice
genotypes for kernel length, breadth, thickness and length-
to-breadth ratio. The mean value of length width ratioand
protein content ranged from 2.63 to 3.42mm and 5.8 to
7.57%, with mean value of 2.89mm and 6.73%
respectively. Similar findings were reported by Diako et al.
(2011) protein content ranged from 5.10 to 5.9% and
Girma et al. (2016) found protein content of 5.3 to 10.55%
from 15 rice genotypes.
Estimates of Variance Components
The estimates of phenotypic coefficient of variation ranged
from 2.4 to 50.87% and values for genotypic coefficient of
variation were in the range between 2.13 and 46.54% in
which the lowest and highest values were estimated for
days to maturity and number of unfilled grains per panicle,
respectively (Table 3). According to Sivasubramaniah and
Menon (1973), phenotypic coefficients of variation and
genotypic coefficients of variation were categorized as low
(0-10%), moderate (10-20%) and high (>20%). The values
of PCV were slightly higher than the corresponding GCV
values for all traits and the magnitude of differences
between the two values were low for most of the traits. This
indicated that the traits were less influenced by the
environment. The environmental influence on any
character is indicated by the magnitudes between the
genotypic and phenotypic coefficients of variation. Babu et
al. (2012), Konate et al. (2015) and Srivastava et al. (2017)
5. Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in BenishangulGumuz, Ethiopia
Int. J. Plant Breed. Crop Sci. 441
Table 4: Mean performance of 23 rice genotypes for yield, yield related and quality traits evaluated across two locations (Pawe and Assosa) in 2017.
Genotypes DH DF DM PH PL FTPP UFGPP TGW GY KL KW KT LWR PC
NM1-29-4-B-P-80-8 79.33e-h 84f-j 114g-k 91.07def 20.33g-j 6.18hij 12.09d 26.27ghi 4901d-h 6.91cd 2.32hi 1.83e-h 2.98bcd 6.78d-h
ART16-9-29-12-1-1-2-B-1-1 77.83hi 82.83ij 114.3g-k 98.33a-d 20.93d-i 7.35d-g 20.36a 26.47f-i 4509gh 6.46j 2.42c-f 1.87cde 2.67jki 6.54hi
ART16-9-14-16-2-2-1-B-1-2 76.67i 82.17j 112.8ijk 92.77b-f 22.27bcd 7.73def 11.98d 25.47i 5472b-e 6.88cd 2.33gh 1.81h 2.95bcd 7.02c-f
ART16-9-33-2-1-1-1-B-1-2 85.5ab 88.83abc 118.7bc 99.8ab 20.4f-j 6.68ghi 14.6c 27.03d-g 5801bc 6.97cd 2.32ghi 1.82fgh 3.00bc 7.1cd
ART16-9-122-33-2-1-1-B-1-181.5c-f 86.83c-f 116.3c-g 96.77a-e 21.9b-f 6.89f-i 9.9ef 27.63b-e 5264b-g 6.99bc 2.41def 1.87b-e 2.91de 6.77d-h
ART15-19-5-4-1-1-1-B-1-1 81.5c-f 86.17c-g 115e-i 92.73b-f 21.03c-i 6.97f-i 8.4f-i 29.23a 4792e-h 7.15b 2.45a-d 1.89bcd 2.92cde 7.27abc
ART16-5-9-22-2-1-1-B-1-2 83.17bcd 87.67bcd 118cd 99abc 20.17hij 7.41d-g 12.31d 27.7b-e 6761a 7.14b 2.39ef 1.84e-h 2.99bc 7.28abc
ART16-21-4-7-2-2-B-2-2 79.5e-h 85.17d-j 113.5h-k 96.1b-e 21.67b-h 7.03f-i 8.73fgh 27.03d-g 5100b-h 6.61hij 2.43b-e 1.87cde 2.72hij 7.15bc
ART16-9-16-21-1-2-1-B-1-1 83.5bc 87.17cde 117c-f 95.77b-f 22.53abc 8.99bc 6.73ij 26.45f-i 5315b-g 6.65gh 2.37fg 1.83fgh 2.81fg 6.45hij
ART15-13-2-2-2-1-1-B-1-2 78.17ghi 84.33e-j 112.2k 95.9b-f 21.53b-h 9.83ab 6.23j 28.17abc 4280h 6.85c-f 2.44b-e 1.88bcd 2.81fg 5.8m
ART15-16-45-1-B-1-1-B-1-2 81.17c-f 86c-h 114.7f-j 95.37b-f 20.5e-j 6.73f-i 14.27c 26.37f-i 4552fgh 6.49ij 2.41def 1.89bcd 2.69i-l 6.99c-g
ART16-5-10-2-3-B-1-B—1-1 80.67d-g 86.17c-g 115.7d-h 103.73a 23.9a 6.7ghi 8.53fgh 27.73bcd 5694bcd 6.84c-f 2.47ab 1.86c-g 2.76ghi 6.76e-h
ART16-4-1-21-2-B-2-B-1-2 81.67c-f 86.83c-f 117.2cde 99.07abc 22.63ab 7.34d-g 9.34efg 26.67d-h 5579b-e 6.56hij 2.5a 1.86c-f 2.63l 7.57a
PARC.DAT.V-1.2013 86.67a 91.33a 122a 93.3b-f 22b-e 8.13cde 14.32c 27.3c-g 5061b-h 7.65a 2.27ijk 1.79hi 3.36a 6.23ijk
PARC.DAT.V-2.2013 86.5a 90.83a 120.5ab 98.8abc 22.73ab 10.27a 18.18b 27.43c-f 5187b-g 7.62a 2.23k 1.76i 3.42a 6.73fgh
PARC.DAT.V-3.2013 87.17a 90.33ab 121.2a 93.37b-f 21.8b-g 6.20hij 12.4d 28.33abc 5560b-e 7.67a 2.3hij 1.82gh 3.35a 7.46ab
ART15-16-31-2-1-1-1-B-1-1 79.67e-h 85.67d-i 113.8h-k 95.77b-f 21.8b-g 7.14e-h 8.7fgh 26.3ghi 5229b-g 6.69fgh 2.4def 1.87cde 2.78fgh 7.09cde
ART16 5-10-22-4-B-1-B-B-1 79.17f-i 83.67g-j 113.5h-k 93.83b-f 19.6ij 8.06cde 6.52j 28.88a 5262b-g 6.71e-h 2.47abc 1.92b 2.72h-k 5.91klm
ART16-4-13-1-2-1-1-B-1-1 79.83e-h 86c-h 114.2g-k 92.6b-f 20ij 6.09ij 10.8de 28.63ab 4773e-h 6.86cde 2.41def 1.89bcd 2.85ef 6.66gh
ART16-9-5-28-3-13-1-B-2-1 78hi 83hij 114.7f-j 92.07c-f 20.27hij 8.19cd 9.2efg 25.67hi 5851b 6.81d-g 2.25jk 1.79hi 3.02b 6.18jkl
ART16-9-9-25-2-1-1-B-2-1 77.83hi 82.83ij 112.3jk 88.7f 19.1j 5.27jk 7.1hij 26.83d-g 5097b-h 6.62hi 2.46abc 1.96a 2.69i-l 6.16jkl
ART16-9-19-11-2-2-2-B-1-2 81.83cde 87c-f 114g-k 98.43abc 20.97d-i 6.67ghi 9.53ef 26.6e-h 4994c-h 6.47ij 2.45a-d 1.85d-g 2.64kl 5.89lm
NERICA-4(Check) 79.33e-h 85.5d-i 115.2e-i 90.73ef 21.03c-i 4.83k 7.68g-j 26.5f-i 5343b-f 6.71e-h 2.41def 1.89bc 2.79fgh 7.06c-f
Mean 81.14 86.1 115.68 95.39 21.27 7.25 10.78 27.16 5233.7 6.88 2.39 1.86 2.89 6.73
LSD (5%) 2.7 3.1 3.34 10.29 2.14 1.42 2.36 1.6 1162 0.22 0.07 0.06 0.11 0.47
indicated that the estimates of PCV were slightly higher than the corresponding
GCV estimates for all the traits studied in rice and indicated the characters were
less influenced by the environment.
High value of PCV and GCV were obtained for only unfilled grains per panicle.
The results were also in agreement with the earlier reports of (Ekka et al., 2015
and Fathelrahman et al., 2015). High PCV and GCV values of these traits
suggested that the possibility of improving the traits through selection. Kernel
thickness, Kernel width and length-to-width ratio showed relatively similar PCV
and GCV values. This indicates that there is low environmental influence for
the phenotypic expression of these traits and the phenotypic variation of these
traits is more of due to their genotypic variations.
Heritability and Expected Genetic Advance
The estimated heritability in broad sense ranged from 30.57 % for protein
content to 97.42% for length width ratio. The heritability values as percentage
could be categorized as low (<30%), medium (30-60%) and high (>60%)
(Robinson et al., 1949). Heritability estimates were high for all traits except
Plant height and Protein content. Therefore, the traits with high heritability
estimates could be amenable for selection breeding since the traits are less
influenced by environmental factors and easily expressed in the selected
genotypes. Khare et al. (2015) also reported that estimate of heritability was
high for days to 50% flowering, days to maturity and grain yield in rice
genotypes. Mulugeta et al. (2012) for days to flowering, days to maturity, panicle
6. Genetic Variability, Heritability and Genetic Advance Analysis in Upland Rice (Oryza sativa L.) Genotypes for Yield and Yield Related Traits in
BenishangulGumuz, Ethiopia
Tewachew et al. 442
length, thousand grain weight; Babu et al. (2012) for days to
flowering and Rashid et al. (2017) for days to flowering, days
to maturity, panicle length, unfilled grains per panicle and
thousand grain weight reported high estimates of heritability.
Unfilled grains per panicle showed high heritability coupled
with high genotypic coefficient of variation. High heritability
coupled with high genotypic coefficient of variation of the
traits indicated that this trait may respond effectively to
phenotypic selection.
The estimated value of expected genetic advance
expressed as percentage of mean ranged from 3.91% for
days to maturity to 87.84% for number of unfilled grains per
panicle. With this range, a relatively high expected genetic
advance was obtained from traits with high and moderate
heritability but with better genotypic coefficient of variation.
According to Johson et al. (1955) genetic advance as
percent of mean is classified as low (<10%), moderate (10-
20%) and high (>20%). Based on this argument, in the
present study, traits such as unfilled grains per panicle
(87.87%) and fertile tiller per plant (23.54%) gave high
genetic advance as percent of mean, while moderate
genetic advance as percent of mean was computed for
kernel length (10.25%), length width ratio (15.81%) and
grain yield (15.35%). The present finding is corresponding
to the work of Abebe et al. (2017) for number of unfilled
grains per panicle. Bitew (2016) also reported moderate
genetic advance for grain yield. Generally, from this study,
traits such as unfilled grains per panicle and fertile tiller per
plant have the potential to respond positively to selection
because of their better broad sense heritability coupled with
relatively high genetic advance.
CONCLUSION
This study identified the existence of adequate genetic
variability among 23 tested genotypes for grain yield
andrelated traits. The genotypes ART16-5-9-22-1-1-B-1-,
ART16-9-5-28-3-13-1-B-2-1 and ART16-9-33-2-1-1-1-B-1-2
had shown highest grain yield significantly superiors from
rest of the genotypes. Thetraitfertile tillers per plant, unfilled
grains per panicle and grain yield have great potential which
may respond positively to selection owing to their better
broad sense heritability coupled with high genetic advance.
Hence, the information generated from this present study
can be helpful for, rice breeder to exploit genetic parameters
for future rice breeding program. Although this study has
been carried out for one season and at two locations, further
evaluation of these breeding materials at more locations and
year, different environments and agro-ecologies is advisable
to confirm the promising results observed in the present
study.
REFERENCES
Abebe T, Alamerew S, and Tulu, L. 2017. Genetic
Variability, Heritability and Genetic Advance for Yield
and its Related Traits in Rain fed Lowland Rice (Oryza
sativa L.) Genotypes at Fogera and Pawe, Ethiopia.
Advances in Crop Science and Technology, 5(2): 1-8.
Akinwale, M. G., Gregorio, G., Nwilene, F., Akinyele, B. O.,
Ogunbayo, S. A., and Odiyi, A. C. 2011. Heritability and
correlation coefficient analysis for yield and its
components in rice (Oryza sativa L.). African Journal of
Plant Science, 5(3): 207-212.
Babu, V.R., Shreya, K., Dangi, K. S., Usharani, G., and
Nagesh, P. 2012. Genetic variability studies for
qualitative and quantitative traits in popular rice ( Oryza
sativa L .) Hybrids of India. International Journal of
Scientific and Research Publications,2(6): 1-5.
Bitew J. M., Mekbib, F. and Assefa, A., 2016. Genetic
Variability among Yield and Yield Related Traits in
Selected Upland Rice (Oryza sativa L. and Oryza
glaberrima Steud) Genotypes in Northwestern Ethiopia.
World Scientific News 2(47): 62-74.
Burton GW, Devane EH (1953)Estimating heritability in tall
fescue (Festucaarundinacea) from replicated clonal
material. Agronomy Journal 45: 478-481.
Cochran, W.G., 1957. Analysis of covariance, its nature
and uses. Biometrics,13(3):261-281
CSA (Central Statistical Agency).2017. Agricultural sample
survey Report on area and Production of major crops.
Central Statistical Agency of Ethiopia, Addis Ababa,
Ethiopia, Statistical Bulletin 584.
Diako, C, Manful, J.T., Johnson P.N.T., Sakyi-Dawson,
E.,Bediako-Amoa, B. and Saalia, F.K., 2011.
Physicochemical Characterization of Four Commercial
Rice Varieties in Ghana. Advanced Journal of Food
Science and Technology. 3(3):196-202.
Dutta, P., Dutta, P. N. and Borua, P. K., 2013.
Morphological traits as selection indices in rice: A
statistical view. Universal Journal of Agricultural
Research, 1(3): 85-96.
Ekka, R.E., Sarawgi, A.K. and Kanwar, R.R. 2015. Genetic
variability and inter-relationship analysis for various
yield attributing and quality traits in traditional
germplasm of rice (Oryza sativa L.). Plant
Archives, 15(2): 637-645.
Falconer, D.S., Mackay, T.F. and Frankham, R. 1996.
Introduction to quantitative genetics (4th edn). Trends
in Genetics, 12(7): 280.
FAOSTAT. 2014. Statistical data base. Food and
Agriculture Organizations of the United Nations. Rome,
Italia.
FAOSTAT .2017. Statistical database. Food and
Agriculture Organizations of the United Nations.
Fathelrahman, S.A., Alsadig, A.I. and Dagash, Y.I., 2015.
Genetic variability in rice genotypes (Oryza Sativa L.) in
yield and yield component under semi-arid zone
(Sudan). Journal of Forest Products and
Industries, 4(2): 21-32.