##plugins.themes.bootstrap3.article.main##

N. Pugahendhi B. Sunil Kumar M. Elangovan Karnam Venkatesh P. Rajendrakumar

Abstract

The agro-morphological characterization of local germplasm provides insight into existing diversity, enables the identification of desirable traits, and enhances crop improvement. The present study evaluated 96 kharif sorghum (Sorghum bicolor L. Moench) landraces and 6 checks using 20 agro-morphological traits at two locations, ICAR-IIMR in Hyderabad and Experimental Farm at Annamalai University in Annamalai Nagar, using alpha lattice design with 2 replications during 2021 kharif to assess genetic diversity. Results showed significant genetic variability among the 20 traits (P<0.01), providing opportunities for improvement. The high genotypic (GCV) and phenotypic components of variance (PCV) exhibited among the traits indicated their genetic determination and potential for improvement through breeding programs. High heritability and genetic advance also indicated the presence of additive genes, offering reliable improvement through trait selection. The correlation analysis showed a strong positive relationship between grain yield and several desirable traits, including panicle length, width, primary branch length, hundred seed weight, number of leaves, and total tillers per plant, indicating that grain yield can be improved by selecting accessions with desirable characteristics for these traits. The Cluster analysis using Euclidean distance revealed (four distinct clusters), with Cluster I being the most differentiated. These clusters may serve as valuable resources for hybridization programs. The PCA analysis indicated that the first three PCs accounted for 43.26% of the total variation and highlighted the key agro-morphological traits driving diversity. The results of this study demonstrated the significant genetic diversity among kharif sorghum landraces, providing a promising opportunity for varietal development programs.


 

##plugins.themes.bootstrap3.article.details##

##plugins.themes.bootstrap3.article.details##

Keywords

Agro-morphological characterization, Cluster analysis, Genetic variability, Kharif sorghum landraces, PCA analysis

References
Adebowale, O. J., Taylor, J. R. N. & de Kock, H. L. (2020). Stabilization of wholegrain sorghum flour and consequent potential improvement of food product sensory quality by microwave treatment of the kernels. LWT-Food Science and Technology, 132, 109827.DOI: 10.1016/j.lwt.2020.109827
Ahmed, A.E.M., Elhussein, A.A.M., Mohamed, A.A.A., Ali, A.A.M. & Adam, A.M.A. (2021). Genotypic and environmental effects on yield and yield components of sorghum (Sorghum bicolor L. Moench) landraces in Sudan. Heliyon, 7(1), e05947.
Ana, M. K., Geleta, N., Sørensen, M. & Olsen, M. (2021). Evaluation of genetic diversity and population structure of sorghum [Sorghum bicolor (L.) Moench] germplasm using agro-morphological traits and SSR markers. PLoS One, 16(3), e0247941. https://doi.org/10.1371/journal.pone.0247941
Asfaw, A., Abay, F., Assefa, K. & Tesso, T. (2021). Multivariate analysis of morphological traits in sorghum [Sorghum bicolor (L.) Moench] germplasm for crop improvement in Ethiopia. Cogent Food & Agriculture, 6(1), 1739599.
Bakare, O. O., Awonorin, S. O. & Workneh, T. S. (2021). Sorghum grain: composition, properties, and food applications in Africa. In Sorghum Grain: Properties, Processing, and Applications.Elsevier,1-29.
Balkaya, A., Ozbakir, M. & Kurtar, E. S. (2010). The phenotypic diversity and fruit characterization of winter squash (Cucurbita maxima) populations from the black sea region of Turkey. African Journal of Biotechnology, 9(2), 152-162.
Basava, R. K., Thirumalaiah, R., Sridevi, O. & Ravindrababu, Y. (2021). Evaluation of sorghum landraces for agro-morphological traits in Southern Karnataka. International Journal of Chemical Studies, 9(2), 854-859.
Bhagasara, V. K., Ranwah, B. R., Meena, B. L. & Khan, R. (2017). Estimation of GCV, PCV, Heritability and Genetic Gain for Yield and its Related Components in Sorghum [Sorghum bicolor (L.) Moench]. International Journal of Current Microbiology and Applied Sciences, 6(5), 1015-1024.
Bimpong, I. K., Ofori, K., Offei, S. K., Danquah, E. Y., Adu-Dapaah, H. & Dapaah, H. K. (2021). Phenotypic diversity and population structure of West African sorghum landraces for utilization in breeding programs. Plant Genetic Resources: Characterization and Utilization, 1-14. https://doi.org/10.1017/S1479262121000312
Biradar, S. A., Gowda, M. V. C., Mahadevu, P. & Manjunatha, S. (2020). Evaluation of sorghum (Sorghum bicolor L.) genotypes for agro-morphological traits under different environments in the southern dry zone of Karnataka, India. Journal of Pharmacognosy and Phytochemistry, 9(1), 384-388.
Brejda, J. J., Moorman, T. B., Karlen, D. L. & Dao, T. H. (2000). Identification of regional soil quality factors and indicators. I. Central and Southern High-Plains. Soil Science Society of America Journal, 64, 2115-2124.
Deepalakshmi, A. & Ganesamurthy, K. (2007). Studies on genetic variability and character association in kharif sorghum (Sorghum bicolor (L.) Moench). Indian Journal of Agricultural Research, 41(3), 177-182.
Desai, A. K., Mishra, G. P., Patel, N. V., Solanki, V. P. & Kotecha, P. M. (2021). Genetic diversity analysis of sorghum landraces from Gujarat region of India. Journal of Pharmacognosy and Phytochemistry, 10(2), 415-422.
Deshmukh, S. N. N., Basu, M. S. & Reddy, P. S. (1986). Genetic Variability, Character Association and Path Coefficients of Quantitative Traits in Virginia Bunch Varieties of Groundnut. Indian Journal of Agricultural Science, 56, 816-821.
Dwivedi, S. L., Ceccarelli, S., Blair, M. W., Upadhyaya, H. D. & Ortiz, R. (2016). Landrace germplasm for improving yield and abiotic stress adaptation. Trends in Plant Science, 21, 31-42. 10.1016/j.tplants.201 5.10.012
Elangovan, M. & Babu, P. K. (2015). Genetic variability and diversity of sorghum landraces collected from Uttar Pradesh, India. Indian Journal of Plant Genetic Resources, 28(2), 213-221.
Elangovan, M., Annapurna, A., Patil, R., Pandey, S. & Pandey, C. D. (2020b). Characterization of sorghum [Sorghum bicolor (L.) Moench] germplasm for agro-morphological traits. Indian Journal of Plant Genetic Resources, 33(2), 172-178.
Elangovan, M., Ganesamurthy, K., Rajarajan, S., Sankarapandiyan, K. & Babu, P. K. (2012). Collection and conservation of Sorghum landraces collected from Tamil Nadu. Electronic Journal of Plant Breeding, 3, 753-762.
Elangovan, M., Jain, S. K. & Patel, N. V. (2013). Characterization of sorghum germplasm collected from Gujarat. Indian Journal of Plant Genetic Resources, 26(1), 42-46.
Elangovan, M., Prabhakar. & Reddy, D. C. S. (2007). Characterization and evaluation of Sorghum [Sorghum bicolor (L.) Moench] germplasm from Karnataka, India. Karnataka Journal of Agricultural Sciences, 20, 840-842.
Elangovan, M., Prabhakar, V. A., Tonapi, V. A. & Reddy, D. C. S. (2009). Collection and characterization of Indian Sorghum landraces. Indian Journal of Plant Genetic Resources, 22, 173-181.
Fikre, T., Degefu, T. & Keno, T. (2020). Evaluation of sorghum (Sorghum bicolor (L.) Moench) landraces from Ethiopia for grain yield and agro-morphological traits. Journal of Crop Science and Biotechnology, 23(3), 237-244. https://doi.org/10.1007/s12892-020-00100-x
Gebre, W., Adugna, A., Ayana, A. & Tesfaye, K. (2021). Genetic diversity and association study among agro-morphological traits in Ethiopian sorghum (Sorghum bicolor L. Moench) landraces. Journal of Plant Breeding and Crop Science, 13(1), 16-23. https://doi.org/10.5897/JPBCS2020.0946
Gebretsadik, S. S., Ahmed, S., Teshome, A. & Negash, K. (2021). Genetic variability and heritability of agronomic traits of sorghum [Sorghum bicolor (L.) Moench] genotypes under drought stress in Ethiopia. Journal of Crop Improvement, 35(1), 59-75.
Gedifew, G. & Tsige, G. (2019). Morphological characterization and evaluation of sorghum [Sorghum bicolor (L.) Moench] landraces in Benishangul Gumuz, northwestern Ethiopia. Greener Journal of Agricultural Sciences, 9(1), 37-56. http://doi.org/10.15580/GJAS.20 19.1.123118187.
Girmay, G., Kebede, D. & Weldemariam, Y. (2021). Evaluation of sorghum [Sorghum bicolor (L.) Moench] germplasm for agro-morphological traits and grain yield in Ethiopia. Journal of Agricultural Science and Technology, 23(1), 95-109. https://jast.modares.ac.ir/article-23-31696-en.html
Godwin, I. D., Rutkoski, J., Varshney, R. K. & Hickey, L. T. (2019). Technological perspectives for plant breeding. Theoretical and Applied Genetics, 132, 555-557.
GOI. (2021). Agriculture statistics at a glance. Directorate of Economics and Statistics. New Delhi, India: Ministry of Agriculture, Government of India.
Gomez, K. A. & Gomez, A. A. (1984). Statistical procedures for agricultural research (2nd ed.). New York: John Wiley and Sons.
Guleria, S. K., Kumar, A. & Singh, R. (2021). Genetic diversity and association analysis for agro-morphological traits in sorghum [Sorghum bicolor (L.) Moench] germplasm. Journal of Plant Development Sciences, 13(1), 1-12. https://doi.org/10.5958/2349-0079.2021.00001.8
Hamad, M. A. A. & Dagash, Y. M. I. (2017). Estimation of genetic variability, heritability and genetic advance for yield and yield components for some Sorghum (Sorghum bicolor (L.) Moench) genotypes under irrigation in Sudan. SUST Journal of Agricultural and Veterinary Sciences, 18(1), ISSN: 1858-6775.
Harlan, J. R., De Wet, J. M. J. & Price, G. (1973). Comparative evolution of cereals. Evolution, 27, 311-325.
Hussain, K., Hussain, M., Rasheed, A., Abbas, G., Sadaqat, H. A. & Saifullah. (2019). Genetic variability and correlation studies in landrace sorghum (Sorghum bicolor (L.) Moench) accessions. Journal of Agriculture and Environment for International Development, 113(2), 211-224.
IBPGR and ICRISAT. (1993). Descriptors for sorghum (Sorghum bicolor (L.) Moench). International Board for Plant Genetic Resources, Rome, Italy; International Crops Research Institute for the Semi-Arid Tropics, Patencheru, India.
ICRISAT. (2018). Millets and sorghum: Forgotten foods for the future. ICRISAT Happenings. Newsletter. Retrieved from www.icrisat.org/latest-happenings/ (Accessed 25 October 2018)
Jain, S. K. (2011). Variation and Association among Fodder Yield and other Traits in Germplasm of Forage Sorghum (Sorghum bicolor (L.) Moench). Indian Journal, 24(3), 327-331.
Jain, S. K., Elangavon, S. & Patel, N. V. (2010). Correlation and path coefficient analysis for agronomical trait in fodder sorghum. Indian Journal of Plant Genetic Resources, 23(1), 15-18.
Jimmy, M. L., Nzuve, F., Flourence, O., Manyasa, E. & Muthomi, J. (2017). Genetic variability, heritability, genetic advance, and trait correlations in selected sorghum (Sorghum bicolor L. Moench) varieties. International Journal of Agronomy and Agricultural Research, 11(5), 47-56.
Kadam, S. U., Patel, J. S., Patel, H. B., Patel, R. B. & Gajbhiye, P. U. (2021). Principal Component Analysis of Sorghum: A Study. Journal of Agriculture and Food Technology, 7(3), 7-12.
Kamara, A.Y., Jalloh, M. & Agyei-Ohemeng, R. (2020). Evaluation of genetic variability, heritability, and genetic advance in landraces of sorghum (Sorghum bicolor (L.) Moench) in Sierra Leone. Agriculture, 10(9), 1-13. doi: 10.3390/agriculture10090299
Kannababu, N., Rakshit, S., Audilakshmi, S., Tonapi, V. A., Patil, J. V., Dhandapani, A., Reddy, D. C. S., Venugopal, K., Swarnalatha, M., Balakrishna, G., Raghunath, K. & Subhakar, V. (2013). Genetic variability among Indian rainy season sorghum cultivars revealed by morpho-agronomic traits. Indian Journal of Genetics and Plant Breeding, 73, 110-115.
Kassahun, B. M., Gurmessa, G., Tefera, T. & Dagne, K. (2020). Multivariate analysis of agro-morphological traits in Ethiopian sorghum landraces for yield and yield-related traits. Cogent Food & Agriculture, 6(1), 1779017.
Katiyar, P., Gupta, S. K. & Singh, R. P. (2019). Correlation and path coefficient analysis of yield and yield components in sorghum (Sorghum bicolor L. Moench) germplasm. The Pharma Innovation Journal, 8(8), 291-293.
Kavithamani, D., Yuvaraja, A. & Selvi, B. (2019). Principal Component Analysis and Grouping of Sorghum (Sorghum bicolor L. Moench) Gene Pool for Genetic Diversity. Electronic Journal of Plant Breeding, 10(4), 1426-1434. DOI: 10.5958/0975-928X.2019.00182.0
Kifle, T.T., Alamerew, S., Gashaw, A. & Gebremedhin, W. (2021). Genotypic and environmental effects on morphological and yield traits of sorghum [Sorghum bicolor (L.) Moench] landraces. Journal of Plant Breeding and Crop Science, 13(1), 14-23.
Kotal, B. D., Das, A. & Choudhury, B. K. (2010). Genetic variability and association of characters in wheat (Triticum aestivum L.). Asian Journal of Crop Science, 2(3), 155-160. DOI:10.3923/ajcs.2010.155.160.
Kumar, N., Kumar, V. & Yadav, P. (2021). Genetic variability and diversity analysis in sorghum [Sorghum bicolor (L.) Moench] landraces. International Journal of Chemical Studies, 9(1), 238-243.
Kumar, S., Gupta, S., Tyagi, A. K. & Sharma, R. K. (2020). Sorghum: An important cereal crop of India. In Achieving Sustainable Cultivation of Sorghum. Burleigh Dodds Science Publishing, 2, 1-22.
Liu, Y., Wu, X., Xu, X., Chen, X., Wang, D. & Xie, J. (2021). Effects of leaf morphology and plant density on light interception and grain yield in sorghum. Agronomy, 11(1), 116. doi: 10.3390/agronomy11010116.
Mekbib, F., Tesfaye, K. & Wegary, D. (2020). Diversity analysis of Ethiopian sorghum landraces for agro-morphological traits and SSR markers. Plant Genetic Resources: Characterization and Utilization, 18(2), 124-133. https://doi.org/10.1017/S1479262119000107
Mekonnen, B. A., Bekele, E., Assefa, K. & Tesfaye, K. (2021). Morphological diversity analysis of sorghum [Sorghum bicolor (L.) Moench] accessions using multivariate analysis. Heliyon, 7(2), e06336. https://doi.org/10.1016/j.heliyon.2021.e06336
Nago, M. C., Basso, M. F., Da Silva, A. J. G. & Fernandes, S. B. V. (2020). Morphological diversity of sorghum landraces based on multivariate analysis. Crop Breeding and Applied Biotechnology, 20(4), e4120201. https://doi.org/10.1590/1984-70332020v20n4a1
Narkhede, B. N., Akade, J. H. & Awari, V. R. (2000). Genetic diversity in rabi sorghum local types (Sorghum bicolor (L.) Moench). Journal of Maharashtra Agricultural Universities, 25(3), 245-248.
Nidhi, Goutam, V. B., Shekhawat, N. S., Sharma, M. K. & Kumar, M. (2021). Phenotypic and molecular diversity analysis of sorghum (Sorghum bicolor (L.) Moench) landraces of Rajasthan, India. Physiology and Molecular Biology of Plants, 27(2), 461-474. https://doi.org/10.1007/s12298-020-00839-5
Patil, N. M., Patil, S. S., Shivade, H., Patil, S. B. & Singh, R. (2020). Studies on diversity analysis of sorghum landraces (Sorghum bicolor L. Moench) of North Karnataka. International Journal of Chemical Studies, 8(3), 298-304.
Pezzali, J. G., Suprabha-Raj, A., Siliveru, K. & Aldrich, C. G. (2020). Characterization of white and red sorghum flour and their potential use for production of extrudate crisps. PLoS ONE, 15(6), e0234940. doi: 10.1371/journal.pone.0234940.
Ranjith, P., Ghorade, R. B., Kalpande, V. V. & Dange, A. M. (2017). Genetic variability, heritability, and genetic advance for grain yield and yield components in sorghum. International Journal of Farm Sciences, 7(1), 90-93.
Ravi, K., Usharani, G. & Muthulakshmi, M. (2021). Diversity analysis of sorghum [Sorghum bicolor (L.) Moench] accessions from South India. Journal of Pharmacognosy and Phytochemistry, 10(2), 131-139.
Reddy, B. V. S., Ramesh, S., Reddy, P. S. & Sahrawat, K. L. (2021). Sorghum Genetic Resources and Breeding: The Way Forward. Frontiers in Plant Science, 12, 642814. https://doi.org/10.3389/fpls.2021.642814
Roy, S., Singh, P. K., Singh, R., Pandey, S. K. & Verma, S. K. (2019). Correlation analysis between leaf traits and forage yield in sorghum hybrids. Indian Journal of Agricultural Sciences, 89(11), 1894-1896. https://doi.org/10.21088/ijas.2019.8911.26
Saba, M., Bukhari, S. A., Zafar, Y., Iqbal, M., Rashid, B., Haq, M. A. & Ashraf, M. (2021). Characterization and evaluation of sorghum germplasm for morphological and quality traits. Journal of Plant Biochemistry and Biotechnology, 30(2), 321-329. https://doi.org/10.1007/s13562-020-00680-5
Sankar, M., Vellaikumar, S., Senthil, N. & Anandakumar, C. (2021). Sorghum: An overview on its potential and future prospects as a cereal crop for human and animal nutrition. International Journal of Current Microbiology and Applied Sciences, 10(3), 2486-2499.
Sejake, T., Shargie, N., Christian, R. & Tsilo, T. (2020). Assessment of genetic diversity in sorghum germplasm using agro-morphological traits. South African Journal of Plant and Soil, 37, 1–13. doi:10.1080/02571862.2020.1807628 
Sharma, R., Rai, K. N., Yadav, O. P., Rajpurohit, B. S. & Gupta, S. K. (2020). Sorghum: a multipurpose bioenergy crop. In Bioenergy: Advances and Emerging Technologies. Springer, 67-83.
Singh, I., Choudhary, P. & Chandel, R. (2019). Evaluation of genetic diversity among sorghum landraces using agro-morphological traits and molecular markers. Plant Genetic Resources: Characterization and Utilization, 17(1), 47-56. https://doi.org/10.1017/S1479262118000086
Singh, J., Ranwah, B. R., Chaudhary, L., Lal, C., Dagla, M. C. & Kumar, V. (2013). Evaluation for genetic variability, correlation, and path coefficient in mutant population of forage sorghum (Sorghum bicolor L. Moench). The Bioscan, 8, 1471-1476.
Singh, S., Choudhary, R., Singh, G. & Singh, M. K. (2021). Exploring the morphological diversity and key traits of high yielding sorghum [Sorghum bicolor (L.) Moench] germplasm through multivariate analysis. Indian Journal of Agricultural Sciences, 91(2), 137-141.
Sulieman, S., Alamin, M.A., Mahari, Y., Ibrahim, E.A., Elhassan, O.A.M. & Eltayeb, A.E. (2020). Genetic variation, heritability, and correlation analysis of morphological and yield traits in Sudanese sorghum accessions under different locations and seasons. Agronomy, 10(4), 574.
Taylor, S. L., Payton, M. E. & Raun, W. R. (1999). Relationship between mean yield coefficient of variation, mean square error, and plot size in wheat field experiments. Communications in Soil Science and Plant Analysis, 30(9-10), 1439-1447.
Teklewold, A., Hamad, S. A. & Dagash, M. H. (2021). Low heritability estimates of grain yield, leaf width, and days to maturity in polygenic traits affected by environmental factors. Journal of Agricultural Science and Technology, 10(2), 123-132.
Tesfaye, K. (2017). Genetic diversity study of sorghum (Sorghum bicolor (L.) Moenc) genotypes, Ethiopia. Acta Universitatis Sapientiae Agriculture and Environment, 9, 44-52.
Teshome, A., Woldie, M. & Bantte, K. (2021). Genetic diversity and population structure analysis of sorghum [Sorghum bicolor (L.) Moench] landraces using agro-morphological traits and molecular markers. BMC Genetics, 22(1), 1-15. https://doi.org/10.1186/s12863-021-01019-2
Thoday, J. M. (1960). Effects of disruptive selection-III coupling and repulsion, Heritability, 14, 35-39.
Tilahun, D., Sani, M. G., Tesso, T., Ejeta, G. & Girma, G. (2021). Genetic variability, heritability and genetic advance for yield and yield related traits in sorghum [Sorghum bicolor (L.) Moench] landraces. Journal of Crop Improvement, 35(2), 192-205.
Tura, E.G., Admassu, B., Tadesse, B. & Terefe, D. (2021). Assessment of genetic variability, heritability, and genetic advance for agronomic traits in sorghum [Sorghum bicolor (L.) Moench] landraces. Journal of Plant Breeding and Crop Science, 13(3), 279-289. doi: 10.5897/JPBCS2020.0948
Vara Prasad, B. V., & Sridhar, V. (2019). Diversity Studies in Yellow Pericarp Sorghum [Sorghum bicolor (L.) Moench] Genotypes for Yield Attributes. International Journal of Current Microbiology and Applied Sciences, 8(12), 361-366. doi: https://doi.org/10.20546/ijcmas.2019.812.048
Wolde, G. E., Degefu, T., Tesfaye, K. & Assefa, K. (2021). Phenotypic diversity of Ethiopian sorghum landraces using multivariate analysis. Genetic Resources and Crop Evolution, 68(5), 1415-1426. https://doi.org/10.1007/s10722-021-01080-3
Zinzala, S., Davda, B.K., Modha, K.G. & Pathak, V.D. (2018). Studies on variability, correlation and path coefficient analysis in sorghum. International Journal of Agriculture Sciences, 10(19), 7285-7287.
Section
Research Articles

How to Cite

Assessing the genetic diversity of Indian Kharif sorghum landraces through agro-morphological characterization (Sorghum bicolor L. Moench). (2023). Journal of Applied and Natural Science, 15(2), 624-638. https://doi.org/10.31018/jans.v15i2.4477