Heterosis Studies for Root-Yield-Attributing Characters and Total Alkaloid Content over Different Environments in Withania somnifera L.
Abstract
:1. Introduction
2. Materials and Methods
3. Results and Discussion
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Dubey, R.B. Genetic variability, correlation and path analysis in Ashwagandha (Withania somnifera). J. Med. Aromat. Plant Sci. 2010, 32, 202–205. [Google Scholar]
- Datta, A.K.; Das, A.; Bhattacharya, A.; Mukherjee, S.; Ghosh, B.K. An overview on Withania somnifera (L.) Dunal—The Indian ginseng. Med. Aromat. Plant Sci. Biotechnol. 2010, 5, 1–15. [Google Scholar]
- Chauhan, S.; Mandliya, T.; Jain, D.; Joshi, A.; Khatik, C.L.; Singh, A.; Upadhyay, S.K.; Jain, R. Early selective strategies for higher yielding bio-economic Indian ginseng based on genotypic study through metabolic and molecular markers. Saudi J. Biol. Sci. 2022, 29, 3051–3061. [Google Scholar] [CrossRef] [PubMed]
- Ahmed, I.; Dubey, R.B.; Husain, S. Hybrid vigour studies for root yield traits across the environments in Ashwagandha (Withania somnifera L.). Indian J. Genet. Plant Breed. 2022, 82, 245–248. [Google Scholar]
- Mir, B.A.; Koul, S.; Kuar, A.; Sharma, S.; Kaul, M.K.; Soodan, A.S. Reproductive behaviour and breeding system of wild and cultivated types of (Withania somnifera L. Dunal). J. Medi. Res. 2012, 5, 754–775. [Google Scholar]
- Chauhan, S.; Joshi, A.; Jain, D.; Jain, R. Estimation of withanolide A in diverse genotypes of Ashwagandha Withania somnifera (L.) Dunal. Indian J. Exp. Biol. 2019, 57, 212–217. [Google Scholar]
- Kumar, R.R.; Reddy, L.P.A.; Subbaiah, J.C.; Kumar, A.N.; Prasad, H.N.N.; Bhukya, B. Genetic association among root morphology, root quality and root yield in Ashwagandha (Withania somnifera). Genetika 2011, 43, 617–624. [Google Scholar] [CrossRef]
- Paul, S.; Chakraborty, S.; Anand, U.; Dey, S.; Nandy, S.; Ghorai, M.; Saha, S.C.; Patil, M.T.; Kandimalla, R.; Proćków, J.; et al. Withania somnifera (L.) Dunal (Ashwagandha): A comprehensive review on ethnopharmacology, pharmacotherapeutics, biomedicinal and toxicological aspects. Biomed. Pharmacother. 2021, 143, 112175. [Google Scholar] [CrossRef]
- Speers, A.B.; Cabey, K.A.; Soumyanath, A.; Wright, K.M. Effects of Withania somnifera (Ashwagandha) on Stress and the Stress-Related Neuropsychiatric Disorders Anxiety, Depression, and Insomnia. Curr. Neuropharmacol. 2021, 19, 1468–1495. [Google Scholar] [CrossRef]
- Jain, R.; Sinha, A.; Jain, D.; Kachhwaha, S.; Kothari, S.L. Adventitious shoot regeneration and in vitro biosynthesis of steroidal lactones in Withania coagulans (Stocks) Dunal. Plant Cell Tissue Organ Cult. 2011, 105, 135–140. [Google Scholar] [CrossRef]
- Singh, M.; Jayant, K.; Singh, D.; Bhutani, S.; Poddar, N.K.; Chaudhary, A.A.; Khan, S.U.; Adnan, M.; Siddiqui, A.J.; Hassan, M.I.; et al. Withania somnifera (L.) Dunal (Ashwagandha) for the possible therapeutics and clinical management of SARS-CoV-2 infection: Plant-based drug discovery and targeted therapy. Front. Cell. Infect. Microbiol. 2022, 12, 933824. [Google Scholar] [CrossRef] [PubMed]
- Bhat, T.; Kudesia, M.R.; Dar, S.A. Evaluation of genetic diversity among accessions of Withania somnifera L. (Dunal) using biochemical analysis and molecular markers. Amer-Eura. J. Agri. Environ. Sci. 2012, 12, 983–990. [Google Scholar]
- Shull, G.H. Duplicated genes for capsule form in Bursa pastoris. Z. Indukt. Abstr. Univ. Verebsgl. 1914, 12, 97–149. [Google Scholar]
- Li, Z.; Coffey, L.; Garfin, J.; Miller, N.D.; White, M.R.; Spalding, E.P.; Leon, N.; Kaeppler, S.M.; Schnable, P.S.; Springer, N.M.; et al. Genotype-by-environment interactions affecting heterosis in maize. PLoS ONE 2018, 14, 1–16. [Google Scholar] [CrossRef] [PubMed][Green Version]
- Munaro, E.M.; Eyherabide, G.H.; Andrea, K.E.D.; Cirilo, A.G.; Otegui, M.E. Heterosis × environment interaction in maize: What drives heterosis for grain yield? Field Crops Res. 2011, 3, 441–449. [Google Scholar] [CrossRef]
- Kempthorne, O. An Introduction to Genetical Statistics; John Willey and Sons Inc.: New York, NY, USA, 1957; pp. 323–331. [Google Scholar]
- Shull, G.H. Hybridization methods in corn breeding. In Heterosis; American Breeder‟s Mav.; Gowen, J.W., Ed.; Hafner Inc.: New York, NY, USA, 1914; Volume 1, pp. 50, 98–107. [Google Scholar]
- Meredith, W.R.; Bridge, R.R. Heterosis and gene action in cotton (Gossypium hirsutam). Crop Sci. 1972, 12, 304–310. [Google Scholar] [CrossRef]
- Panse, V.G.; Sukhatme, P.V. Statistical Methods; Oxford and IBH Publishers: New Delhi, India, 1961. [Google Scholar]
- Mohanty, B.K.; Prusti, A.M. G × E interaction and stability analysis for yield and its components in brinjal (Solanum melongena L.). J. Agri. Sci. 2000, 70, 370–373. [Google Scholar]
- Prasad, V.S.R.K.; Singh, D.P.; Pal, A.B.; Gangopadhyay, K.K.; Pan, R.S. Assessment of yield stability and eco-valence in egg plant. Ind. J. Hort. 2002, 59, 386–394. [Google Scholar]
- Vadodaria, M.A.; Kulkarni, G.H.; Madariya, R.B.; Dobariya, K.L. Stability for fruit yield and its component traits in brinjal. Crop Improv. 2009, 36, 81–87. [Google Scholar]
- Sangwan, O.; Avtar, R.; Singh, A. Stability analysis in some Ashwagandha [Withania somnifera (L.) Dunal.] genotypes. Indian J. Plant Sci. 2013, 2, 66–71. [Google Scholar]
- Iqbal, A.; Gawande, V.L.; Ratnaparkhi, R.D.; Nichal, S.S. Heterosis studies for seed yield and its components in experimental hybrids based on CMS lines in safflower (Carthamus tinctorius L.). J. Res. ANGRAU 2015, 43, 1–7. [Google Scholar]
- Virmani, S.S. Heterosis and hybrid rice breeding. In Monographs on Theoretical and Applied Genetics; Springer: Berlin/Heidelberg, Germany, 1994; p. 22. [Google Scholar]
- Dhuri, H.; Joshi, P.K.; Tirkey, A.; Devi, H.; Porte, S.S. Heterosis for root yield and quality characters in Ashwagandha. Int. J. Curr. Microbiol. Appl. Sci. 2017, 6, 2268–2278. [Google Scholar] [CrossRef]
- Arpan, A.; Shanker, K.; Gupta, A.K.; Jhang, T. RNA-Seq analysis of two elite lines of Withania somnifera to evaluate potential of heterosis. Indian J. Genet. 2014, 74, 612–619. [Google Scholar] [CrossRef]
- Ahmed, I.; Gawande, V.L.; Nichal, S.S.; Ratnaparkhi, R.D. Genetic studies for seed yield and its components in safflower (Carthamus tinctorius L.). Electron. J. Plant Breed. 2016, 7, 972–978. [Google Scholar] [CrossRef]
- Mondal, M.A.A.; Hossain, M.M. Combining ability in potato (Solanum tuberosum L.). Bangladesh J. Bot. 2006, 35, 125–131. [Google Scholar]
- Yadav, S.K.; Singh, B.K.; Baranwal, D.K.; Solankey, S.S. Genetic study of heterosis for yield and quality components in tomato (Solanum lycopersicum). Afr. J. Agric. Res. 2013, 8, 585–591. [Google Scholar]
- Vekariya, R.G.; Patel, P.C.; Patel, J.S.; Prajapati, K.N.; Joshi, A.J. Genetic studies in Withania somnifera (L.) Dunal through intraspecific hybridization. Pharma Innov. 2022, 11, 44–56. [Google Scholar]
Source | d.f. | Days to 75% Maturity | Plant Height | No. of Secondary Branches /plant | No. of Berries/ Plant | No. of Secondary & Tertiary Roots/ Plant | Root Diameter in Collar Region | Root Yield at Harvest | Dry Matter Content of Root | Test Weight of Seed | Harvest Index | Total Alkaloid Content |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Environment | 2 | 6559.05 ** | 534.19 ** | 5.18 ** | 8504.04 ** | 1.38 ** | 23.96 ** | 119.48 ** | 63.01 ** | 0.06 ** | 17.89 ** | 0.01 ** |
Rep./Env. | 6 | 56.46 | 10.37 | 0.25 * | 125.80 | 0.09 | 1.03 | 1.15 | 4.35 | 0.02 | 0.33 | 0.00 |
Genotype | 64 | 407.12 ** | 199.44 ** | 29.42 ** | 9988.22 ** | 3.82 ** | 39.86 ** | 80.61 ** | 128.82 ** | 0.21 ** | 19.20 ** | 0.03 ** |
Parent | 17 | 463.52 ** | 264.83 ** | 59.08 ** | 14,115.00 ** | 9.09 ** | 55.36 ** | 113.84 ** | 195.63 ** | 0.39 ** | 53.90 ** | 0.03 ** |
Cross | 44 | 410.32 ** | 182.55 ** | 14.55 ** | 8122.40 ** | 1.42 ** | 34.05 ** | 67.27 ** | 109.79 ** | 0.16 ** | 6.85 ** | 0.03 ** |
P v/s C | 1 | 16.65 | 120.98 ** | 183.86 ** | 2704.13 ** | 27.35 ** | 22.77 ** | 104.40 ** | 0.12 | 0.01 ** | 10.32 ** | 0.07 ** |
G × E | 128 | 224.58 ** | 28.56 ** | 0.55 ** | 408.62 ** | 0.26 ** | 2.71 ** | 5.47 ** | 35.38 ** | 0.03 ** | 5.70 ** | 0.00 ** |
P × E | 34 | 94.80 ** | 26.71 ** | 0.90 ** | 206.06 ** | 0.19 ** | 3.25 ** | 4.59 ** | 44.99 ** | 0.02 ** | 4.77 ** | 0.00 ** |
C × E | 88 | 284.83 ** | 30.61 ** | 0.43 ** | 492.96 ** | 0.24 ** | 2.50 ** | 6.09 ** | 33.66 ** | 0.04 ** | 6.21 ** | 0.00 ** |
Pooled Error | 384 | 53.15 | 7.18 | 0.11 | 107.52 | 0.06 | 0.72 | 1.06 | 3.62 | 0.01 | 1.48 | 0.00 |
SN. | Traits | Range of Heterosis (%) Over | ||
---|---|---|---|---|
Mid Parent (in Both the Directions) | Better Parent (in Desirable Direction) | Superior Check * (in Desirable Direction) | ||
1 | Days to 75% maturity (DSM) | −5.92 to 8.37 | −0.69 to −2.92 | −0.02 to −4.75 |
2 | Plant height (PH) | −16.87 to 19.84 | 0.35 to 13.12 | 0.36 to 15.91 |
3 | Number of secondary branches/plant (NSB) | −18.49 to 31.80 | 0.15 to 20.15 | 1.98 to 16.43 |
4 | Number of berries/plant (NB) | −33.88 to 27.70 | 0.56 to 21.46 | 7.84 to 12.94 |
5 | Number of secondary and tertiary root/plant (NSTR) | −36.92 to 26.91 | - | 0.18 to 10.30 |
6 | Root diameter in collar region (RDCR) | −24.90 to 23.86 | 5.17 to 22.56 | 1.99 to 15.30 |
7 | Root yield at harvest (RYH) | −39.92 to 37.40 | 0.59 to 21.50 | 4.06 to 12.54 |
8 | Dry matter content of root (DMC) | −24.82 to 34.60 | 1.36 to 17.76 | 0.70 to 14.59 |
9 | Test weight of seed (TW) | −12.92 to 7.57 | 0.53 to 4.05 | 0.56 to 7.02 |
10 | Harvest index (HI) | −24.52 to 42.15 | 0.30 to 26.33 | 0.32 to 19.87 |
11 | Total alkaloid content (TAC) | −18.60 to 30.97 | 0.96 to 21.94 | 0.26 to 13.73 |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −1.65 | 9.41 ** | 2.13 | 3.32 * | - | - | - | - | −3.90 | - | - | - |
2. | L2 × T1 | 2.26 | 1.13 | 7.36 * | 3.64 * | - | - | - | - | −0.66 | −1.66 | - | - |
3. | L3 × T1 | 17.44 ** | 0.09 | 8.19 ** | 8.35 ** | - | - | - | - | - | −4.70 | - | - |
4. | L4 × T1 | 2.42 | −0.02 | 5.12 | 2.52 | - | - | - | - | −2.11 | −4.84 | - | −1.88 |
5. | L5 × T1 | 9.98 ** | 4.51 | 4.29 | 6.25 ** | - | - | - | - | - | −1.57 | - | - |
6. | L6 × T1 | −3.86 | 6.52 * | −2.95 | −0.12 | - | - | −0.94 | - | −7.58 * | −0.08 | −4.67 | −4.06 * |
7. | L7 × T1 | 8.25 ** | 4.43 | 4.84 | 5.82 ** | - | - | - | - | - | −3.79 | - | - |
8. | L8 × T1 | 2.60 | 13.52 ** | 3.41 | 6.47 ** | - | - | - | - | - | - | - | - |
9. | L9 × T1 | −6.02 * | 1.42 | −8.14 ** | −4.36 ** | - | - | −1.08 | - | −5.72 | −2.57 | −4.80 | −4.34 * |
10. | L10 × T1 | −5.88 * | 0.97 | 3.58 | −0.34 | - | - | - | - | −7.97 * | −5.08 | - | −3.17 |
11. | L11 × T1 | −0.98 | 0.95 | 5.86 * | 2.03 | - | - | - | - | −4.54 | −2.18 | - | −0.69 |
12. | L12 × T1 | 3.21 | −8.31 ** | 1.43 | −1.23 | - | −4.11 | - | - | −0.99 | −13.11 ** | −0.03 | −4.75 * |
13. | L13 × T1 | −5.97 * | 5.51 | 0.83 | 0.14 | - | - | - | - | −6.04 | - | - | −0.25 |
14. | L14 × T1 | 7.34 ** | 4.58 | −4.35 | 2.39 | - | - | - | - | - | −0.14 | −2.95 | - |
15. | L15 × T1 | −4.22 | 6.05 | 6.58 * | 2.93 | - | - | - | - | −7.88 * | - | - | −0.82 |
16. | L1 × T2 | 1.66 | 12.48 ** | 6.92 * | 7.04 ** | - | - | - | - | - | - | - | - |
17. | L2 × T2 | 5.40 | 5.03 | 11.89 ** | 7.47 ** | - | - | - | - | - | - | - | - |
18. | L3 × T2 | 9.77 ** | −4.32 | 8.22 ** | 4.46 ** | - | −1.97 | - | - | - | −6.72 * | - | - |
19. | L4 × T2 | −0.15 | −6.78 * | 2.62 | −1.44 | - | −4.52 | - | −0.97 | −0.19 | −9.15 ** | −0.74 | −3.40 |
20. | L5 × T2 | 4.85 | 7.99 ** | 5.66 * | 6.14 ** | - | - | - | - | - | - | - | - |
21. | L6 × T2 | −4.47 | 7.78 * | −3.84 | −0.22 | −4.41 | - | −2.26 | - | −3.99 | - | −5.14 | −1.84 |
22. | L7 × T2 | 2.75 | 0.98 | −8.08 ** | −1.52 | - | - | −7.11 * | −1.22 | - | −4.67 | −9.85 ** | −3.65 |
23. | L8 × T2 | −2.08 | 4.19 | 3.64 | 1.95 | - | - | - | - | - | - | - | - |
24. | L9 × T2 | 2.44 | −2.40 | 5.63 * | 1.97 | - | - | - | - | - | −4.02 | - | - |
25. | L10 × T2 | 4.87 | 14.65 ** | 5.76 * | 8.37 ** | - | - | - | - | - | - | - | - |
26. | L11 × T2 | −9.53 ** | 3.23 | 6.96 * | 0.33 | −9.35 ** | - | - | - | −8.83 ** | - | - | −0.02 |
27. | L12 × T2 | −6.31 * | 12.51 ** | 0.17 | 2.14 | −6.06 | - | - | - | −6.02 | - | −0.87 | - |
28. | L13 × T2 | −9.80 ** | −2.55 | −4.46 | −5.60 ** | −6.45 * | −0.26 | - | −1.36 | −5.92 | −5.09 | −0.47 | −3.78 * |
29. | L14 × T2 | 10.66 ** | −2.13 | −1.46 | 2.39 | - | - | - | - | - | −4.32 | - | - |
30. | L15 × T2 | −6.22 * | 10.79 ** | −0.07 | 1.51 | −6.20 | - | - | - | −5.69 | - | −1.41 | - |
31. | L1 × T3 | −1.44 | 1.01 | 2.82 | 0.85 | - | - | - | - | −0.17 | - | - | - |
32. | L2 × T3 | −2.33 | 0.51 | 7.19 * | 1.86 | −0.62 | - | - | - | −1.62 | - | - | - |
33. | L3 × T3 | 7.61 * | −0.63 | 8.76 ** | 5.14 ** | - | - | - | - | - | - | - | - |
34. | L4 × T3 | 6.51 * | −5.15 | −1.07 | −0.02 | - | −4.30 | - | - | - | −4.53 | −3.15 | −0.79 |
35. | L5 × T3 | 1.54 | 11.79 ** | −3.77 | 3.11 | - | - | −1.44 | - | - | - | −2.06 | - |
36. | L6 × T3 | −0.10 | 1.83 | 4.77 | 2.21 | - | - | - | - | −0.38 | - | - | - |
37. | L7 × T3 | 3.25 | 10.14 ** | 4.76 | 6.05 ** | - | - | - | - | - | - | - | - |
38. | L8 × T3 | −2.08 | −2.76 | −12.56 ** | −5.92 ** | - | −2.06 | −8.05 * | −2.92 | - | −0.54 | −8.62 ** | −2.94 |
39. | L9 × T3 | −1.06 | 1.43 | 8.30 ** | 3.00 | - | - | - | - | - | - | - | - |
40. | L10 × T3 | −1.71 | 2.36 | −10.67 ** | −3.42 * | - | - | −8.98 ** | −2.73 | −0.36 | - | −9.55 ** | −2.75 |
41. | L11 × T3 | −1.47 | −0.58 | 4.54 | 0.87 | −0.49 | - | - | - | −1.49 | - | - | - |
42. | L12 × T3 | −3.65 | −0.31 | 1.66 | −0.71 | −3.14 | - | - | −0.69 | −4.11 | −0.08 | - | −0.74 |
43. | L13 × T3 | −8.15 ** | −4.55 | −0.29 | −4.23 ** | −3.96 | −3.63 | - | −1.20 | −4.92 | −4.00 | - | −1.22 |
44. | L14 × T3 | 10.07 ** | −1.45 | 2.91 | 3.82 * | - | −0.87 | - | - | - | −0.51 | - | - |
45. | L15 × T3 | 9.77 ** | −1.23 | 7.32 * | 5.22 ** | - | - | - | - | - | −1.14 | - | - |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −0.34 | 10.11 | 7.44 | 5.80 | - | - | - | - | - | - | - | - |
2. | L2 × T1 | 2.83 | 0.97 | −2.89 | 0.40 | - | - | - | - | - | - | - | - |
3. | L3 × T1 | 15.83 * | 1.10 | 10.95 | 9.53 * | 2.54 | - | - | - | - | - | - | - |
4. | L4 × T1 | 8.68 | 10.30 | 29.82 ** | 15.59 ** | 6.50 | 5.81 | 23.56 ** | 13.12 ** | - | - | - | - |
5. | L5 × T1 | 13.07 * | 25.87 ** | 21.64 ** | 19.84 ** | - | 11.25 | - | 0.35 | 5.10 | 0.90 | 6.41 | 5.31 |
6. | L6 × T1 | −19.32 ** | −15.27 * | −15.75 * | −16.87 ** | - | - | - | - | - | - | - | - |
7. | L7 × T1 | 30.01 ** | 14.51 * | −1.29 | 14.27 ** | 28.18 ** | 12.92 | - | 7.66 | - | - | - | - |
8. | L8 × T1 | −10.61 | 15.62 * | 4.07 | 2.29 | - | 3.30 | - | - | - | - | - | - |
9. | L9 × T1 | 9.01 | 26.28 ** | 8.62 | 14.87 ** | - | 2.36 | - | - | - | 14.73 ** | - | 3.61 |
10. | L10 × T1 | −8.28 | −21.50 ** | 17.11 * | −5.05 | - | - | 10.72 | - | - | - | - | - |
11. | L11 × T1 | −6.66 | −5.43 | 12.83 | −0.02 | - | - | 1.50 | - | - | - | - | - |
12. | L12 × T1 | 16.25 ** | 9.42 | 2.67 | 9.90 ** | - | - | - | - | 2.83 | - | - | - |
13. | L13 × T1 | −12.16 | −5.21 | 0.13 | −5.95 | - | - | - | - | - | - | - | - |
14. | L14 × T1 | 1.64 | 16.25 ** | 10.64 | 9.42 ** | - | - | - | - | - | 8.04 | - | - |
15. | L15 × T1 | −2.46 | −19.98 ** | −4.40 | −8.65 * | - | - | - | - | - | - | - | - |
16. | L1 × T2 | 10.62 | −2.93 | −7.42 | 0.06 | 7.20 | - | - | - | - | - | - | - |
17. | L2 × T2 | 6.46 | 1.06 | −19.26 ** | −3.45 | 6.06 | - | - | - | - | - | - | - |
18. | L3 × T2 | −0.80 | −11.72 * | 14.64 * | 0.41 | - | - | 13.41 | - | - | - | 0.74 | - |
19. | L4 × T2 | 11.67 | 16.64 ** | −11.44 | 6.40 | 1.88 | - | - | - | - | - | - | - |
20. | L5 × T2 | 8.64 | −12.89 * | 4.67 | 0.41 | - | - | - | - | 11.27 | - | 2.33 | - |
21. | L6 × T2 | 3.23 | −8.21 | 9.54 | 1.08 | - | - | - | - | - | - | - | - |
22. | L7 × T2 | 19.34 ** | −1.02 | 9.28 | 9.17 ** | 8.27 | - | 7.00 | 1.69 | - | - | - | - |
23. | L8 × T2 | −14.55 ** | 8.72 | −2.59 | −3.24 | - | 4.85 | - | - | - | - | - | - |
24. | L9 × T2 | 16.88 ** | 19.09 ** | 6.91 | 14.55 ** | 8.79 | 10.16 * | - | 5.79 | 14.79 * | 23.47 ** | 4.79 | 15.91 ** |
25. | L10 × T2 | 7.21 | 0.38 | 7.36 | 4.82 | - | - | - | - | - | - | - | - |
26. | L11 × T2 | −0.07 | −1.28 | 7.20 | 1.85 | - | - | 5.14 | - | - | - | - | - |
27. | L12 × T2 | 5.25 | −14.46 ** | 15.95 ** | 1.62 | - | - | 14.70 * | - | 3.06 | - | 1.88 | - |
28. | L13 × T2 | 11.49 * | 12.84 * | 3.91 | 9.42 ** | 10.90 | - | 1.30 | 5.17 | 1.89 | - | - | - |
29. | L14 × T2 | −8.66 | −4.74 | −6.63 | −6.66 * | - | - | - | - | - | 0.74 | - | - |
30. | L15 × T2 | 1.66 | 11.25 * | −6.16 | 2.20 | 0.05 | 2.92 | - | 1.95 | - | - | - | - |
31. | L1 × T3 | −0.61 | −3.55 | 14.24 ** | 3.01 | - | - | 11.06 | - | - | 0.88 | 13.14 * | 4.61 |
32. | L2 × T3 | −3.39 | −7.81 | −12.59 * | −7.76 ** | - | - | - | - | - | - | - | - |
33. | L3 × T3 | 0.96 | −8.15 | 7.51 | −0.06 | - | - | - | - | 2.44 | - | 1.49 | - |
34. | L4 × T3 | 1.78 | 5.28 | 18.36 ** | 7.91 * | - | - | - | - | - | - | - | - |
35. | L5 × T3 | 1.93 | 8.49 | 6.32 | 5.44 | - | - | 3.92 | 3.41 | 13.89 * | 9.84 | 10.87 | 12.87 ** |
36. | L6 × T3 | −13.37 * | −11.90 * | −5.63 | −10.58 ** | - | - | - | - | - | - | - | - |
37. | L7 × T3 | 21.20 ** | 4.67 | −3.89 | 7.38 * | 1.56 | - | - | - | 11.25 | - | - | 1.60 |
38. | L8 × T3 | −17.11 ** | −2.73 | 14.12 ** | −2.76 | - | - | 13.48 * | - | - | - | 15.60 * | 2.56 |
39. | L9 × T3 | 0.23 | 9.26 * | 8.14 | 5.85 * | - | 9.13 | 5.44 | 5.64 | 7.78 | 22.31 ** | 13.05 * | 15.75 ** |
40. | L10 × T3 | −9.61 | 9.41 | 1.50 | 0.52 | - | - | - | - | - | - | - | - |
41. | L11 × T3 | 4.78 | 8.18 | −14.56 * | −0.15 | - | - | - | - | 4.36 | - | - | - |
42. | L12 × T3 | −9.95 * | −3.92 | 18.91 ** | 0.64 | - | - | 10.17 | - | - | - | 12.23 * | 3.78 |
43. | L13 × T3 | 6.14 | 0.81 | 1.92 | 3.07 | - | - | - | - | 6.89 | - | - | 0.36 |
44. | L14 × T3 | −5.69 | −7.03 | 7.89 | −2.19 | - | - | 6.40 | - | 5.73 | 6.00 | 8.39 | 7.93 * |
45. | L15 × T3 | 1.64 | 11.41 * | 0.77 | 4.56 | - | - | 0.53 | - | 3.38 | 7.40 | 2.90 | 5.83 |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −12.49 ** | −10.81 ** | −19.07 ** | −14.07 ** | - | - | - | - | - | - | - | - |
2. | L2 × T1 | −16.14 ** | −3.69 | 5.33 | −5.15 * | - | - | - | - | - | - | 14.43 * | - |
3. | L3 × T1 | −12.13 ** | −13.54 ** | −23.35 ** | −16.28 ** | - | - | - | - | - | - | - | - |
4. | L4 × T1 | −22.95 ** | −24.38 ** | −31.56 ** | −26.23 ** | - | - | - | - | - | - | - | - |
5. | L5 × T1 | −30.64 ** | −20.57 ** | −17.64 ** | −23.25 ** | - | - | - | - | - | - | 4.04 | - |
6. | L6 × T1 | −29.54 ** | −21.00 ** | −33.96 ** | −28.32 ** | - | - | - | - | - | - | - | - |
7. | L7 × T1 | −37.39 ** | −31.27 ** | −40.17 ** | −36.40 ** | - | - | - | - | - | - | - | - |
8. | L8 × T1 | −19.88 ** | −16.57 ** | −27.38 ** | −21.37 ** | - | - | - | - | 12.59 * | 0.42 | 2.02 | 4.91 |
9. | L9 × T1 | −37.61 ** | −30.15 ** | −27.33 ** | −31.86 ** | - | - | - | - | - | - | 4.50 | - |
10. | L10 × T1 | −30.08 ** | −35.07 ** | −45.45 ** | −36.92 ** | - | - | - | - | - | - | - | - |
11. | L11 × T1 | −31.46 ** | −2.97 | −23.65 ** | −19.91 ** | - | - | - | - | - | - | - | - |
12. | L12 × T1 | −2.07 | 6.89 | −6.05 | −0.50 | - | - | - | - | - | - | - | - |
13. | L13 × T1 | −38.24 ** | −28.75 ** | −38.49 ** | −35.38 ** | - | - | - | - | - | - | - | - |
14. | L14 × T1 | −30.07 ** | −21.39 ** | −34.08 ** | −28.72 ** | - | - | - | - | - | - | - | - |
15. | L15 × T1 | 4.40 | 7.33 | −10.55 * | 0.27 | - | - | - | - | 17.03 ** | - | - | 3.20 |
16. | L1 × T2 | −23.68 ** | −18.62 ** | −9.56 * | −17.30 ** | - | - | - | - | - | - | 4.78 | - |
17. | L2 × T2 | −40.14 ** | −16.78 ** | −22.50 ** | −27.03 ** | - | - | - | - | - | - | - | - |
18. | L3 × T2 | −20.02 ** | −9.94 * | −21.43 ** | −17.39 ** | - | - | - | - | - | - | - | - |
19. | L4 × T2 | −33.81 ** | −17.32 ** | −25.98 ** | −26.11 ** | - | - | - | - | - | - | - | - |
20. | L5 × T2 | −22.55 ** | −17.23 ** | −22.16 ** | −20.77 ** | - | - | - | - | 7.97 | - | 0.74 | 0.18 |
21. | L6 × T2 | −20.76 ** | 5.18 | −21.35 ** | −12.87 ** | - | - | - | - | - | 0.93 | - | - |
22. | L7 × T2 | −26.18 ** | −15.82 ** | −27.11 ** | −23.24 ** | - | - | - | - | - | - | - | - |
23. | L8 × T2 | −37.62 ** | −25.64 ** | −40.52 ** | −34.82 ** | - | - | - | - | - | - | - | - |
24. | L9 × T2 | −31.33 ** | −31.02 ** | −34.67 ** | −32.32 ** | - | - | - | - | 6.79 | - | - | - |
25. | L10 × T2 | −45.71 ** | −17.11 ** | −27.30 ** | −29.96 ** | - | - | - | - | - | - | - | - |
26. | L11 × T2 | −26.43 ** | −25.62 ** | −28.41 ** | −26.84 ** | - | - | - | - | - | - | - | - |
27. | L12 × T2 | −24.70 ** | −12.47 * | −26.91 ** | −21.53 ** | - | - | - | - | - | - | - | - |
28. | L13 × T2 | −30.81 ** | −11.13 ** | −24.59 ** | −22.56 ** | - | - | - | - | - | - | - | - |
29. | L14 × T2 | −35.90 ** | −27.24 ** | −35.42 ** | −33.03 ** | - | - | - | - | - | - | - | - |
30. | L15 × T2 | −11.93 ** | 6.28 | −15.61 ** | −7.59 ** | - | - | - | - | 0.27 | - | - | - |
31. | L1 × T3 | 3.98 | −3.60 | 0.96 | 0.38 | - | - | - | - | 8.79 | - | 10.94 | 6.09 |
32. | L2 × T3 | −10.40 * | −10.61 * | −20.21 ** | −13.81 ** | - | - | - | - | - | - | - | - |
33. | L3 × T3 | −9.60 | 16.58 ** | 4.26 | 3.12 | - | - | - | - | - | - | 0.00 | - |
34. | L4 × T3 | −24.66 ** | −8.35 | −2.25 | −12.06 ** | - | - | - | - | - | - | 3.77 | - |
35. | L5 × T3 | −11.13 ** | −1.12 | −12.43 ** | −8.46 ** | - | - | - | - | 15.40 ** | 3.70 | 8.09 | 8.93 ** |
36. | L6 × T3 | −11.02 * | 26.29 ** | −8.43 | 1.45 | - | 7.56 | - | - | - | 12.63 ** | - | 2.22 |
37. | L7 × T3 | 2.48 | 0.08 | −32.23 ** | −10.31 ** | 2.48 | - | - | - | 23.37 ** | 3.70 | - | 3.99 |
38. | L8 × T3 | −23.23 ** | −25.57 ** | −35.27 ** | −28.13 ** | - | - | - | - | 1.90 | - | - | - |
39. | L9 × T3 | −24.42 ** | −23.06 ** | −29.75 ** | −25.74 ** | - | - | - | - | 10.33 | - | - | 1.80 |
40. | L10 × T3 | −25.70 ** | −8.44 * | −24.95 ** | −19.68 ** | - | - | - | - | - | - | - | - |
41. | L11 × T3 | −22.48 ** | −6.27 | −26.99 ** | −18.95 ** | - | - | - | - | - | - | - | - |
42. | L12 × T3 | 23.10 ** | 38.22 ** | 20.10 ** | 26.91 ** | - | 3.78 | - | - | 14.40 * | 8.67 | 7.90 | 10.30 ** |
43. | L13 × T3 | −5.40 | −4.57 | −17.47 ** | −9.38 ** | - | - | - | - | 14.31 * | - | 4.41 | 5.21 |
44. | L14 × T3 | −17.18 ** | −19.17 ** | −37.56 ** | −24.93 ** | - | - | - | - | - | - | - | - |
45. | L15 × T3 | 8.38 | 15.33 ** | −2.46 | 6.77 * | - | - | - | - | 13.04 * | - | 2.11 | 4.29 |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −11.90 | −32.96 ** | −16.60 ** | −20.60 ** | - | - | - | - | - | - | - | - |
2. | L2 × T1 | −9.70 | −14.12 * | −14.72 * | −12.80 ** | - | - | - | - | - | - | - | - |
3. | L3 × T1 | −29.25 ** | −20.63 ** | −2.31 | −18.87 ** | - | - | - | - | - | - | - | - |
4. | L4 × T1 | −8.43 | −21.29 ** | 6.17 | −8.58 * | - | - | - | - | - | - | - | - |
5. | L5 × T1 | 19.06 ** | 22.39 ** | 24.51 ** | 21.81 ** | 7.70 | 8.53 | - | 5.17 | 15.90 ** | 21.13 ** | 4.71 | 13.68 ** |
6. | L6 × T1 | −8.09 | −18.46 * | 11.29 | −6.00 | - | - | - | - | - | - | - | - |
7. | L7 × T1 | −9.70 | −6.19 | 17.44 * | −0.82 | - | - | 7.00 | - | - | - | - | - |
8. | L8 × T1 | 8.15 | 17.28 ** | 39.69 ** | 20.19 ** | 0.82 | 6.31 | 22.33 ** | 9.01 ** | 1.55 | 12.89 * | 2.16 | 5.22 |
9. | L9 × T1 | 10.79 | 25.67 ** | 13.35 ** | 16.27 ** | 5.66 | 20.72 ** | - | 5.28 | 1.40 | 13.12 * | - | 1.99 |
10. | L10 × T1 | −5.31 | −10.09 | 9.12 | −2.58 | - | - | 7.63 | - | - | - | - | - |
11. | L11 × T1 | 0.14 | −6.07 | 25.68 ** | 5.42 | - | - | 17.45 * | - | - | - | - | - |
12. | L12 × T1 | 3.65 | 21.39 ** | 11.81 | 11.65 ** | - | - | 8.12 | - | - | - | - | - |
13. | L13 × T1 | −23.63 ** | 3.73 | 17.48 * | −3.18 | - | - | - | - | - | - | - | - |
14. | L14 × T1 | −5.21 | 2.59 | 10.62 * | 2.13 | - | - | - | - | - | - | - | - |
15. | L15 × T1 | −18.96 ** | 7.30 | 17.26 ** | −0.34 | - | 3.17 | 5.80 | - | - | - | - | - |
16. | L1 × T2 | −5.28 | −23.84 ** | −21.23 ** | −17.08 ** | - | - | - | - | - | - | - | - |
17. | L2 × T2 | 25.34 ** | −1.88 | −13.71 ** | 1.81 | 2.54 | - | - | - | - | - | - | - |
18. | L3 × T2 | −11.25 | −30.46 ** | −24.51 ** | −22.00 ** | - | - | - | - | - | - | - | - |
19. | L4 × T2 | −3.53 | −27.17 ** | −4.15 | −12.30 ** | - | - | - | - | - | - | - | - |
20. | L5 × T2 | 4.27 | −10.18 * | −2.63 | −2.89 | - | - | - | - | - | - | - | - |
21. | L6 × T2 | 28.95 ** | −3.34 | 15.36 * | 13.33 ** | 9.94 | - | - | - | - | - | - | - |
22. | L7 × T2 | 2.43 | −13.19 * | −8.93 | −6.61 | - | - | - | - | - | - | - | - |
23. | L8 × T2 | −9.91 | −4.96 | 11.80 * | −1.33 | - | - | 6.97 | - | - | 1.89 | - | - |
24. | L9 × T2 | 6.40 | 12.22 * | 13.26 ** | 10.67 ** | - | 4.69 | 8.06 | 7.95 * | - | 13.29 * | 8.76 | 4.57 |
25. | L10 × T2 | −10.99 | −28.60 ** | −28.49 ** | −23.09 ** | - | - | - | - | - | - | - | - |
26. | L11 × T2 | −11.06 | −14.88 * | −23.52 ** | −16.53 ** | - | - | - | - | - | - | - | - |
27. | L12 × T2 | −1.18 | 16.81 ** | 7.71 | 7.75 * | - | - | - | - | - | - | - | - |
28. | L13 × T2 | 2.63 | 5.93 | −10.43 | −0.28 | - | - | - | - | - | - | - | - |
29. | L14 × T2 | 28.89 ** | 10.40 * | 32.30 ** | 23.86 ** | 17.99 ** | 3.89 | 31.89 ** | 22.56 ** | 11.99 * | 12.42 * | 21.33 ** | 15.30 ** |
30. | L15 × T2 | −14.10 * | −0.06 | −16.40 ** | −10.13 ** | - | - | - | - | - | 0.81 | - | - |
31. | L1 × T3 | 9.65 | −5.05 | −1.88 | 1.01 | - | - | - | - | 5.58 | 5.08 | - | - |
32. | L2 × T3 | 15.05 * | −6.43 | −13.94 ** | −2.04 | - | - | - | - | - | - | - | - |
33. | L3 × T3 | −24.53 ** | −26.75 ** | −20.04 ** | −23.87 ** | - | - | - | - | - | - | - | - |
34. | L4 × T3 | 0.95 | 3.43 | 4.24 | 2.86 | - | - | - | - | - | - | - | - |
35. | L5 × T3 | −7.37 | −1.14 | 3.06 | −1.97 | - | - | 2.57 | - | 1.13 | 14.22 * | 8.14 | 7.52 * |
36. | L6 × T3 | 1.14 | −3.33 | −1.28 | −1.08 | - | - | - | - | - | - | - | - |
37. | L7 × T3 | −31.18 ** | −15.00 ** | −21.29 ** | −22.82 ** | - | - | - | - | - | - | - | - |
38. | L8 × T3 | −28.08 ** | −15.87 ** | −30.89 ** | −24.90 ** | - | - | - | - | - | - | - | - |
39. | L9 × T3 | −19.99 ** | 12.55 ** | −8.23 * | −5.86 * | - | 0.41 | - | - | - | 19.97 ** | - | - |
40. | L10 × T3 | −16.03 * | −17.77 ** | 19.96 ** | −4.85 | - | - | - | - | - | - | - | - |
41. | L11 × T3 | 1.71 | −13.63 * | −8.02 | −6.57 * | - | - | - | - | - | - | - | - |
42. | L12 × T3 | −24.58 ** | 1.10 | −10.45 * | −11.95 ** | - | - | - | - | - | - | - | - |
43. | L13 × T3 | −14.56 * | 5.79 | 7.93 | −0.94 | - | - | - | - | - | - | - | - |
44. | L14 × T3 | −6.31 | 2.03 | −5.69 | −3.44 | - | - | - | - | - | 9.64 | - | - |
45. | L15 × T3 | −26.15 ** | −6.81 | 11.12 * | −8.58 ** | - | - | - | - | - | - | 1.35 | - |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | 20.00 ** | −10.86 | −5.76 | 1.32 | 1.46 | - | - | - | - | - | - | - |
2. | L2 × T1 | −22.59 ** | −10.95 | −7.46 | −13.98 ** | - | - | - | - | - | - | - | - |
3. | L3 × T1 | −1.88 | −23.83 ** | −28.93 ** | −18.14 ** | - | - | - | - | - | - | - | - |
4. | L4 × T1 | 19.97 * | 14.39 | −23.16 ** | 2.79 | 6.61 | - | - | - | - | - | - | - |
5. | L5 × T1 | 50.98 ** | 39.35 ** | 23.36 ** | 37.40 ** | 21.62 ** | 20.43 ** | 2.71 | 14.62 ** | 8.94 | 15.44 ** | 11.18 | 12.54 ** |
6. | L6 × T1 | −14.64 | 2.13 | −8.10 | −6.86 | - | - | - | - | - | - | - | - |
7. | L7 × T1 | −1.31 | −21.07 * | −24.52 ** | −15.45 ** | - | - | - | - | - | - | - | - |
8. | L8 × T1 | 18.84 ** | 27.79 ** | 29.08 ** | 25.38 ** | - | 3.26 | 14.10 * | 3.51 | - | 17.05 ** | 7.00 | 4.32 |
9. | L9 × T1 | 36.83 ** | −3.88 | 5.47 | 12.08 ** | 12.26 | - | - | - | - | - | - | - |
10. | L10 × T1 | −11.74 | 7.08 | −39.96 ** | −16.63 ** | - | - | - | - | - | - | - | - |
11. | L11 × T1 | 38.70 ** | 24.65 ** | 23.35 ** | 29.15 ** | 33.23 ** | 4.15 | - | 14.09 ** | - | - | - | - |
12. | L12 × T1 | 28.77 ** | 36.61 ** | 44.44 ** | 36.80 ** | 20.21 * | 20.33 * | 23.81 ** | 21.50 ** | - | - | - | - |
13. | L13 × T1 | 8.76 | 7.11 | −2.41 | 4.64 | 6.15 | - | - | - | - | - | - | - |
14. | L14 × T1 | 3.02 | 13.56 * | 9.09 | 8.67 * | - | - | - | - | - | - | - | - |
15. | L15 × T1 | 14.35 * | 24.37 ** | 4.81 | 14.64 ** | - | 7.10 | - | - | - | 3.54 | - | - |
16. | L1 × T2 | 20.66 ** | 8.36 | 8.74 | 13.13 ** | 9.34 | - | - | 0.59 | 6.60 | - | - | - |
17. | L2 × T2 | −6.45 | −6.33 | −9.61 | −7.33 * | - | - | - | - | - | - | - | - |
18. | L3 × T2 | −38.08 ** | −27.08 ** | −30.79 ** | −32.30 ** | - | - | - | - | - | - | - | - |
19. | L4 × T2 | −17.30 * | −15.99 * | −31.65 ** | −21.54 ** | - | - | - | - | - | - | - | - |
20. | L5 × T2 | −4.96 | −1.39 | −11.90 * | −6.08 * | - | - | - | - | - | - | - | - |
21. | L6 × T2 | 34.19 ** | 31.01 ** | 33.17 ** | 32.87 ** | 2.16 | - | - | - | - | - | - | - |
22. | L7 × T2 | 7.36 | −8.57 | 5.87 | 1.85 | - | - | - | - | - | - | - | - |
23. | L8 × T2 | 3.45 | −20.76 ** | 7.38 | −3.86 | 1.25 | - | 4.91 | - | - | - | - | - |
24. | L9 × T2 | 6.75 | 4.02 | 5.43 | 5.44 | 0.13 | 3.83 | - | 4.40 | - | - | 4.70 | - |
25. | L10 × T2 | −29.33 ** | −18.83 * | −23.53 ** | −24.20 ** | - | - | - | - | - | - | - | - |
26. | L11 × T2 | −24.16 ** | −9.78 | 19.54 * | −6.77 | - | - | - | - | - | - | - | - |
27. | L12 × T2 | 20.10 ** | 25.48 ** | 8.12 | 18.16 ** | - | - | - | - | - | - | - | - |
28. | L13 × T2 | 23.96 ** | 30.78 ** | 29.82 ** | 27.89 ** | - | - | - | - | - | - | - | - |
29. | L14 × T2 | −2.52 | 8.35 | 5.25 | 3.50 | - | 3.80 | 1.87 | 1.76 | - | 1.54 | - | - |
30. | L15 × T2 | −14.21 ** | −8.67 | 22.47 ** | −1.23 | - | - | 17.98 ** | - | - | - | 13.90 * | - |
31. | L1 × T3 | 11.03 * | 14.14 ** | 9.93 | 11.72 ** | - | - | - | - | 10.45 | 7.09 | 0.89 | 7.02 * |
32. | L2 × T3 | −1.05 | −18.54 ** | 8.71 | −3.67 | - | - | - | - | 2.61 | - | 3.22 | - |
33. | L3 × T3 | −13.87 ** | −17.08 ** | −21.50 ** | −17.33 ** | - | - | - | - | - | - | - | - |
34. | L4 × T3 | −17.28 ** | 11.51 | 15.49 ** | 2.81 | - | - | - | - | - | - | 1.20 | - |
35. | L5 × T3 | 11.18 * | 8.84 | −21.67 ** | −0.65 | - | 0.57 | - | - | 16.36 ** | 13.68 * | - | 8.01 * |
36. | L6 × T3 | −8.33 | −12.50 | −14.96 * | −11.75 ** | - | - | - | - | - | - | - | - |
37. | L7 × T3 | −29.98 ** | −31.25 ** | −35.93 ** | −32.26 ** | - | - | - | - | - | - | - | - |
38. | L8 × T3 | −32.87 ** | −41.42 ** | −46.02 ** | −39.92 ** | - | - | - | - | - | - | - | - |
39. | L9 × T3 | 6.10 | 6.72 | −20.23 ** | −2.76 | - | - | - | - | 8.83 | 7.95 | - | 4.06 |
40. | L10 × T3 | −12.14 * | −27.84 ** | −26.04 ** | −21.73 ** | - | - | - | - | - | - | - | - |
41. | L11 × T3 | −6.28 | −21.40 ** | 0.41 | −8.98 ** | - | - | - | - | - | - | - | - |
42. | L12 × T3 | 10.99 | 30.62 ** | −7.20 | 11.49 ** | - | - | - | - | - | 8.56 | - | - |
43. | L13 × T3 | −9.24 | 28.40 ** | −8.36 | 3.03 | - | - | - | - | - | 1.00 | - | - |
44. | L14 × T3 | −10.49 * | 0.01 | −11.09 * | −7.24 ** | - | - | - | - | - | 5.44 | - | - |
45. | L15 × T3 | −9.86 * | 17.30 ** | −16.33 ** | −3.24 | - | 8.81 | - | - | 1.75 | 22.99 ** | - | 6.34 |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −16.60 * | 20.28 ** | 32.48 ** | 12.50 ** | - | - | 0.16 | - | - | - | - | - |
2. | L2 × T1 | 31.62 ** | 30.71 ** | 10.80 | 24.17 ** | 18.22 * | 30.32 ** | - | 17.76 ** | - | - | - | - |
3. | L3 × T1 | 3.46 | 30.19 ** | 43.91 ** | 24.81 ** | - | 13.71 | 12.23 | 6.65 | - | - | - | - |
4. | L4 × T1 | 7.07 | 5.26 | 39.48 ** | 15.63 ** | - | - | 10.40 | - | 0.35 | - | - | - |
5. | L5 × T1 | 3.50 | −6.31 | 22.78 ** | 5.46 | - | - | - | - | - | - | - | - |
6. | L6 × T1 | 47.29 ** | 11.45 | 18.69 * | 25.80 ** | 40.35 ** | 1.47 | - | 15.13 ** | 6.44 | - | - | - |
7. | L7 × T1 | 15.39 ** | 25.75 ** | 7.65 | 16.00 ** | - | 4.07 | - | - | 6.07 | 2.34 | - | 2.02 |
8. | L8 × T1 | −0.21 | −20.54 * | −9.59 | −9.32 * | - | - | - | - | - | - | - | - |
9. | L9 × T1 | 2.52 | 38.65 ** | 43.09 ** | 25.87 ** | - | 9.98 | 16.55 * | 1.36 | 1.50 | 20.83 ** | - | 5.42 |
10. | L10 × T1 | 13.46 * | 5.08 | 38.08 ** | 17.03 ** | - | - | 5.17 | - | 10.59 | 3.61 | - | 5.15 |
11. | L11 × T1 | −13.48 | 0.33 | −4.25 | −6.11 | - | - | - | - | - | - | - | - |
12. | L12 × T1 | −4.56 | −11.40 | −13.74 * | −9.36 ** | - | - | - | - | 9.73 | - | - | - |
13. | L13 × T1 | −16.23 ** | 35.16 ** | −3.27 | 3.57 | - | 27.27 ** | - | - | - | - | - | - |
14. | L14 × T1 | 28.16 ** | 13.58 | 38.73 ** | 26.92 ** | 14.22 * | - | 2.62 | 5.50 | 10.71 | - | 6.05 | 1.13 |
15. | L15 × T1 | −17.78 ** | −19.23 * | −3.62 | −13.70 ** | - | - | - | - | - | - | - | - |
16. | L1 × T2 | −4.07 | 6.80 | 10.60 | 5.05 | - | - | - | - | - | - | - | - |
17. | L2 × T2 | 5.26 | 10.39 | 27.60 ** | 15.24 ** | 2.79 | 1.11 | 12.10 | 13.83 ** | - | - | - | - |
18. | L3 × T2 | 22.52 ** | 13.24 * | 11.03 | 15.48 ** | 3.28 | 7.15 | - | 2.28 | - | - | - | - |
19. | L4 × T2 | 16.94 ** | 0.36 | 51.04 ** | 21.53 ** | - | - | 33.59 ** | 3.69 | 2.31 | - | 13.53 * | 1.39 |
20. | L5 × T2 | 44.19 ** | 17.81 ** | 45.15 ** | 34.60 ** | 16.83 ** | - | 25.73 ** | 13.23 ** | 19.33 ** | 10.39 | 12.17 * | 14.59 ** |
21. | L6 × T2 | −12.84 | 0.32 | −5.09 | −5.42 | - | - | - | - | - | - | - | - |
22. | L7 × T2 | −14.64 * | −0.26 | −3.79 | −5.97 | - | - | - | - | - | - | - | - |
23. | L8 × T2 | −7.57 | 36.00 ** | −10.65 | 5.13 | - | 26.92 ** | - | - | - | - | - | - |
24. | L9 × T2 | 19.51 ** | 24.03 ** | 42.11 ** | 27.56 ** | - | 5.48 | 30.01 ** | 6.14 | 10.88 | 15.88 * | 2.39 | 10.39 ** |
25. | L10 × T2 | 16.42 ** | 13.04 * | 4.73 | 11.69 ** | - | - | - | - | 6.22 | 18.56 ** | - | 3.47 |
26. | L11 × T2 | 47.53 ** | 11.90 | 1.66 | 19.43 ** | 43.19 ** | - | 0.15 | 11.15 * | - | - | - | - |
27. | L12 × T2 | −30.40 ** | −11.05 | 2.48 | −13.97 ** | - | - | - | - | - | - | - | - |
28. | L13 × T2 | −24.23 ** | −24.55 ** | −7.92 | −17.97 ** | - | - | - | - | - | - | - | - |
29. | L14 × T2 | 22.60 ** | 28.59 ** | 25.83 ** | 25.73 ** | 1.38 | 22.09 ** | 2.69 | 8.17 * | - | 4.58 | 6.13 | 3.69 |
30. | L15 × T2 | 16.46 * | 23.37 ** | 10.66 | 16.82 ** | - | 19.42 * | - | 2.91 | - | - | - | - |
31. | L1 × T3 | 19.89 ** | −15.92 ** | 13.72 * | 4.34 | 13.81 | - | 10.08 | 2.95 | - | - | 6.51 | - |
32. | L2 × T3 | 3.77 | 12.03 | −28.64 ** | −5.24 | - | - | - | - | - | - | - | - |
33. | L3 × T3 | 1.42 | 0.03 | −2.71 | −0.45 | - | - | - | - | - | - | - | - |
34. | L4 × T3 | 19.39 ** | −11.82 * | −8.56 | −0.44 | 3.81 | - | - | - | 15.85 ** | - | - | - |
35. | L5 × T3 | 12.70 * | −7.88 | 30.55 ** | 10.59 ** | 1.85 | - | 29.58 ** | 6.02 | 4.03 | - | 17.35 ** | 7.29 * |
36. | L6 × T3 | 7.90 | 23.62 ** | 23.33 ** | 18.94 ** | - | 8.74 | 16.51 * | 8.46 * | - | 12.40 | 5.52 | 0.70 |
37. | L7 × T3 | 12.05 * | −6.04 | 5.62 | 3.66 | - | - | - | - | 6.71 | - | 15.82 ** | 6.39 |
38. | L8 × T3 | 12.57 * | 21.77 ** | 29.69 ** | 21.51 ** | 3.96 | 0.18 | 28.32 ** | 16.95 ** | 1.22 | 3.56 | 18.73 ** | 8.58 * |
39. | L9 × T3 | 9.13 | −3.24 | 46.58 ** | 15.50 ** | - | - | 37.02 ** | 9.30 ** | 11.67 * | 3.17 | 24.09 ** | 13.67 ** |
40. | L10 × T3 | −29.27 ** | −4.88 | −10.66 | −14.29 ** | - | - | - | - | - | 12.31 | - | - |
41. | L11 × T3 | 22.57 ** | 25.67 ** | −5.09 | 13.90 ** | 5.61 | - | - | - | - | - | - | - |
42. | L12 × T3 | −35.68 ** | −34.03 ** | −2.29 | −24.82 ** | - | - | - | - | - | - | - | - |
43. | L13 × T3 | −3.02 | −29.76 ** | 6.06 | −7.99 * | - | - | - | - | - | - | 14.34 * | - |
44. | L14 × T3 | 17.35 ** | 12.99 * | 20.67 ** | 17.02 ** | 8.59 | 3.31 | 13.21 * | 15.18 ** | 5.26 | 6.79 | 16.99 ** | 10.41 ** |
45. | L15 × T3 | 0.72 | −27.99 ** | 7.30 | −6.90 * | - | - | 4.11 | - | - | - | 0.26 | - |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −6.75 * | 7.46 * | −8.19 ** | −2.54 | - | 4.15 | - | - | - | 4.80 | - | - |
2. | L2 × T1 | −9.84 ** | 6.09 | −4.75 | −2.87 | - | - | - | - | - | - | - | - |
3. | L3 × T1 | −11.11 ** | −14.72 ** | −11.98 ** | −12.65 ** | - | - | - | - | - | - | - | - |
4. | L4 × T1 | −7.15 * | −1.55 | −4.30 | −4.34 * | - | - | - | - | - | - | - | - |
5. | L5 × T1 | −9.01 ** | −17.93 ** | −11.69 ** | −12.92 ** | - | - | - | - | - | - | - | - |
6. | L6 × T1 | 10.45 ** | 4.64 | 7.56 * | 7.57 ** | - | - | - | - | - | - | - | - |
7. | L7 × T1 | 5.08 | 5.49 | 2.41 | 4.34 * | 0.16 | 2.00 | - | 0.53 | - | 2.63 | - | - |
8. | L8 × T1 | 4.93 | 14.31 ** | −3.48 | 5.19 ** | 4.76 | 8.77 * | - | 4.05 | 1.23 | 9.44 ** | - | 0.56 |
9. | L9 × T1 | −14.86 ** | −8.30 ** | −11.21 ** | −11.43 ** | - | - | - | - | - | - | - | - |
10. | L10 × T1 | 2.69 | −7.24 * | −9.80 ** | −4.77 * | - | - | - | - | - | - | - | - |
11. | L11 × T1 | 2.36 | −7.07 * | −1.17 | −1.93 | 0.00 | - | - | - | - | - | - | - |
12. | L12 × T1 | 3.96 | 2.22 | 4.43 | 3.51 | 3.80 | 1.83 | 2.74 | 3.16 | 0.61 | 3.25 | - | - |
13. | L13 × T1 | −3.50 | 1.85 | −4.12 | −1.86 | - | - | - | - | - | - | - | - |
14. | L14 × T1 | −4.70 | −15.36 ** | −6.33 * | −8.85 ** | - | - | - | - | - | - | - | - |
15. | L15 × T1 | 2.28 | −7.67 * | −4.38 | −3.29 | - | - | - | - | - | - | - | - |
16. | L1 × T2 | −4.10 | −17.94 ** | −11.38 ** | −11.14 ** | - | - | - | - | - | - | - | - |
17. | L2 × T2 | −4.67 | −12.47 ** | −3.27 | −6.83 ** | - | - | - | - | - | - | - | - |
18. | L3 × T2 | −3.38 | −4.47 | −5.76 | −4.55 * | - | - | - | - | - | 0.93 | - | - |
19. | L4 × T2 | −9.45 ** | 0.00 | −8.37 ** | −5.92 ** | - | - | - | - | - | - | - | - |
20. | L5 × T2 | 5.04 | −2.54 | 1.37 | 1.23 | 2.60 | - | - | - | 8.74 * | 6.81 | 5.54 | 7.02 ** |
21. | L6 × T2 | −7.53 * | 2.12 | −12.64 ** | −6.04 ** | - | - | - | - | - | - | - | - |
22. | L7 × T2 | 7.15 * | −14.57 ** | 0.16 | −2.68 | 0.00 | - | - | - | 1.07 | - | - | - |
23. | L8 × T2 | −5.67 | 3.39 | −13.10 ** | −5.17 ** | - | - | - | - | - | 3.87 | - | - |
24. | L9 × T2 | −11.26 ** | −5.64 * | −7.36 ** | −8.04 ** | - | - | - | - | - | 4.80 | - | - |
25. | L10 × T2 | 3.35 | −8.72 ** | 3.36 | −0.66 | - | - | - | - | - | - | - | - |
26. | L11 × T2 | 4.44 | 9.18 ** | 1.04 | 4.90 ** | - | - | - | - | 0.92 | 6.81 | - | 0.71 |
27. | L12 × T2 | −2.25 | −16.40 ** | −7.44 * | −8.85 ** | - | - | - | - | - | - | - | - |
28. | L13 × T2 | 0.90 | 1.38 | 1.06 | 1.12 | - | - | - | - | - | 2.48 | - | - |
29. | L14 × T2 | 6.30 * | −0.56 | −2.86 | 0.89 | 3.91 | - | - | - | 9.97 ** | 9.44 ** | 1.80 | 7.02 ** |
30. | L15 × T2 | −0.08 | −1.96 | −4.89 | −2.31 | - | - | - | - | - | 0.62 | - | - |
31. | L1 × T3 | 0.82 | −0.22 | 0.53 | 0.38 | - | - | - | - | 4.29 | 3.10 | - | 1.93 |
32. | L2 × T3 | 2.52 | −3.67 | 4.51 | 1.07 | - | - | - | - | - | - | - | - |
33. | L3 × T3 | −6.04 | −16.75 ** | −2.84 | −8.78 ** | - | - | - | - | - | - | - | - |
34. | L4 × T3 | −2.33 | 9.40 ** | 7.55 * | 4.87 ** | - | - | 3.79 | - | - | 9.91 ** | 2.40 | 2.95 |
35. | L5 × T3 | 1.38 | −1.96 | 0.66 | 0.00 | 1.30 | - | - | - | 7.36 * | 8.51 * | 3.44 | 6.41 ** |
36. | L6 × T3 | 0.25 | −11.30 ** | 0.25 | −3.61 | - | - | - | - | - | - | - | - |
37. | L7 × T3 | 4.68 | −14.11 ** | −1.29 | −3.78 * | - | - | - | - | 1.23 | - | - | - |
38. | L8 × T3 | −13.35 ** | −9.91 ** | −15.43 ** | −12.89 ** | - | - | - | - | - | - | - | - |
39. | L9 × T3 | −1.36 | −8.90 ** | 3.36 | −2.42 | - | - | - | - | 5.83 | 2.17 | 5.84 | 4.63 * |
40. | L10 × T3 | −9.57 ** | 2.04 | −11.16 ** | −6.22 ** | - | - | - | - | - | 0.77 | - | - |
41. | L11 × T3 | 0.70 | 8.61 ** | 0.89 | 3.42 | - | - | - | - | - | 7.43 * | - | - |
42. | L12 × T3 | 4.54 | −12.03 ** | −1.35 | −3.11 | 0.14 | - | - | - | 5.98 | - | - | - |
43. | L13 × T3 | −1.90 | −14.70 ** | −6.22 | −7.74 ** | - | - | - | - | - | - | - | - |
44. | L14 × T3 | −6.23 * | −11.98 ** | −9.70 ** | −9.34 ** | - | - | - | - | - | - | - | - |
45. | L15 × T3 | −5.12 | −14.18 ** | 0.48 | −6.44 ** | - | - | - | - | - | - | - | - |
SN. | Crosses | Heterosis | Heterobeltiosis | Economic Heterosis | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | E1 | E2 | E3 | Pool | ||
1. | L1 × T1 | −9.89 ** | −11.60 ** | 6.98 ** | −5.05 ** | - | - | - | - | - | - | - | - |
2. | L2 × T1 | −8.81 ** | −14.43 ** | −19.21 ** | −14.24 ** | - | - | - | - | - | - | - | - |
3. | L3 × T1 | 15.18 ** | −0.96 | −2.62 | 3.73 ** | 10.00 ** | - | - | 1.66 * | - | - | - | - |
4. | L4 × T1 | 4.30 ** | 1.94 | −9.09 ** | −0.86 | 2.11 | 0.96 | - | - | - | - | - | - |
5. | L5 × T1 | −3.54 ** | −1.31 | 9.68 ** | 1.49 * | - | - | - | - | - | - | - | - |
6. | L6 × T1 | 7.85 ** | −0.52 | −7.54 ** | −0.17 | 3.00 * | - | - | - | - | - | - | - |
7. | L7 × T1 | 27.91 ** | 8.91 ** | 32.24 ** | 22.44 ** | 20.88 ** | 7.84 ** | 26.04 ** | 17.99 ** | - | - | - | - |
8. | L8 × T1 | 14.43 ** | −1.03 | 9.39 ** | 7.56 ** | 7.77 ** | - | 3.13 * | 5.88 ** | - | - | - | - |
9. | L9 × T1 | 25.47 ** | 5.99 ** | 6.36 ** | 12.48 ** | 9.92 ** | 0.00 | - | 1.39 * | - | - | - | - |
10. | L10 × T1 | 28.99 ** | −0.56 | 22.89 ** | 16.73 ** | 19.78 ** | - | 6.25 ** | 3.81 ** | - | - | - | - |
11. | L11 × T1 | −6.21 ** | −16.67 ** | 2.92 | −6.82 ** | - | - | - | - | - | - | - | - |
12. | L12 × T1 | 9.71 ** | 20.23 ** | −4.14 ** | 8.70 ** | 5.49 ** | 1.96 | - | - | - | - | - | - |
13. | L13 × T1 | 3.55 ** | −6.19 ** | −14.29 ** | −5.62 ** | - | - | - | - | - | - | - | - |
14. | L14 × T1 | −1.77 | 6.31 ** | −1.83 | 0.90 | - | - | - | - | - | - | - | - |
15. | L15 × T1 | −1.00 | −2.37 * | −13.76 ** | −5.88 ** | - | - | - | - | - | - | - | - |
16. | L1 × T2 | −13.73 ** | 13.45 ** | −15.38 ** | −5.92 ** | - | 5.43 ** | - | - | - | - | - | - |
17. | L2 × T2 | −11.63 ** | 7.85 ** | −18.31 ** | −7.92 ** | - | 4.04 ** | - | - | - | - | - | - |
18. | L3 × T2 | −23.00 ** | −5.05 ** | −14.43 ** | −14.38 ** | - | - | - | - | - | - | - | - |
19. | L4 × T2 | 8.65 ** | −3.06 * | 7.61 ** | 4.49 ** | 0.00 | - | 0.00 | 0.96 | - | - | - | - |
20. | L5 × T2 | 3.23 ** | 21.46 ** | 11.01 ** | 11.53 ** | - | 4.72 ** | 4.13 ** | 1.04 | - | 1.53 | 3.28 ** | 0.26 |
21. | L6 × T2 | −24.88 ** | −2.73 * | −11.96 ** | −13.72 ** | - | - | - | - | - | - | - | - |
22. | L7 × T2 | −15.46 ** | 3.13 * | 10.88 ** | −0.52 | - | - | 0.94 | - | - | - | - | - |
23. | L8 × T2 | 1.85 | 11.96 ** | 0.52 | 4.57** | - | 11.96 ** | - | - | - | - | - | - |
24. | L9 × T2 | 13.68 ** | 35.27 ** | 10.43 ** | 19.23 ** | 9.92 ** | 21.74 ** | 2.42 * | 11.11 ** | - | 6.87 ** | 4.10 ** | 3.63 ** |
25. | L10 × T2 | 32.98 ** | 40.83 ** | 19.32 ** | 30.97 ** | 12.39 ** | 29.35 ** | - | 12.86 ** | - | - | - | - |
26. | L11 × T2 | 3.52 ** | 27.06 ** | 6.08 ** | 11.64 ** | - | 17.39 ** | - | - | - | - | - | - |
27. | L12 × T2 | −8.63 ** | 7.98 ** | −12.85 ** | −5.01 ** | - | - | - | - | - | - | - | - |
28. | L13 × T2 | 1.37 | 19.57 ** | −0.97 | 6.08 ** | - | 19.57 ** | - | 3.86 ** | - | - | - | - |
29. | L14 × T2 | −7.26 ** | 19.81 ** | 2.63 * | 4.36 ** | - | 5.83 ** | - | - | - | - | - | - |
30. | L15 × T2 | 4.50 ** | 17.41 ** | 10.53 ** | 10.60 ** | 2.65 * | 8.26 ** | 3.28 ** | 5.88 ** | - | - | 3.28 ** | - |
31. | L1 × T3 | 6.48 ** | 31.18 ** | 8.33 ** | 14.81 ** | - | 14.02 ** | - | - | - | - | - | - |
32. | L2 × T3 | −21.59 ** | −19.42 ** | −14.80 ** | −18.60 ** | - | - | - | - | - | - | - | - |
33. | L3 × T3 | −21.78 ** | −4.23 ** | −11.85 ** | −12.79 ** | - | - | - | - | - | - | - | - |
34. | L4 × T3 | −14.55 ** | 0.47 | 12.08 ** | −0.94 | - | - | 0.00 | - | - | - | - | - |
35. | L5 × T3 | 14.62 ** | 25.64 ** | 16.46 ** | 18.74 ** | 10.37 ** | 15.75 ** | 14.05 ** | 13.32 ** | 7.97 ** | 12.21 ** | 13.11 ** | 12.44 ** |
36. | L6 × T3 | 3.11 ** | 4.04 ** | 4.11 ** | 3.74 ** | - | - | - | - | - | - | - | - |
37. | L7 × T3 | 33.01 ** | 28.50 ** | 21.18 ** | 27.60 ** | 9.60 ** | 24.30 ** | 6.03 ** | 12.93 ** | - | 1.53 | 0.82 | 1.81 ** |
38. | L8 × T3 | −2.63 ** | 31.66 ** | 32.34 ** | 19.43 ** | - | 22.43 ** | 14.66 ** | 7.76 ** | - | 0.00 | 9.02 ** | - |
39. | L9 × T3 | 25.20 ** | 31.53 ** | 15.83 ** | 24.01 ** | 23.20 ** | 26.96 ** | 12.10 ** | 21.94 ** | 11.59 ** | 11.45 ** | 13.93 ** | 13.73 ** |
40. | L10 × T3 | 16.26 ** | 9.78 ** | 8.60 ** | 11.69 ** | - | - | - | - | - | - | - | - |
41. | L11 × T3 | −22.27 ** | 5.95 ** | −4.71 ** | −7.67 ** | - | - | - | - | - | - | - | - |
42. | L12 × T3 | 2.39 * | 10.11 ** | 1.59 | 4.51 ** | - | - | - | - | - | - | - | - |
43. | L13 × T3 | 14.29 ** | 23.62 ** | 19.44 ** | 18.89 ** | 5.60 ** | 14.95 ** | 11.21 ** | 10.34 ** | - | - | 5.74 ** | - |
44. | L14 × T3 | 16.92 ** | 16.30 ** | 18.49 ** | 17.24 ** | 12.59 ** | 10.00 ** | 15.57 ** | 12.73 ** | 10.14 ** | 0.76 | 15.57 ** | 10.10 ** |
45. | L15 × T3 | 17.95 ** | 23.15 ** | −4.20 ** | 11.92 ** | 10.40 ** | 22.02 ** | - | 10.63 ** | 0.00 | 1.53 | - | - |
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Ahmed, I.; Dubey, R.B.; Jain, D.; El-Sheikh, M.A.; Kaushik, P. Heterosis Studies for Root-Yield-Attributing Characters and Total Alkaloid Content over Different Environments in Withania somnifera L. Agriculture 2023, 13, 1025. https://doi.org/10.3390/agriculture13051025
Ahmed I, Dubey RB, Jain D, El-Sheikh MA, Kaushik P. Heterosis Studies for Root-Yield-Attributing Characters and Total Alkaloid Content over Different Environments in Withania somnifera L. Agriculture. 2023; 13(5):1025. https://doi.org/10.3390/agriculture13051025
Chicago/Turabian StyleAhmed, Iqbal, Rajendra Babu Dubey, Devendra Jain, Mohamed A. El-Sheikh, and Prashant Kaushik. 2023. "Heterosis Studies for Root-Yield-Attributing Characters and Total Alkaloid Content over Different Environments in Withania somnifera L." Agriculture 13, no. 5: 1025. https://doi.org/10.3390/agriculture13051025
APA StyleAhmed, I., Dubey, R. B., Jain, D., El-Sheikh, M. A., & Kaushik, P. (2023). Heterosis Studies for Root-Yield-Attributing Characters and Total Alkaloid Content over Different Environments in Withania somnifera L. Agriculture, 13(5), 1025. https://doi.org/10.3390/agriculture13051025