Research article

Evaluation of rice genotypes on seed attributes and agronomic performance for developing direct-seeded cultivar

  • Received: 28 August 2021 Revised: 27 November 2021 Accepted: 01 December 2021 Published: 15 December 2021
  • Direct seeding of rice (DSR) may give benefit in using water and labor more efficient and reduce production costs. This study purposes to investigate the character of the seeds, their early vigor traits, the growth and development of rice plants for developing DSR cultivar. The research was conducted in four stages: the measurement of the size of the seed, endosperm, and embryo; the germination test in the laboratory; seedling test using experimental pots; and testing the agronomic performance on transplanting and direct seeding methods in a plastic house. Seed material used eight breeding lines of IPB University and two released varieties. The results of study showed that each genotype had different characteristics of seed, endosperm, and embryo in both weight and area. Seed weight becomes the most dominant in the emergence of superior EV traits, whereas the more seed weight indicates faster radicle emergence and more weight of seedling. DSR method compared to transplanting showed performance such as taller plant, higher leaf area and photosynthesis rate at early growth stage, earlier heading time, and higher plant dry weight since early growth until 65 days old. The seed characters have positively correlation to dry weight of seedlings, number of leaves, leaf area, and canopy dry weight. We also found that higher area of endosperm and embryo significantly correlated to have faster plumule emergence, higher leaf area and plant height. Candidate genotypes for DSR would be further investigated in the field trial agronomically.

    Citation: Ahmad Rifqi Fauzi, Ahmad Junaedi, Iskandar Lubis, Munif Ghulamahdi, Hajrial Aswidinnoor, Jun-Ichi Sakagami. Evaluation of rice genotypes on seed attributes and agronomic performance for developing direct-seeded cultivar[J]. AIMS Agriculture and Food, 2022, 7(1): 1-21. doi: 10.3934/agrfood.2022001

    Related Papers:

    [1] Rasyid Sukifto, Rosimah Nulit, Yap Chee Kong, Noorhazira Sidek, Siti Nuratiqah Mahadi, Nurfatiha Mustafa, Roslinda A. Razak . Enhancing germination and early seedling growth of Malaysian indica rice (Oryza sativa L.) using hormonal priming with gibberellic acid (GA3). AIMS Agriculture and Food, 2020, 5(4): 649-665. doi: 10.3934/agrfood.2020.4.649
    [2] Joshua D. Klein, Amanda Firmansyah, Nurhaya Panga, Waffa Abu-Aklin, Miriam Dekalo-Keren, Tanya Gefen, Ronit Kohen, Yonit Raz Shalev, Nativ Dudai, Lea Mazor . Seed treatments with essential oils protect radish seedlings against drought. AIMS Agriculture and Food, 2017, 2(4): 345-353. doi: 10.3934/agrfood.2017.4.345
    [3] Panagiota Kazai, Christos Noulas, Ebrahim Khah, Dimitrios Vlachostergios . Yield and seed quality parameters of common bean cultivars grown under water and heat stress field conditions. AIMS Agriculture and Food, 2019, 4(2): 285-302. doi: 10.3934/agrfood.2019.2.285
    [4] Avraam Koskosidis, Ebrahim M. Khah, Ourania I. Pavli, Dimitrios N. Vlachostergios . Effect of storage conditions on seed quality of soybean (Glycine max L.) germplasm. AIMS Agriculture and Food, 2022, 7(2): 387-402. doi: 10.3934/agrfood.2022025
    [5] Enrica Bargiacchi, Margherita Campo, Annalisa Romani, Gilberto Milli, Sergio Miele . Hydrolysable Tannins from Sweet Chestnut (Castanea sativa Mill.) to improve Tobacco and Food/Feed Quality. Note 1: Fraction characterization, and Tobacco biostimulant effect for gall-nematode resistance. AIMS Agriculture and Food, 2017, 2(3): 324-338. doi: 10.3934/agrfood.2017.3.324
    [6] Fernando Bastida, Kambiz Mootab Laleh, Jose L. Gonzalez-Andujar . Using air thermal time to predict the time course of seedling emergence of Avena sterilis subsp. sterilis (sterile oat) under Mediterranean climate. AIMS Agriculture and Food, 2022, 7(2): 241-249. doi: 10.3934/agrfood.2022015
    [7] Edward F. Durner . Programmed flowering of the F1 long-day strawberry cultivar ‘Elan’ with nitrogen and daylength manipulation. AIMS Agriculture and Food, 2016, 1(1): 4-19. doi: 10.3934/agrfood.2016.1.4
    [8] Nionela V. Kononenko, Aleksandra A. Sharova, Larisa I. Fedoreyeva . Tissue damage to wheat seedlings (Triticum aestivum) under salt exposure. AIMS Agriculture and Food, 2020, 5(3): 395-407. doi: 10.3934/agrfood.2020.3.395
    [9] Stefano Puccio, Anna Perrone, Giuseppe Sortino, Giuseppe Gianguzzi, Carla Gentile, Vittorio Farina . Yield, pomological characteristics, bioactive compounds and antioxidant activity of Annona cherimola Mill. grown in mediterranean climate. AIMS Agriculture and Food, 2019, 4(3): 592-603. doi: 10.3934/agrfood.2019.3.592
    [10] Edward F. Durner . Enhanced flowering of the F1 long-day strawberry cultivars ‘Tarpan’ and ‘Gasana’ with nitrogen and daylength management. AIMS Agriculture and Food, 2017, 2(1): 1-15. doi: 10.3934/agrfood.2017.1.1
  • Direct seeding of rice (DSR) may give benefit in using water and labor more efficient and reduce production costs. This study purposes to investigate the character of the seeds, their early vigor traits, the growth and development of rice plants for developing DSR cultivar. The research was conducted in four stages: the measurement of the size of the seed, endosperm, and embryo; the germination test in the laboratory; seedling test using experimental pots; and testing the agronomic performance on transplanting and direct seeding methods in a plastic house. Seed material used eight breeding lines of IPB University and two released varieties. The results of study showed that each genotype had different characteristics of seed, endosperm, and embryo in both weight and area. Seed weight becomes the most dominant in the emergence of superior EV traits, whereas the more seed weight indicates faster radicle emergence and more weight of seedling. DSR method compared to transplanting showed performance such as taller plant, higher leaf area and photosynthesis rate at early growth stage, earlier heading time, and higher plant dry weight since early growth until 65 days old. The seed characters have positively correlation to dry weight of seedlings, number of leaves, leaf area, and canopy dry weight. We also found that higher area of endosperm and embryo significantly correlated to have faster plumule emergence, higher leaf area and plant height. Candidate genotypes for DSR would be further investigated in the field trial agronomically.



    Transplanting cultivation systems have long been adopted by more than half of global rice producers [1]. The cultivation system required a large amount of irrigation water and a large labor requirement [2] that would be unprofitable when faced with limited water and labor scarcity because it will reduce yield productivity and farmers' income. Direct seeding of rice (DSR) to be an alternative technology that is very important to maintain profitable rice production in current and future agricultural scenarios [3]. DSR identified providing benefits in efficiency of labor and water inputs, thereby reducing production costs [4,5] and lower methane emissions than transplanting rice cultivation [6]. However, the development of DSR still faces challenges, one of which is the limited availability of suitable cultivars [4,7,8]. In practice, DSR cultivation used cultivars that were developed and selected from cultivars for transplanting cultivation which causes variability in grain yield at various cultivation sites, mainly due to poor crop establishment and high weed infestation [9]. Therefore, evaluation of suitable characters for DSR cultivars is necessary for the development of rice breeding programs in future.

    The researchers suggested that the suitable traits for DSR cultivar are early vigor (EV) [10,11,12], tolerance to immersion, and resistance to drought [13,14]. EV traits were contributed by rapid germination and seed maturation especially for dry DSR [15], uniformity of seed germination and rapid biomass accumulation [16], seedling length, wet and dry weight of the seedling, number of tillers per plant, germination rate, and chlorophyll content [7,16,17], and have high yield potential and input efficiency [18]. EV is very important for the establishment of robust plants and the ability to compete with weeds [19] so that it becomes a key factor in plant growth and development [20]. Meanwhile, submersion and drought tolerance traits required for the prone to flooding areas and long dry seasons. These traits are directly related to the morphological and physiological characters of plants since the early stages [17,20,21]. For areas that are drought-prone at the beginning of the rainy season, Ohno et al. [22] suggested focusing the development of DSR cultivars on lines that have the character of a high seedling emergence rate and high early vigor that encourage yield stability in sub-optimal conditions.

    The ability of plants to emerge earlier also grow and develop faster was informed to be related to the physical characters of seeds [23]. Seed Attributes were informed contributing to the EV properties and crop establishment at early growth stage [24,25,26]. Botwright et al. [27] reported that large seeds of wheat tend to be rapid development of leaf area has to affect increasing biomass production by 25% at anthesis and 15% at maturation, and significantly increase yields by 15%. Other researchers found that barley seed size was positively correlated with seedling vigor and contributing to yield, but negatively correlated with germination resistance [28]. Meanwhile, our findings in a previous study [29] showed that larger and slender-shaped rice seeds resulted in higher germination dry weight than smaller seeds. Shi et al. [30] also stated that the variety with superior early vigor was contributed by the weight of 1000 seeds and seed width higher compared to other tested variety. It indicates that there is a relationship between seed attributes inherent in whole grains such as endosperm and embryos with early vigor traits. However, the findings of Huang et al. [20] showed different information, where the length and weight of seeds and embryos did not significantly affect the seedling vigor characters. The evidence showed that there are still gaps in understanding the relationship between seed attributes with early vigor characters and their growth performance comprehensively. Identification and evaluation of seed attributes contribution to the early vigor characters and plant growth in rice cultivation needed. The results of the study will be able to complete knowledge and better understanding on aspects of seed characters and early vigor.

    As far as we know, information regarding the relationship of rice seed characters and their attributes to early vigor and performance during the growth period is still rare. Therefore, we designed this study in several series using rice-breeding lines to investigate the character of the seeds and their early vigor traits both on a laboratory test and in a pot experiment. In addition, we also observed the growth and development of rice plants on the transplanting and direct-seeded systems until the heading phase to identify seed traits of rice genotypes that suitable for developing DSR cultivar.

    The research was designed in four stages. The first stage was the characterization of the physical traits of seeds, endosperm, and embryos during September–November 2019 at the Agronomy and Horticulture Laboratory, IPB University. The second stage was the germination testing carried out during February–March 2020 at the Agronomy and Horticulture Laboratory, IPB University. Seeding test in a pot experiment as the third stage was carried out in a plastic house of the field experiment station, IPB University, Babakan Dramaga, Bogor (6°33'52.7"S 106°44'06.4"E). Observations on the performance of rice plants in two cultivation systems, i.e. transplanting and direct seeding, as the last stage have been carried out during February to May 2021 in a pot experiment in the same plastic house as the previous stage.

    The genetic material used consist of 10 (ten) rice genotypes, which are 8 (eight) lines of IPB University rice breeding program and 2 (two) released varieties in Indonesia, i.e. Ciherang and IPB 3S varieties. Lines from the rice breeding program of IPB University consist of IPB187-F-41-2-1, IPB187-F-43-1-1, IPB187-F-75-1-3, IPB189-F-42-1-1, IPB189-F-6-2-3, IPB190-F-12-1-2, IPB193-F-17-2-3, and IPB193-F-38-2-1. Seeds of the genotypes were obtained from the experimental rice field of IPB University, Babakan, Bogor. The seed material for the first and second experiments harvested on August 2019, while the last two experiments used genetic material from the November-December 2020 harvest period. Meanwhile, one other national variety used the Ciherang variety obtained from the Indonesian Rice Research Center, Agricultural Research and Development Agency, Ministry of Agriculture, Sukamandi, West Java.

    Rice seeds were taken from six hills rice plants of each genotype and then sun dried for 3–4 days until the moisture content reached 11–13%. The grain was threshed manually and then separated between the filled grain and empty grain using a seed blower. The filled grains with the results of the sorting are used as samples for seed measurement.

    The measurement was carried out from September to November 2019 at the Laboratory of Department of Agronomy and Horticulture, Faculty of Agriculture, IPB University. The tools used for this experiment were a Canon G3010 series scanner to scan seeds and endosperm, an Olympus BX 51 microscope, and a laptop to process scanned data. Two-dimensional measurements for seeds and endosperm using the SmartGrain (SG) software developed by Tanabata et al. [31] from the National Institute of Agrobiological Science, Tsukuba, Japan. As for the measurement of embryos using DP2-BSW from Olympus®.

    Seed measurement using SmartGrain (SG) software. The database of SG used is RGB (red, green, blue). A total of 400 seeds of each genotype were taken and scanned using a Canon G3010 series scanner (600 dpi resolution) and stored in the form of a joint photographic expert group (JPEG). The scan results were used to perform measurements on the SG application. The scale used is 0.030 mm/pixel (calibrated by manual measurement). The SG system will detect grains according to the basic color used for measurement. Measuring of shapes characters was also carried out by the system according to the desired level of accuracy. The grain that had been measured is then separated from the skin to take the endosperm. A total of 40 selected endosperms were measured using the same procedure as measuring seed characters.

    The endosperm was stored in a transparent and closed container and stored in dry conditions at room temperature (± 27 ℃). Eight white endosperms and had embryos, and were not broken were taken to measure the character of the embryos. Measurements were carried out at the Department of Agronomy and Horticulture Laboratory, IPB University. Embryo visualization using a microscope (Olympus BX-51 series) at 1.25x magnification, while the measurement uses the DP2-BSW application from Olympus®. Measurement of the length and width of the embryo was drawing a straight line between the two points with the longest size. The circumference was drawing a rectangle at each point following the embryo shape that appears on the visualization of the microscope. All embryo characters were observed on a scale of 500 m (0.5 mm) with a brightness level of ISO 50, and a resolution of 2560 x 1920. Observations of the characters needed to determine the size of rice seeds were carried out visually (descriptively) and through direct measurements. Variables such as weight of 1000 seeds (g), area of seed (mm2), area of endosperm (mm2), area of embryo size (mm2), and endosperm/embryo ratio (EER).

    Germination test was carried out at Seed Quality Analysis Laboratory, Department of Agronomy and Horticulture, Faculty of Agriculture, IPB University. The fifty seeds (replicated three times) in which healthy were taken from ten genotypes and varieties. The germination test was conducted by the top of the paper method using the paper towel [32]. Fifty seeds had been placed in a transparent box (145 mm x 90 mm x 150 mm) and then germinated in a controlled germinator (Seedburo Equipment Company) with 24 h illumination, T 25 ± 2 ℃, and RH 95% for 13 days (21 February–4 March 2020). Seed vigor was measured with radicle emergence analysis according to the method used by [33]. The radicle and plumule emergence (2 mm in length and healthy) were observed at 12 hours intervals.

    The normal seedling was assessed to refer to a handbook seedling evaluation issued by ISTA (the International Seed Testing Association) [32]. The variables observed consist of vigor index (%) counted at five days after seeding/DAS (number of normal seedlings/total number of seeds x 100%), germination percentage (%) calculated from the first count at 5 DAS), and final count at 13 DAS ((first count + final count)/Total number of seeds x 100%). Seedling dry weight was determined using electronic balance after dried by oven at 60 ℃ for 72 hours.

    This experiment was conducted using the pot experiment in a plastic house at the experimental field of IPB University, Dramaga, Bogor (6°33'47.8"S 106°44'9.75"E). The dark pots used a top diameter of 32 cm and a height of 35 cm. The soil used was silted soil with a dominant texture of clay (61%). The planting medium was in a wet condition before sowing the seeds. A total of 75 seeds of each genotype and variety were spread on the soil surface and each genotype was replicated three times. The early vigor characters observed in this pot experiment consisted of germination percentage, number of leaves, dry weight of seedlings, and total leaf area of seedlings. The microclimate during the experiment in the plastic house was recorded to have an average daily temperature 29.9 ℃ and 71.9% relative humidity and lighting between 11–12 hours per day.

    The germination percentage variable (%) was calculated by observing the number of emerged seedlings on the surface divided by the number of seeds sown multiplied by 100%. The variables were observed 14 days after seeding. On the same day, fifteen uniform and healthy growth seedlings from each genotype were taken to measure the number of leaves and dry weight of the seedlings. The seedlings were dried in an oven at 60 ℃ for 72 hours and weighed using a digital scale with an accuracy of 0.01 g. The number of leaves was observed 25 days after sowing. At the end of the observation (30 days after sowing) the total leaf area of the seedlings was measured using a leaf area meter (LI-COR 3000). The data obtained were then analyzed using statistical analysis software.

    The experiment was designed using a pot (32 cm diameter and 35 cm height in a plastic house with factorial in a randomized complete block design (RCBD). The study used two factors: first, the genotype of rice which consisted of eight breeding lines from the IPB University rice breeding program, and two national varieties. The different planting methods as the second factor are transplanted and direct seeding. A total of twenty treatment combinations were replicated three times. Each replication consisted of three experimental pots so that agronomy performance observations were carried out on 180 experimental units. The pots were filled with soil (pH 5.96) with a texture of sand (19.2%): dust (19.7%): clay (61.05%) and contained 1.92% C-Organic, 0.22% total N, 127.57 ppm P2O5, and 39.74 mg K2O. Twelve kilograms of mashed soil had been filled into a pot and inundated in water until the soil puddled.

    Seeds of each genotype soaked for 18 hours and dried for 24 hours were seeded using two different methods. In the direct seeding method, a total of five seeds of each genotype were sown on the wet soil surface in pots, and then the two selected plants were to be maintained until the heading phase. Meanwhile, the seeds in the transplanting method were sown in the nursery, and 15 days seedlings old were transplanted to pots as many as two seedlings per hole. Maintenance was done by irrigating up to a height of 2–3 cm from the surface three weeks after sowing and kept it until it enters the heading phase. Fertilization was carried out by applying N, P2O5, and K2O fertilizers as much as 1.5 g, 0.6 g, and 0.6 g per pot for both methods. The microclimate during the experiment showed an average daily temperature of 31 ℃ with a maximum and minimum temperature of 22.5 ℃ and 43.5 ℃, respectively. While the average daily relative humidity (RH) was 71.2% with a minimum and maximum were 31% and 99%, respectively.

    The traits of agronomic observed in this experiment were plant height (cm), total leaf area (cm2), photosynthesis rate (mmol m−2 s−1), plant biomass (g plant−1), and heading time (days after sowing/DAS). Plant height was observed every ten days from 25 days after sowing to 65 days after sowing. Leaf area was measured at 28 DAS using a leaf area meter (Li-Cor 3000), while the photosynthesis rate was measured at 32 DAS using a photosynthetic meter (Li-Cor 6400XT) at a PAR of 400 mmol s-1. Plant biomass was observed at 45 and 65 DAS and heading. The plants were dried using an oven at 80 ℃ until the plant weight was stable and weighed using a digital scale. The biomass measurement consisted of shoot dry weight, root dry weight, and total dry weight. Observation of heading time was carried out by counting the number of days from seeding until the first panicle appeared from each genotype.

    The data obtained from all experiments were analyzed using a t-test at an error level of 5% (α level 0.05) using the application of statistical tools for agricultural research (STAR) from IRRI. The mean comparison for variables with a significant effect was tested using the Tukey test. Pearson correlation was analyzed using STAR software.

    Based on the measurement of different seed characters (Table 1), each genotype tested had different characteristics of seed, endosperm, and embryo. The seven genotypes form rice breeding program of IPB University has a grain weight of 1000 grains higher than the two national varieties. While the IPB-190-F-12-1-2 genotype had the lightest weight (<27 g) compared to other genotypes. The genotype and the two national varieties consistently had smaller endosperm and broad attributes than the genotype with a weight > 29 g. Meanwhile, the genotype with the heaviest size, IPB193-F-38-2-1, had the highest endosperm area among the other genotypes but had a smaller embryonic area than genotypes IPB-187-F-41-2-1 and IPB189-F- 6-2-3. Differences in the size of the endosperm other than genetic factors, according to Morita et al. [34] were also influenced by environmental temperature where the endosperm area at high temperatures at night is 10% smaller than at normal temperature conditions.

    Table 1.  Physical characters of seed, endosperm, and embryo of rice genotypes.
    Genotype 1000-GW (g) Area of seed (mm2) Area of endosperm (mm2) Area of embryo (mm2) Endosperm/Embryo Ratio
    IPB3S 27.02 f 12.81 cd 9.69 cd 0.6323 c 15.39 bcd
    CIHERANG 27.26 f 12.52 d 10.05 cd 0.4713 c 21.34 a
    IPB190-F-12-1-2 26.91 f 12.70 d 10.10 bcd 0.6007 c 16.93 abc
    IPB187-F-75-1-3 27.71 e 12.16 d 9.94 cd 0.5863 c 17.16 abc
    IPB189-F-6-2-3 28.10 de 15.63 a 10.99 ab 0.8607 ab 12.95 cd
    IPB187-F-41-2-1 28.30 cd 13.46 bcd 9.30 d 0.8777 a 10.71 d
    IPB193-F-17-2-3 28.58 bc 12.61 d 10.46 bc 0.6610 bc 15.94 bc
    IPB189-F-42-1-1 28.81 b 15.28 a 10.20 bcd 0.6140 c 16.65 abc
    IPB187-F-43-1-1 29.63 a 14.53 abc 10.37 bc 0.6113 c 17.06 abc
    IPB193-F-38-2-1 29.86 a 15.16 ab 11.55 a 0.6423 c 18.15 ab
    Means 28.22 13.69 10.27 0.66 16.23
    Note: The numbers followed the same letter in the same column show no significant difference refer to Tukey test at the α level 5%.

     | Show Table
    DownLoad: CSV

    Our other findings revealed that the endosperm and embryo area between genotypes differ from each other. Ciherang variety had the smallest embryonic area among the tested genotypes but had the same endosperm area as the IPB 3S variety. The opposite was found in the IPB-187-F-41-2-1 genotype which had the largest embryonic area but the smallest endosperm area among other genotypes. The difference in endosperm-embryo size caused the endosperm-embryo ratio of Ciherang to be the highest and the IPB-187-F-41-2-1 became the smallest among all the tested genotypes. The results of the correlation analysis (Table 7a) of this study showed a negative significant correlation between the area of the embryo and the endosperm-embryo ratio. It would be an important role of endosperm size to support the development of embryo. An et al. [35] stated that the endosperm functions as a support and nurturer of the embryo during its development. The other report stated that an increase in the size of the embryo by elongation of the scutellum decreased the size of the endosperm [36].

    We found an interesting fact that the genotype with the largest embryo area and the smallest endosperm and the smallest endosperm/embryo ratio (IPB-187-F-41-2-1) had the fastest radicle emergence time in the germination test in the laboratory, and vice versa occurred in the genotype with the smallest embryo area (Ciherang) (Table 2). However, both genotypes had a high seed weight and showed a high percentage of germination in the pot experiment (Table 3). Therefore, ratio of endosperm/embryo size could be an important trait relate to early vigor performance. The high seed weight indicates that carbohydrate stores in the endosperm are large enough to supports embryo development for the germination process and growth in the early stages. The genotype with the smallest embryo formed more leaves than that of the genotype with the highest embryo on the 25th DAS (Table 3). As for the accumulation of biomass, although both genotypes showed almost the same seedling dry weight in 14th DAS (Table 3), the genotype with the smallest endosperm and highest embryo had the lowest canopy weight among other genotypes when entering the heading phase in direct seeding method (Table 5). These results indicate that a large embryo play an important role in seedling formation and early growth phase. Meanwhile, the large endosperm becomes an important character in supporting the robustness of the seeds to grow and develop until the reproductive stage. The concurrent of large embryo size supported by large endosperm size is required for DSR cultivar development since it determine the emergence of early vigor and seedling vigor characters.

    Table 2.  Vigor index, germination percentage, seedling dry weight, and time of radicle and plumule emergence of rice genotypes.
    Genotype Vigor index (%) Germination percentage (%) Time of RE50 hours Time of PE50 hours Seedling dry weight (mg seedling−1)
    IPB3S 95.00 98.00 66.11 ab 83.06 9.19 abc
    CIHERANG 94.00 94.50 71.37 a 87.82 8.59 bc
    IPB190-F-12-1-2 92.00 94.50 66.83 ab 89.28 8.04 c
    IPB187-F-75-1-3 90.00 91.50 64.68 ab 75.13 8.45 bc
    IPB189-F-6-2-3 96.00 98.00 70.56 a 76.56 9.71 ab
    IPB187-F-41-2-1 98.00 99.50 56.13 b 87.68 8.91 abc
    IPB193-F-17-2-3 88.00 92.00 57.35 b 83.47 10.19 a
    IPB189-F-42-1-1 72.00 85.00 66.27 ab 95.22 9.75 ab
    IPB187-F-43-1-1 83.00 89.00 65.94 ab 74.40 9.36 ab
    IPB193-F-38-2-1 86.00 91.00 65.18 ab 75.63 9.53 ab
    Means 89.40 93.30 65.04 82.83 9.17
    Note: RE50 = radicle emergence of 50% germinated seeds. PE50 = plumule emergence of 50% germinated seeds. The numbers followed the same letter in the same column show no significant difference refer to Tukey test at the α level 5%.

     | Show Table
    DownLoad: CSV
    Table 3.  Early vigor traits (germination percentage, number of leaves, seedling dry weight, and leaves area) of rice genotypes at pot experiment.
    Genotype Germination percentage (%) 14th DAS number of leaves (leaves) Seedling dry weight (mg seedling−1) 25th DAS number of Leaves (leaves) Total leaf area (cm2)
    IPB3S 32.41 bc 3.89 abc 42.45 c 10.02 bc 73.28 cde
    CIHERANG 70.19 a 3.89 abc 45.34 bc 14.28 ab 85.22 bcd
    IPB190-F-12-1-2 8.06 c 3.50 bc 44.67 bc 12.17 bc 101.35 bc
    IPB187-F-75-1-3 67.04 a 3.33 c 42.45 c 8.79 c 48.98 e
    IPB189-F-6-2-3 28.52 bc 3.78 abc 48.00 bc 12.85 bc 87.46 bcd
    IPB187-F-41-2-1 78.89 a 4.00 abc 62.67 abc 11.81 bc 112.77 b
    IPB193-F-17-2-3 55.00 ab 4.89 a 85.58 a 18.20 a 167.64 a
    IPB189-F-42-1-1 34.26 bc 3.22 c 40.19 c 8.98 c 54.71 de
    IPB187-F-43-1-1 55.19 ab 4.55 ab 66.44 ab 11.04 bc 128.41 b
    IPB193-F-38-2-1 77.59 a 4.00 abc 60.78 bc 8.73 c 79.67 bcd
    Means 50.72 3.91 53.86 11.69 93.95
    Note: DAS = days after seeding. The numbers followed the same letter in the same column show no significant difference refer to Tukey test at the α level 5%.

     | Show Table
    DownLoad: CSV

    The relationship between endosperm, embryo and endosperm-embryo ratio with the observed variables was analyzed by correlation analysis (Table 7a). The results revealed that the larger endosperm size contributed to the faster emergence of plumules, higher dry weight of seedling, taller plants, and larger leaf area and dry weight of plants. Meanwhile, larger embryos contribute to plant height. These results indicate that endosperm and embryo size were important characters and can be targeted for DSR cultivar improvement. In addition, the balance between the size of the endosperm and embryo is also important because the rapid formation of plants (contributed by large embryos) needs to be supported by a large energy supply from the endosperm so that it can support the strength of the seeds to grow and develop towards the next phase. Further investigation of the genes regulate the size of the endosperm and embryo will be the opportunity in developing DSR cultivar. The previous investigation found that the two characters is controlled by genes such as large embryo (C3HC4-type RING finger protein) [37], giant embryo gene (CYP78A13) for controlling size balance of embryo and endosperm [38], endosperm size regulator (OsWRKY78) and endosperm development regulator (Oryza; CycB1;1, OsMADS6, ROS1a) [39] which can be used in rice breeding programs.

    The difference in these characters will be differences in each genotype to grow earlier. The number of reserves in the seed will determine the speed of seed development and the endosperm as the largest energy provider has a role in encouraging seedling growth. Therefore, the size of the seed becomes important as a trait that can contribute to the speed at which seeds emerge and encourage seedlings to grow and develop faster and stronger. Several reports stated that seeds that have good vigor are closely related to seed and embryo size [26,40,41]. Seed size and shape, apart from being a parameter used to analyze plant biodiversity [42] are also important physical indicators of seed quality that can affect plant growth and yield [43] and have a major impact on the market value of seed products in the market [44].

    The germination test was carried out in this study to obtain information regarding the initial strength of the seed in seedling establishment and the accumulation of seedling biomass. The study showed that each genotype had the same initial seed vigor (vigor index and germination) but differed in the time variable for radicle emergence (Table 2). The magnitude of the vigor index and germination percentage did not show statistically significant differences indicated that all of the tested genotypes had good seed quality. Different things were shown in the speed at which the seeds germinated using the radicle emergence measurement method. On average, each genotype emerges to a radicle at 65 hours after seed germination. Genotype IPB-187-41-2-1 was the fastest to produce radicles in less than 57 hours or about 24.5% and 16.1%, respectively, faster than the Ciherang variety and the genotype with the largest 1000 grain weight. This genotype had the largest embryonic area and the smallest endosperm/embryo ratio among the tested genotypes (Table 1). The finding can be an indication that the character of the embryo as the center point of the emergence of the radicle plays a role in promoting faster germination. Pandey and Seshu [24] mentioned that a larger embryo was an important attribute for seedling vigor improvement of indica rice cultivar.

    The existing seed reserves will be mobilized for seedling growth when the seed dormancy has broken and seedling has emerged. The seed reserves remobilization will accumulate in the seeds can be measured in the sprout biomass. Therefore, the character of seed weight becomes important in supporting the growth of seedlings that have emerged. Our findings showed that the seed with the lightest 1000 grain weight (IPB190-F-12-1-2) produced the lowest seedling dry weight, almost 20% lower than the genotype with the highest dry weight (IPB-193-F-17-2-3). An interesting finding from the seed characteristics of the two varieties tested was that although IPB 3S weighted 1000 grains lower than Ciherang, the dry weight produced was 10% higher. The ability of seeds to germinate is related to the physiological activities of the seeds [45,46] such as starch content and enzyme activity, were seeds that have amylose content and high-amylase enzyme activities [47]. The character of the larger embryonic area (Table 1) and the faster emergence time of the radicle (Table 2) were thought to contribute to the accumulation of biomass in seedlings because, with rapid emergence, mobilization of seed reserves to seedlings would be fast so that biomass accumulation occurred quickly. The genotype with the heaviest grain (>29 g) produced a dry weight of 9.3 and 9.5 mg seedling-1, respectively, and was higher than the genotype with 1000 grain weight less than 28 g.

    The early vigor character is a combination of the seed vigor and seedling vigor characters [20]. The Evaluation of seedling vigor character to rice genotypes was conducted in a pot experiment and the results are showed in Table 3. In general, each genotype has different early vigor characters from another one. The germination percentage of the IPB-187-F-41-2-1 genotype was the highest (78.9%) of all tested genotypes. This percentage was not significantly different with the Ciherang variety (70.2%), as well as the number of leaves produced at the age of 14 days after seedling (4 leaves/seedling). However, the two genotypes differed in other seedling vigor characters like seedling dry weight, the number of leaves at 25 days after sowing, and total leaf area. the IPB193-F-17-2-3 showed consistent response on the seedling dry weight variable in laboratory testing. This genotype produced the highest seedling dry weight among other genotypes in the two tests (Table 2 and Table 3). The result also informed that the heavier genotypes had a higher seedling dry weight. The finding agrees with Teng et al. [48] that longer, wider, and heavier seeds produced higher seedling dry weight. This high accumulation of biomass resulted in the highest number of leaves and the largest total leaf area. The strength of the seedling vigor will provide an advantage in faster canopy formation and greater photosynthetic capacity so that it is expected to be able to compete with weeds, especially in the direct seeding cultivation method. Rice cultivars with high seedling vigor traits and rapid leaf area development at early vegetative growth could suppress weeds growth [49].

    Preliminary evaluation of seed characters and their effects on some early vigor characters is one of the critical points in cultivar development for direct seeding cultivation methods. For this reason, the results of the evaluation of germination tests in the laboratory and pot experiments need to be assessed on their performance when planted with transplanting and direct seeding cultivation methods. Studies on the agronomy performance of the previously tested genotypes are presented in tables and figures. The growth performance on the plant height was measured since the plants were 25 days after seeding (Figure 1). The results of our study showed that the height of the rice plant in the direct seeding (DS) cultivation method was higher than the rice plant grown with the transplanting system (TP) at all ages of observation. At the end of the observation (65 DAS), the height of the rice plant in the DS method was 111.2 cm compared to 100.7 cm in the TP method. While the character of the plant height of each genotype is different from one another. The IPB187-F-75-1-3 genotype was the highest (113.8 cm) in the TP method and IPB189-F-6-2-3 was the highest (132 cm) in the DS method at the end of the observation. Both genotypes were also still higher than the two national varieties in both cultivation methods. The height of rice plants with direct seeding in the flooding condition tends to be taller than in the saturated and anaerobic conditions [50]. This difference, apart from being influenced by the cultivation system, may also be influenced by the phenology of each genotype because from our observations in the plastic house, the two genotypes entered the heading phase the fastest in each cultivation method (Table 4).

    Figure 1.  Plant height of rice genotypes cultivated by transplanting and direct seeding method (DAS: days after seeding).
    Table 4.  Leaf area, photosynthetic rate, and time to heading of rice genotype on transplanting (TP) and direct-seeding (DS) method.
    Genotype Total Leaf Area (cm2) Photosynthetic rate (µmol m−2 s−1) Time of Heading (DAS)
    TP DS TP DS TP DS
    IPB3S 10.53 b 74.65 cd 20.42 ab 22.95 a 83.3 cd 74.7 c
    CIHERANG 17.79 b 89.57 bcd 21.60 ab 23.38 a 100.7 a 73.7 c
    IPB190-F-12-1-2 35.74 b 102.76 bc 22.62 a 19.51 c 78.7 de 72.3 c
    IPB187-F-75-1-3 101.76 a 41.00 e 20.23 b 20.25 bc 74.0 e 84.7 a
    IPB189-F-6-2-3 23.42 b 88.75 bcd 21.30 ab 23.22 a 90.2 bc 71.7 c
    IPB187-F-41-2-1 12.32 b 116.51 b 20.63 ab 23.18 a 95.3 ab 76.0 bc
    IPB193-F-17-2-3 21.47 b 175.94 a 21.13 ab 23.06 a 93.3 ab 83.3 ab
    IPB189-F-42-1-1 36.49 b 59.32 de 20.19 b 21.48 abc 87.5 bc 72.0 c
    IPB187-F-43-1-1 30.08 b 121.01 b 20.54 ab 23.24 a 90.0 bc 72.0 c
    IPB193-F-38-2-1 99.95 a 86.02 bcd 19.68 b 22.27 ab 82.0 cde 73.7 c
    Means 38.95 B 95.55 A 20.83 B 22.26 A 87.5 A 75.4 B
    Note: the numbers followed the same letter in the same column show no significant difference refer to Tukey test at the α level 5%. Means are compared TP to DS. DAS: days after seeding.

     | Show Table
    DownLoad: CSV

    Measurement of leaf area and photosynthesis rate was carried out at the end of the seedling phase to see the character of seedling vigor towards the next growth phase. The results of the two variables indicate that the cultivation method affects the total leaf area and photosynthesis rate of rice plants (Table 4). In general, the leaf area of rice plants under the DS method was 2.4 times higher than that of rice grown using the TP method. This is presumably because the plants were only 13 days old after transplanting, but also because of the transplanting shock, where the plants experienced growth retardation due to transfer to a new growing environment. On the other hand, plants grown using the DS method have adapted since the early stages of germination, so that seedling growth can continue without any mechanical resistance as in TP. The report from Chen et al. [51] stated that rice planted in the DS system has the advantage of faster leaf area formation so that the formation of more tillers compared to the TP system.

    The rate of photosynthesis of rice plants in the DS method was 10% greater than that of the TP method (Table 4). However, different things were shown by the IPB190-F-12-1-2 where the photosynthetic rate of plants grown in the DS method was about 15% lower than plants grown with the TP method. We suspected that the large growth from the beginning of the seedlings emergence by increasing the number of leaves and leaf area caused a decrease in photosynthetic capacity at the end of the seedling phase (30 days after seeding). This heading time was calculated from the beginning of the seedling until the first panicle of each genotype appeared. Almost all genotypes planted with the DS method entered the heading phase 6-19 days earlier than those planted with the TP method. These results explain that the absence of mechanical barriers such as transplanting can encourage plants to develop faster as shown in the DS method. However, we found that the IPB187-F-75-1-3 genotype gave a different response compared to other genotypes on the total leaf area and time of heading variables. We have not been able to explain whether the cause is genetic or environmental influences, further testing is needed for these genotypes.

    The accumulation of biomass during plant growth is reflected in the dry weight of the plant. This biomass is an energy source for the vegetative and generative growth of plants. We observed the dry weight of this plant to get an overview of the dry weight yields produced by the genotypes of rice grown in the transplanting and direct seeding planting methods. Our finding showed that the highest dry weight production of rice plants grown in the direct seeding method was at 45 and 65 days after sowing (Figure 2). However, when entering the heading phase, the dry weight production of the plant in the transplanting method was 48% greater than that of the direct seeding method. One of the reasons for this difference was caused by the longer duration of vegetative growth in rice plants using the transplanting method so that the biomass accumulated in the dry weight gain of shoots and plant roots (Tables 5 and 6).

    Figure 2.  The total dry weight of rice genotypes cultivated by transplanting and direct seeding method (DAS: days after seeding).
    Table 5.  Shoot dry weight (g) of rice genotype on transplanting (TP) and direct-seeding (DS) method.
    Genotype 45 DAS 65 DAS Heading
    TP DS TP DS TP DS
    IPB3S 0.63 b 2.68 ab 7.07 c 14.70 b 18.56 b 34.09 ab
    CIHERANG 0.68 b 3.03 ab 14.32 bc 19.26 b 56.86 a 36.50 ab
    IPB190-F-12-1-2 4.73 ab 2.57 ab 26.80 ab 28.82 ab 58.18 a 40.58 ab
    IPB187-F-75-1-3 5.55 a 1.40 b 33.05 a 22.28 ab 67.58 a 57.60 a
    IPB189-F-6-2-3 0.88 ab 4.64 ab 19.33 bc 29.60 ab 47.53 a 48.05 ab
    IPB187-F-41-2-1 0.54 b 3.31 ab 12.73 c 30.60 ab 70.53 a 27.98 b
    IPB193-F-17-2-3 2.01 ab 6.67 a 21.14 ab 36.49 a 85.77 a 68.10 a
    IPB189-F-42-1-1 1.43 ab 3.96 ab 27.77 ab 27.80 ab 51.94 a 35.82 ab
    IPB187-F-43-1-1 1.47 ab 2.54 ab 20.57 bc 18.35 b 51.31 a 43.37 ab
    IPB193-F-38-2-1 4.87 ab 3.68 ab 38.07 a 15.87 b 69.31 a 29.16 b
    Means 2.28 B 3.45 A 22.09 B 24.38 A 57.76 A 42.13 B
    Note: the numbers followed the same letter in the same column show no significant difference refer to Tukey test at the α level 5%. Means are compared TP to DS. DAS: days after seeding.

     | Show Table
    DownLoad: CSV
    Table 6.  Root dry weight (g) of rice genotype on transplanting (TP) and direct-seeding (DS) method.
    Genotype 45 DAS 65 DAS Heading
    TP DS TP DS TP DS
    IPB3S 0.16 b 1.62 ab 2.23 b 5.15 c 7.23 b 9.29 b
    CIHERANG 0.31 b 1.42 ab 7.82 b 7.95 bc 10.72 b 12.94 ab
    IPB190-F-12-1-2 3.51 a 2.09 ab 13.76 a 19.39 ab 10.87 ab 8.56 b
    IPB187-F-75-1-3 1.98 ab 0.54 b 7.74 b 6.03 c 13.78 ab 15.66 ab
    IPB189-F-6-2-3 0.29 b 2.54 ab 12.67 a 13.14 abc 22.93 a 16.48 ab
    IPB187-F-41-2-1 0.28 b 1.46 ab 5.88 b 14.21 ab 18.48 ab 9.94 b
    IPB193-F-17-2-3 1.15 ab 4.77 a 11.04 ab 24.30 a 23.13 a 26.67 a
    IPB189-F-42-1-1 1.03 ab 1.51 ab 10.57 ab 8.07 bc 25.06 a 6.65 b
    IPB187-F-43-1-1 0.89 b 1.62 ab 11.04 ab 9.19 bc 12.55 b 20.67 ab
    IPB193-F-38-2-1 2.35 ab 1.77 ab 13.55 a 4.09 c 19.27 ab 5.83 b
    Means 1.20 B 1.93 A 9.63 B 11.15 A 16.40 A 13.27 B
    Note: the numbers followed the same letter in the same column show no significant difference refer to Tukey test at the level α level 5%. Means are compared TP to DS. DAS: days after seeding.

     | Show Table
    DownLoad: CSV

    In terms of genotype, IPB193-F-17-23 consistently produced the highest dry weight since the plant was 45 days after sowing. Even at the time of heading, the dry weight production of the genotype was 1.5–2.5 times greater than the other genotypes in the direct seeding method. Meanwhile, in the transplanting method, the dry weight of the genotype was only 10% lower than IPB189-F-42-1-1 which resulted in a dry weight of 118.5 g plant−1. The two genotypes identified have similar characteristics of 1000 grain weight, endosperm, and embryo (Table 1). These two genotypes can be considered as the main characters that contribute to the superior early vigor trait. Even if sorted from germination testing in the laboratory and pot experiment, the IPB193-F-17-2-3 genotype consistently produced high dry weight and strong early seedling vigor characters. On the other hand, the genotypes with the 1000 grain weight heavier in this observation showed the superiority of plant dry weight in the transplanting system until the plant age was 65 days. Whereas in the direct seeding method, the genotype did not show superior characters on the dry weight variable of the plant. The heavier seed weight character in this series of tests contributed to the early phase of plant growth but was not consistent enough when the plant entered the generative stage. The finding can be considered in the development of DSR cultivars in the future.

    The study found that the dry weight of shoots and roots of rice plants had a similar response to the total dry weight of plants. The dry weight of shoots and roots in the direct seeding method was higher than the plants in the TP method at 45 and 65 days after seeding (Tables 5 and 6). On the other hand, the dry weight of shoots and roots at the heading phase was 37% and 23.6% greater, respectively, in the TP method than in the DS method. The highest increase in shoot dry weight in both methods occurred at the age of 45 days to 65 days as much as 7 times for the DS method and 9 times for the TP method. While on the root dry weight variable, the highest increase in weight occurred at the age of the plant from 45 days to 65 days old in both cultivation methods. This is in line with the findings of Nangklang et al. [52] who reported that the dry weight of the crown and paddy planted with direct seeding in wetlands resulted in higher shoot and root dry weight during panicle initiation towards the flowering phase compared to cultivars grown in the upland and transplanting method.

    The dry weight of the shoot of rice plants differed between genotypes. The dry weight of the shoot of the two varieties of Ciherang and IPB 3S showed almost the same weight in the DS method but different in the TP method, where Ciherang had a dry weight almost three times greater than IPB 3S at the time of heading. The highest dry weight at heading was produced by genotype IPB193-F-17-2-3 in both cultivation methods (Table 5). Meanwhile, on the root dry weight variable, this genotype also had the highest weight in the DS method (Table 6). The scope of this research is observed plant performance until the heading phase. Further investigation as field trial is required to evaluate the yield and yield components of each genotype with various seed characters.

    The observation results from the four stages of our research, some of the variables we did correlation analysis to see the relationship between the variables. The results of the correlation analysis of the observed variables are presented in Tables 7a and 7b. The result showed that the character of the weight of 1000 grains had a strong positive correlation with seed area, endosperm area, and dry weight of seedling in laboratory testing (r > 0.50; p-value 0.001) while the moderate correlation was with the germination variable (r = 0.41), seedling dry weight in the pot experiment (r = 0.48), and total leaf area (r = 0.46). It means that heavier seeds would produce larger seed, larger endosperm, higher seedling dry weight, and higher percentage of germination in pot experiment. The result is in line with the report of Botwright et al. [27] reported that large grain (large grain) accelerated the development of leaf area which has an effect on increasing biomass production by 25% at anthesis and 15% at maturation and can significantly increase crop yields by 15%.

    Table 7a.  Pearson correlation between seed, endosperm, and embryo physical traits with early vigor traits and agronomy attributes.
    1000GW AS Aen Aem EER GP_1 SDW_1 TRE TPE GP_2 NoL_1 SDW_2
    1000GW 1.00
    AS 0.62** 1.00
    Aen 0.52** 0.49* 1.00
    Aem 0.15 0.36 0.04 1.00
    EER −0.02 −0.20 0.24 −0.93** 1.00
    −0.36 −0.24 −0.08 0.25 −0.22 1.00
    GP_1 −0.35 −0.13 −0.12 0.35 −0.33 0.97** 1.00
    SDW_1 0.56** 0.41* 0.45* 0.26 −0.20 −0.13 −0.06 1.00
    TRE −0.22 0.22 0.24 −0.21 0.35 −0.02 −0.04 −0.29 1.00
    TPE −0.25 −0.07 −0.37* −0.17 0.05 −0.43* −0.34 −0.11 −0.06 1.00
    GP_2 0.41* −0.15 0.00 −0.04 0.12 −0.07 −0.16 0.01 −0.31 −0.16 1.00
    NoL_1 0.32 −0.08 0.16 0.12 −0.07 0.03 0.00 0.37* −0.34 −0.22 0.31 1.00
    SDW_2 0.48* −0.01 0.17 0.19 −0.15 −0.02 −0.03 0.39* −0.38 −0.01 0.29 0.70 1.00
    NoL_2 −0.15 −0.24 −0.08 −0.08 0.09 0.08 0.06 0.19 −0.15 0.19 −0.02 0.40* 0.46*
    Heigth_1 −0.21 0.01 0.15 0.37* −0.28 0.37* 0.39* 0.07 0.07 −0.14 −0.34 0.42* 0.33
    Heigth_2 0.18 0.28 0.46* −0.03 0.11 −0.23 −0.23 0.04 0.13 −0.03 −0.23 −0.35 −0.02
    TLA 0.46* −0.12 0.40* 0.01 0.04 0.05 −0.04 0.30 −0.35 −0.25 0.28 0.44* 0.64**
    FS −0.05 0.02 −0.03 0.16 −0.10 0.20 0.21 0.23 0.03 0.02 0.07 0.44* 0.35
    TDW_45 0.17 0.01 0.42* 0.00 0.08 0.02 −0.03 0.24 −0.09 −0.20 −0.16 −0.01 0.16
    SDW_45 0.23 0.05 0.48* −0.01 0.10 0.00 −0.06 0.23 −0.09 −0.18 −0.09 −0.07 0.17
    RDW_45 0.10 −0.04 0.33 0.01 0.04 0.04 0.00 0.23 −0.07 −0.22 −0.23 0.05 0.14
    ToHead 0.05 −0.20 −0.18 0.17 −0.14 0.25 0.21 0.29 −0.30 −0.07 0.41* 0.48* 0.36
    Note: 1000GW = 1000 grain weight, AS = area of seed, Aen = area of endosperm, Aem = area of embryo, EER = endosperm/embryo ratio, Ⅵ = vigor index, GP_1 = germination percentage in laboratorium experiment, SDW_1 = seedling dry weight of laboratory test, SDW_2 = seedling dry weight at pot experiment, TRE = time of radicle emergence, TPE = time of plumule emergence, GP_2 = germination percentage at pot experiment, NoL_1 = number of leaves in germination test at 14 DAS, NoL_2 = number of leaves at 25 DAS, Height_1 = plant height at 25 DAS, Height_2 = plant height at 45 DAS, TLA = total leaf area, Fs = photosynthetic rate, TDW_45 = total dry weight at 45 DAS, SDW_45 = seedling dry weight at 45 DAS, RDW_45 = root dry weight at 45 DAS, ToHead = time of heading.

     | Show Table
    DownLoad: CSV
    Table 7b.  Pearson correlation between seed, endosperm, and embryo physical traits with early vigor traits and agronomy attributes.
    NoL_2 Heigth_1 Heigth_2 TLA FS TDW_45 SDW_45 RDW_45 ToHead
    1000GW −0.15 −0.21 0.18 0.46* −0.05 0.17 0.23 0.10 0.05
    AS −0.24 0.01 0.28 −0.12 0.02 0.01 0.05 −0.04 −0.20
    Aen −0.08 0.15 0.46* 0.40* −0.03 0.42* 0.48* 0.33 −0.18
    Aem −0.08 0.37* −0.03 0.01 0.16 0.00 −0.01 0.01 0.17
    EER 0.09 −0.28 0.11 0.04 −0.10 0.08 0.10 0.04 −0.14
    0.08 0.37* −0.23 0.05 0.20 0.02 0.00 0.04 0.25
    GP_1 0.06 0.39* −0.23 −0.04 0.21 −0.03 −0.06 0.00 0.21
    SDW_1 0.19 0.07 0.04 0.30 0.23 0.24 0.23 0.23 0.29
    TRE −0.15 0.07 0.13 −0.35 0.03 −0.09 −0.09 −0.07 −0.30
    TPE 0.19 −0.14 −0.03 −0.25 0.02 −0.20 −0.18 −0.22 −0.07
    GP_2 −0.02 −0.34 −0.23 0.28 0.07 −0.16 −0.09 −0.23 0.41*
    NoL_1 0.40* 0.42 −0.35 0.44* 0.44* −0.01 −0.07 0.05 0.48*
    SDW_2 0.46* 0.33 −0.02 0.64** 0.35 0.16 0.17 0.14 0.36
    NoL_2 1.00 0.52 −0.14 0.24 0.46* 0.29 0.22 0.35 0.46*
    Heigth_1 1.00 −0.11 0.13 0.55** 0.13 0.04 0.22 0.14
    Heigth_2 1.00 0.21 −0.42* 0.53** 0.63** 0.39* −0.46*
    TLA 1.00 −0.06 0.56** 0.59** 0.50** 0.10
    FS 1.00 −0.11 −0.20 −0.01 0.53**
    TDW_45 1.00 0.97** 0.97** −0.06
    SDW_45 1.00 0.88** −0.08
    RDW_45 1.00 −0.02
    ToHead 1.00
    Note: 1000GW = 1000 grain weight, AS = area of seed, Aen = area of endosperm, Aem = area of embryo, EER = endosperm/embryo ratio, Ⅵ = vigor index, GP_1 = germination percentage in laboratorium experiment, SDW_1 = seedling dry weight of laboratory test, SDW_2 = seedling dry weight at pot experiment, TRE = time of radicle emergence, TPE = time of plumule emergence, GP_2 = germination percentage at pot experiment, NoL_1 = number of leaves in germination test at 14 DAS, NoL_2 = number of leaves at 25 DAS, Height_1 = plant height at 25 DAS, Height_2 = plant height at 45 DAS, TLA = total leaf area, Fs = photosynthetic rate, TDW_45 = total dry weight at 45 DAS, SDW_45 = seedling dry weight at 45 DAS, RDW_45 = root dry weight at 45 DAS, ToHead = time of heading.

     | Show Table
    DownLoad: CSV

    The character of seed area and endosperm area were positively correlated with seedling dry weight on germination testing in the laboratory with correlation coefficients of 0.41 and 0.46, respectively. Endosperm area had a positive correlation with plant height, total leaf area, and canopy dry weight. The character of the area of the embryo is positively correlated with plant height. With the results of this correlation, the seed attributes have a contribution in determining the characteristics of the initial formation of plants. These results are in line with our previous findings [29] that the size and shape of the seed play a role in determining the early vigor trait.

    Finally, our study has revealed the relationship between seed, embryo, and endosperm characters with the emergence of early vigor traits and their agronomic performance during investigating. Each tested genotype had different characteristics of seed, endosperm, and embryo in both weight and area. As in agronomic performances, DSR method compared to transplanting showed taller plant, higher leaf area and photosynthesis rate at early growth stage, earlier heading time, and higher plant dry weight. Tests on direct seeding showed that several lines from IPB University rice breeding have the potential to be developed into DSR cultivars. Concerning the criteria of germination, seedling vigor, canopy establishment (leaf area), and dry weight, among tested lines, IPB189-F-6-2-3, IPB193-F-17-2-3, IPB187-F-43-1-1, and IPB193-F-38-2-1 showed rapid germination, higher seedling dry weight and leaf area, higher photosynthetic rate, and higher plant dry weight. Therefore, these selected lines will be the candidate genotypes for DSR, and would be further investigate in the field trial agronomically.

    Evaluation of seed characters is the first step in screening seed physical traits related to early vigor. Early vigor characters have been identified as suitable for cultivar development for direct seeding of rice systems. Based on the results, the characteristics of seed weight, seed area, endosperm area, and embryonic area have a direct relationship with early vigor characteristics. Seeds that have more weight, larger seed area, and larger endosperm area have superior early vigor characters on the variables of germination test, seedling dry weight, and total leaf area. Rice plants grown using the direct seeding method had taller plant, greater leaf area and photosynthesis rate, and faster to reach the heading phase compare than that on the transplanting method. Tests on direct seeding showed that several lines from IPB University rice breeding have the potential to be developed into DSR cultivars. Candidate genotypes for DSR would be further investigated in the field trial agronomically.

    We would like to thank you for the research and publication support to the Ministry of Education, Culture, Research and Technology of the Republic of Indonesia, Directorate General of Higher Education, Directorate of Resources. The author thanks to LPDP for the education finance support for the first author.

    All authors declare that have no conflict of interest in this paper.



    [1] Rao AN, Johnson DE, Sivaprasad B, et al. (2007) Weed Management in Direct-Seeded Rice. Adv Agron 93: 153-255. https://doi.org/10.1016/S0065-2113(06)93004-1 doi: 10.1016/S0065-2113(06)93004-1
    [2] Pandey S, Velasco L (2005) Trends in crop establishment methods in Asia and research issues, In: Toriyama K, Heong K, Hardy B (Eds.), Rice Is Life: Scientific Perspectives for the 21st Century, International Rice Research Institute, Los Banos, Philippines and Japan International Research Center for Agricultural Sciences, 597.
    [3] Quilloy FA, Labaco B, Casal C, et al. (2021) Crop Establishment in Direct-Seeded Rice: Traits, Physiology, and Genetics. https://doi.org/10.1007/978-3-030-66530-2_15
    [4] Pathak H, Tewari AN, Sankhyan S, et al. (2011) Direct-seeded rice: Potential, performance and problems-A review. Curr Adv Agric Sci 3: 77-88.
    [5] Mishra AK, Khanal AR, Pede VO (2017) Is direct seeded rice a boon for economic performance? Empirical evidence from India. Food Policy 73: 10-18. https://doi.org/10.1016/j.foodpol.2017.08.021 doi: 10.1016/j.foodpol.2017.08.021
    [6] Susilawati HL, Setyanto P, Kartikawati R, et al. (2019) The opportunity of direct seeding to mitigate greenhouse gas emission from paddy rice field. IOP Conf Ser Earth Environ Sci 393: 0-5. https://doi.org/10.1088/1755-1315/393/1/012042 doi: 10.1088/1755-1315/393/1/012042
    [7] Farooq M, Siddique KHM, Rehman H, et al. (2011) Rice direct seeding: Experiences, challenges and opportunities. Soil Tillage Res 111: 87-98. https://doi.org/10.1016/j.still.2010.10.008 doi: 10.1016/j.still.2010.10.008
    [8] Joshi E, Kumar D, Lal B, et al. (2013) Management of direct seeded rice for enhanced resource - use efficiency. Plant Knowl J 2: 119-134.
    [9] Sandhu N, Yadav S, Singh VK, et al. (2021) Effective crop management and modern breeding strategies to ensure higher crop productivity under direct seeded rice cultivation system: A review. Agronomy 11: 1-25. https://doi.org/10.3390/agronomy11071264 doi: 10.3390/agronomy11071264
    [10] Dingkuhn M, Schnier H, Datta S, et al. (1990) Diurnal and Developmental Changes in Canopy Gas Exchange in Relation to Growth in Transplanted and Direct-Seeded Flooded Rice. Funct Plant Biol 17: 119. https://doi.org/10.1071/PP9900119 doi: 10.1071/PP9900119
    [11] Dang X, Thi TGT, Dong G, et al. (2014) Genetic diversity and association mapping of seed vigor in rice (Oryza sativa L.). Planta 239: 1309-1319. https://doi.org/10.1007/s00425-014-2060-z doi: 10.1007/s00425-014-2060-z
    [12] Ohno H, Banayo NPMC, Bueno CS, et al. (2018) Longer mesocotyl contributes to quick seedling establishment, improved root anchorage, and early vigor of deep-sown rice. F Crop Res 228: 84-92. https://doi.org/10.1016/j.fcr.2018.08.015 doi: 10.1016/j.fcr.2018.08.015
    [13] Balasubramanian V, Hill J (2002) Direct seeding of rice in Asia: emerging issues and strategic research needs for the 21st century, In: Pandey S, Mortimer M, Wade L, et al. (Eds.), Direct seeding: research issues and opportunities. Proceedings of the International Workshop on Direct Seeding in Asian Rice Systems: Strategic Research Issues and Opportunities, International Rice Research Institute, 15-39.
    [14] Mackill D, Redona E (1997) Genotype requirements for direct-seeded rice, In: Fukai S, Cooper M, Salisbury J (Eds.), Breeding Strategies for Rainfed Lowland Rice in Drought-prone Environments, Canberra, Australian Centre for International Agricultural Research, 137-143.
    [15] Coffman W, Nanda J (1982) Cultivar development for dry-seeded rice, In: Report of a Workshop on: Cropping Systems Research in Asia, Los Banos Laguna, Philliphine, The International Rice Research Institute (IRRI), 149-156.
    [16] Mahender A, Anandan A, Pradhan SK (2015) Early seedling vigour, an imperative trait for direct-seeded rice: An overview on physio-morphological parameters and molecular markers. Planta 241: 1027-1050. https://doi.org/10.1007/s00425-015-2273-9 doi: 10.1007/s00425-015-2273-9
    [17] Diwan J, Channbyregowda M, Shenoy V, et al. (2013) Molecular mapping of early vigour related QTLs in rice. Res J Biol 1: 24-30.
    [18] Kumar V, Ladha JK (2011) Direct Seeding of Rice. Recent Developments and Future Research Needs, Elsevier Inc. https://doi.org/10.1016/B978-0-12-387689-8.00001-1
    [19] Septiningsih EM, Ignacio JCI, Sendon PMD, et al. (2013) QTL mapping and confirmation for tolerance of anaerobic conditions during germination derived from the rice landrace Ma-Zhan Red. Theor Appl Genet 126: 1357-1366. https://doi.org/10.1007/s00122-013-2057-1 doi: 10.1007/s00122-013-2057-1
    [20] Huang M, Zhang R, Chen J, et al. (2017) Morphological and physiological traits of seeds and seedlings in two rice cultivars with contrasting early vigor. Plant Prod Sci 20: 95-101. https://doi.org/10.1080/1343943X.2016.1229571 doi: 10.1080/1343943X.2016.1229571
    [21] Sharma AR (1995) Direct seeding and transplanting for rice production under flood-prone lowland conditions. F Crop Res 44: 129-137. https://doi.org/10.1016/0378-4290(95)00078-X doi: 10.1016/0378-4290(95)00078-X
    [22] Ohno H, Banayo NPMC, Bueno C, et al. (2018) On-farm assessment of a new early-maturing drought-tolerant rice cultivar for dry direct seeding in rainfed lowlands. F Crop Res 219: 222-228. https://doi.org/10.1016/j.fcr.2018.02.005 doi: 10.1016/j.fcr.2018.02.005
    [23] Chen C, Jiang Q, Ziska LH, et al. (2015) Seed vigor of contrasting rice cultivars in response to elevated carbon dioxide. F Crop Res 178: 63-68. https://doi.org/10.1016/j.fcr.2015.03.023 doi: 10.1016/j.fcr.2015.03.023
    [24] Pandey M, Seshu D, Akbar M (1992) Genetic variation and association of embryo size to rice seed and seedling vigour. Indian J Genet Plant Breed 52: 310-320.
    [25] Counts RL, Lee PF (1991) Germination and early seedling growth in some northern wild rice (Zizania palustris) populations differing in seed size. Can J Bot 69: 689-696. https://doi.org/10.1139/b91-093 doi: 10.1139/b91-093
    [26] Namuco OS, Cairns JE, Johnson DE (2009) Investigating early vigour in upland rice (Oryza sativa L.): Part I. Seedling growth and grain yield in competition with weeds. F Crop Res 113: 197-206. https://doi.org/10.1016/j.fcr.2009.05.008 doi: 10.1016/j.fcr.2009.05.008
    [27] Botwright TL, Condon AG, Rebetzke GJ, et al. (2002) Field evaluation of early vigour for genetic improvement of grain yield in wheat. Aust J Agric Res 53: 1137. https://doi.org/10.1071/AR02007 doi: 10.1071/AR02007
    [28] Boyd, W.J.R., A.G. Gordon LJL (1971) Seed size, germination resistance and seedling vigor in barley. Can J Plant Sci 51: 93-99. https://doi.org/10.4141/cjps71-021 doi: 10.4141/cjps71-021
    [29] Fauzi AR, Junaedi A, Lubis I, et al. (2021) Relationship of size and shape rice seed to early seedling vigor traits. IOP Conf Ser Earth Environ Sci 694: 012039. https://doi.org/10.1088/1755-1315/694/1/012039 doi: 10.1088/1755-1315/694/1/012039
    [30] Shi Z, Chang TG, Chen F, et al. (2020) Morphological and physiological factors contributing to early vigor in the elite rice cultivar 9,311. Sci Rep 10: 1-16. https://doi.org/10.1038/s41598-020-71913-y doi: 10.1038/s41598-020-71913-y
    [31] Tanabata T, Shibaya T, Hori K, et al. (2012) SmartGrain: High-throughput phenotyping software for measuring seed shape through image analysis. Plant Physiol 160: 1871-1880. https://doi.org/10.1104/pp.112.205120 doi: 10.1104/pp.112.205120
    [32] ISTA (2017) International rules for seed testing, The Internastional Seed Testing Association.
    [33] Onwimol D, Chanmprasert W, Changsee P, et al. (2016) Seed vigor classification using analysis of mean radicle emergence time and single counts of radicle emergence in rice (Oryza sativa L.) and mung bean (Vigna radiata (L.) Wilczek). Agric Nat Resour 50: 345-350. https://doi.org/10.1016/j.anres.2016.12.003 doi: 10.1016/j.anres.2016.12.003
    [34] Morita S, Yonemaru JI, Takanashi JI (2005) Grain growth and endosperm cell size under high night temperatures in rice (Oryza sativa L.). Ann Bot 95: 695-701. https://doi.org/10.1093/aob/mci071 doi: 10.1093/aob/mci071
    [35] An L, Tao Y, Chen H, et al. (2020) Embryo-Endosperm Interaction and Its Agronomic Relevance to Rice Quality. Front Plant Sci 11: 587641. https://doi.org/10.3389/fpls.2020.587641 doi: 10.3389/fpls.2020.587641
    [36] Hong SK, Kitano H, Satoh H, et al. (1996) How is embryo size genetically regulated in rice? Development 122: 2051-2058. https://doi.org/10.1242/dev.122.7.2051 doi: 10.1242/dev.122.7.2051
    [37] Lee G, Piao R, Lee Y, et al. (2019) Identification and Characterization of LARGE EMBRYO, a New Gene Controlling Embryo Size in Rice (Oryza sativa L.). Rice 12: 22. https://doi.org/10.1186/s12284-019-0277-y doi: 10.1186/s12284-019-0277-y
    [38] Nagasawa N, Hibara KI, Heppard EP, et al. (2013) GIANT EMBRYO encodes CYP78A13, required for proper size balance between embryo and endosperm in rice. Plant J 75: 592-605. https://doi.org/10.1111/tpj.12223 doi: 10.1111/tpj.12223
    [39] Zhou SR, Yin LL, Xue HW (2013) Functional genomics based understanding of rice endosperm development. Curr Opin Plant Biol 16: 236-246. https://doi.org/10.1016/j.pbi.2013.03.001 doi: 10.1016/j.pbi.2013.03.001
    [40] Pandey, M.P., D.V. Seshu, & M. Akbar (1994) Genetics of embryo size and its relationship with seed and seedling vigour in rice (Oryza sativa L.). Indian J Genet Plant Breed 54: 258-268.
    [41] López-Castañeda C, Richards RA, Farquhar GD, et al. (1996) Seed and seedling characteristics contributing to variation in early vigor among temperate cereals. Crop Sci 36: 1257-1266. https://doi.org/10.2135/cropsci1996.0011183X003600050031x doi: 10.2135/cropsci1996.0011183X003600050031x
    [42] Cervantes E, Martín JJ, Saadaoui E (2016) Updated Methods for Seed Shape Analysis. Scientifica (Cairo) 2016: 5691825. https://doi.org/10.1155/2016/5691825 doi: 10.1155/2016/5691825
    [43] Ambika S, Manonmani V, Somasundar G (2014) Review on Effect of Seed Size on Seedling Vigour and Seed Yield. Res J Seed Sci 7: 31-38. https://doi.org/10.3923/rjss.2014.31.38 doi: 10.3923/rjss.2014.31.38
    [44] Huang R, Jiang L, Zheng J, et al. (2013) Genetic bases of rice grain shape: So many genes, so little known. Trends Plant Sci 18: 218-226. https://doi.org/10.1016/j.tplants.2012.11.001 doi: 10.1016/j.tplants.2012.11.001
    [45] Bijanzadeh E, Naderi R, Nosrati K, et al. (2017) Effects of accelerated ageing on germination and biochemistry of eight rice cultivars. J Plant Nutr 40: 156-164. https://doi.org/10.1080/01904167.2016.1201502 doi: 10.1080/01904167.2016.1201502
    [46] Palupi T, Ilyas S, Machmud M, et al. (2016) Effect of Coating Formulation on Viability, Vigor and Storability of Rice Seeds (Oryza sativa L.). J Agron Indones (Indonesian J Agron 40: 21-28.
    [47] Sun J, Wu D, Xu J, et al. (2015) Characterisation of starch during germination and seedling development of a rice mutant with a high content of resistant starch. J Cereal Sci 62: 94-101. https://doi.org/10.1016/j.jcs.2015.01.002 doi: 10.1016/j.jcs.2015.01.002
    [48] Teng, S., B.S. Vergara AAA (1992) Relationship of grain length, width and weight to seedling vigor in rice. Philipp J Crop Sci 17: 17-20.
    [49] Banik NC, Kumar A, Mohapatra BK, et al. (2020) Weed management approaches in direct-seeded rice in eastern Indian ecologies-A critical and updated review. Indian J Weed Sci 52: 1-9. https://doi.org/10.5958/0974-8164.2020.00001.5 doi: 10.5958/0974-8164.2020.00001.5
    [50] Okami M, Kato Y, Yamagishi J (2013) Grain yield and leaf area growth of direct-seeded rice on flooded and aerobic soils in Japan. Plant Prod Sci 16: 276-279. https://doi.org/10.1626/pps.16.276 doi: 10.1626/pps.16.276
    [51] Chen S, Cai S guan, Chen X, et al. (2009) Genotypic Differences in Growth and Physiological Responses to Transplanting and Direct Seeding Cultivation in Rice. Rice Sci 16: 143-150. https://doi.org/10.1016/S1672-6308(08)60071-2 doi: 10.1016/S1672-6308(08)60071-2
    [52] Naklang K, Fukai S, Nathabut K (1996) Growth of rice cultivars by direct seeding and transplanting under upland and lowland conditions. F Crop Res 48: 115-123. https://doi.org/10.1016/S0378-4290(96)01029-5 doi: 10.1016/S0378-4290(96)01029-5
  • Reader Comments
  • © 2022 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(3365) PDF downloads(570) Cited by(0)

Figures and Tables

Figures(2)  /  Tables(8)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog