粮食作物早发的研究进展

doi:10.3969/j.issn.1006-8082.2025.01.001

摘要/Abstract

摘要：

作物早发是指在多种环境下种子快速一致的发芽和良好健壮的苗期建成。早发不仅有利于作物对光照、养分、水等资源的有效利用，还有利于增强其与杂草的竞争能力，促进叶面积发育，提高作物生长速率和发育速率，增加干物质积累，提高产量。本文总结了作物早发的概念及评价指标、早发的鉴定及其机制、早发的作用以及促进早发的措施，以期为早发品种的培育和栽培提供理论基础。

关键词: 早发, 种子发芽, 苗期建成, 评价指标, 遗传机制, 粮食作物, 水稻

Abstract:

Crop early vigor is the characteristic of seed quality with the rapid, uniform germination and the establishment of strong seedings under various environmental conditions. Early vigor is critical to improve crop seedlings’ access to light, nutrients and water resources, weed competitiveness, leaf area development, crop growth and development rate, dry matter accumulation and yield. This article summarized the concept and evaluation index of early vigor, genetic mechanisms of early vigor, role of early vigor, and measures to improve early vigor, which can provide a theoretic basis for the breeding and cultivation of early vigor crop varieties.

Key words: early vigor, seed germination, seedling establishment, evaluation index, gene mechanism, cereal crop, rice

中图分类号:

S511.041

代帅军, 张运波, 黄礼英. 粮食作物早发的研究进展[J]. 中国稻米, 2025, 31(1): 1-10.

DAI Shuaijun, ZHANG Yunbo, HUANG Liying. Research Progress on the Early Vigor of Cereal Crop[J]. China Rice, 2025, 31(1): 1-10.

图/表 2

参考文献 147

[1]	GRANT W P. Rethinking agricultural and food policy[M]. Cheltenham: Edward Elgar Publishing, 2022.
[2]	XIE H, WEN Y, CHOI Y, et al. Global trends on food security research: A bibliometric analysis[J]. Land, 2021, 10(2): 119.
[3]	高鸣, 赵雪. 农业强国视域下的粮食安全:现实基础、问题挑战与推进策略[J]. 农业现代化研究, 2023, 44(2):185-195.
[4]	HUANG M, ZHANG R C, CHEN J N, et al. Morphological and physiological traits of seeds and seedlings in two rice cultivars with contrasting early vigor[J]. Plant Production Science, 2017, 20(1): 95-101.
[5]	ZHANG Z H, QU X S, WAN S, et al. Comparison of QTL controlling seedling vigour under different temperature conditions using recombinant inbred lines in rice (Oryza sativa)[J]. Annals of Botany, 2005, 95(3): 423-429.
[6]	DINGKUHN M, ASCH F. Phenological responses of Oryza sativa, O. glaberrima and inter-specific rice cultivars on a toposquence in West Africa[J]. Euphytica, 1999, 110(2): 109-126.
[7]	CONDON A G, RICHARDS R A, REBETZKE G J, et al. Breeding for high water use efficiency[J]. Journal of Experimental Botany, 2004, 55(407):2 447-2 460.
[8]	ZHAO J, HE Y Q, HUANG S L, et al. Advances in the identification of quantitative trait loci and genes involved in seed vigor in rice[J]. Frontiers in Plant Science, 2021, 12: 659 307.
[9]	MONDO V H V, CICERO S M, DOURADO-NETO D, et al. Seed vigor and initial growth of corn crop[J]. Journal of Seed Science, 2013, 35(1): 64-69.
[10]	HUND Y, FRACHEBOUD A, SOLDATI E, et al. QTL controlling root and shoot traits of maize seedings under cold stress[J]. Theoretical and Applied Genetics, 2004, 109(3): 618-629.
[11]	JAIN N, STADEN J V. The potential of the smoke-derived compound 3methyl-2H-furo 2, 3-cpyran-2-one as a priming agent for tomato seeds[J]. Seed Science Research, 2007, 17(3): 175-181.
[12]	WEN D X, XU H C, XIE L Y, et al. Effects of nitrogen level during seed production on wheat seed vigor and seedling establishment at the transcriptome level[J]. Molecular Sciences, 2018, 19(11): 3 417.
[13]	TEKRONY D M, EGLI D B. Relationship of seed vigor to crop yield: A review[J]. Crop Science, 1991, 31(3): 816-822.
[14]	ZHAO Z G, REBETZKE G J, ZHENG B Y, et al. Modelling impact of early vigour on wheat yield in dryland regions[J]. Journal of Experimental Botany, 2019, 70(9): 2 535-2 548.
[15]	REBETZKE G J, BOTWRIGHT T L, MOORE C S, et al. Genotypic variation in specific leaf area for genetic improvement of early vigour in wheat[J]. Field Crops Research, 2004, 88(2-3): 179-189.
[16]	REBOLLEDO M C, LUQUET D, COURTOIS B, et al. Can early vigour occur in combination with drought tolerance and efficient water use in rice genotypes?[J]. Functional Plant Biology, 2013, 40(6): 582-594.
[17]	CHEN W, SHENG Z H, CAI Y C, et al. Rice morphogenesis and chlorophyll accumulation is regulated by the protein encoded by NRL3 and its interaction with NAL9[J]. Frontiers in Plant Science, 2019, 10: 175.
[18]	ZHAO J P, JIANG L H, BAI H R, et al. Characteristics of members of IGT family genes in controlling rice root system architecture and tiller development[J]. Frontiers in Plant Science, 2022, 13: 961 658.
[19]	DANG X, THI T G T, DONG G, et al. Genetic diversity and association mapping of seed vigor in rice (Oryza sativa L.)[J]. Planta, 2014, 239(6): 1 309-1 319.
[20]	SUO R, SANDHU K, YOU F, et al. Low temperature and excess moisture affect seed germination of soybean (Glycine max L.) under controlled environments[J]. Canadian Journal of Plant Science, 2024, 104: 375-387.
[21]	SHI Z, CHANG T G, CHEN F, et al. Morphological and physiological factors contributing to early vigor in the elite rice cultivar 9311[J]. Scientific Reports, 2020, 10(1): 14 813.
[22]	CASTANEDA L, RICHARDS C R A, FARQUAHR G D, et al. Seed and seeding characteristics contributing to variation in early vigor among temperate cereals[J]. Crop Science, 1996, 36(5): 1 257-1 266.
[23]	MAVI K. The relationship between seed coat color and seed quality in watermelon crimson sweet[J]. Horticultural Science, 2010, 37(2): 62-69.
[24]	ZHANG J, CUI Y, ZHANG L, et al. Seed coat color determines seed germination, seedling growth and seed composition of canola (Brassica napus)[J]. International Journal of Agriculture and Biology, 2013, 15(3): 535-540.
[25]	RICHARDS R A, LUKACS Z. Seeding vigour in wheat-sources of variation for genetic and agronomic improvement[J]. Crop and Pasture Science, 2002, 53(1): 41-50.
[26]	CUI K H, PENG S B, XING Y Z, et al. Molecular dissection of seeding-vigor and associated physiological traits in rice[J]. Theoretical and Applied Genetics, 2002, 105(5): 745-753.
[27]	LOWE L B, RIES S K. Endosperm protein of wheat seed as a determinant of seedling growth[J]. Plant Physiology, 1973, 51(1): 57-60.
[28]	SAJID Z A, AFTAB F. Amelioration of salinity tolerance in Solanum tuberosum L. by exogenous application of ascorbic acid in vitro cell[J]. In Vitro Cellular & Developmental Biology Plant, 2009, 45(5): 540-549.
[29]	ALI A, IQBAL N, ALI F, et al. Alternant era bettzickiana (Regel) G. Nicholson, a potential halophytic ornamental plant: growth and physiological adaptations[J]. Flora -Morphology, Distribution, Functional Ecology of Plants, 2012, 207(4): 318-321.
[30]	LONGO C, HOLNESS S, DE ANGELIS V, et al. From the outside to the inside: New insights on the main factors that guide seed dormancy and germination[J]. Genes, 2020, 12(1): 52.
[31]	SHU K, LIU X, XIE Q, et al. Two faces of one seed: Hormonal regulation of dormancy and germination[J]. Molecular Plant, 2016, 9(1): 34-45.
[32]	LIMAMI A M, ROUILLON C, GLEVAREC G, et al. Genetic and physiological analysis of germination efficiency in maize in relation to nitrogen metabolism reveals the importance of cytosolic glutamine synthetase[J]. Plant Physiology, 2002, 130(4): 1 860-1 870.
[33]	HUSSAAN M, TANWIR K, ABBAS S, et al. Zinc-lysine (Zn-Lys) decipher cadmium tolerance by improved antioxidants, nutrient acquisition, and diminished Cd retention in two contrasting wheat cultivars[J]. Journal of Plant Growth Regulation, 2022, 41(8): 3 479-3 497.
[34]	EINHELLING F A, SCHON M K, RASMUSSEN J A. Synergistic effects of four cinnamic acid compounds on grain sorghum[J]. Journal of Plant Growth Regulation, 1982, 1(4): 251-258.
[35]	GALANI S, AMAN A, QADER S A U. Germination potential index of Sindh rice cultivars on biochemical basis, using amylase as an indicator[J]. African Journal of Biotechnology, 2011, 10: 18 334-18 338.
[36]	ISMAIL A M, ELLA E S, VERGARA G V, et al. Mechanisms associated with tolerance for flooding during germination and early seedling growth in rice (Oryza sativa. L)[J]. Annals of Botany, 2009, 103(2): 197-209.
[37]	SAVAGE F W E, CLAY H A, LYNN J R, et al. Towards a genetic understanding of seed vigour in small-seeded crops using natural variation in Brassica oleracea[J]. Plant Science, 2010, 179(6): 582-589.
[38]	PINTHUS M J, KIMEL U. Speed of germination as a criterion of seed vigor in soybean[J]. Crop Science, 1979, 19(2): 291-292.
[39]	ZHANG H R, ZANG J, HUO Y Q, et al. Identification of the potential genes regulating seed germination speed in maize[J]. Plants, 2022, 11(4): 556.
[40]	REGAN K L, SIDDIQUE K H M, TURNER N C, et al. Potential for increasing early vigor and total biomass in spring wheat: 2. Characteristics associated with early vigor[J]. Australian Journal of Agricultural Research, 1992, 43(3): 541-553.
[41]	SHIPLEY B. Net assimilation rate, specific leaf area and leaf mass ratio: which is most closely correlated with relative growth rate? A meta-analysis[J]. Functional Ecology, 2006, 20(4): 565-574.
[42]	POORTER H. Growth responses of 15 rain-forest tree species to a light gradient: the relative importance of morphological and physiological traits[J]. Functional Ecology, 1999, 13(3): 396-410.
[43]	CATON B P, COPE A E, MORTIMER M. Growth traits of diverse rice cultivars under severe competition: implications for screening for competitiveness[J]. Field Crops Research, 2003, 83(2): 157-172.
[44]	STEEGE T, DEN OUDEN M W F M, LAMBERS H, et al. Genetic and physiological architecture of early vigor in Aegilops tauschii, the D-Genome donor of hexaploid wheat: A quantitative trait loci analysis[J]. Plant Physiology, 2005, 139(2): 1 078-1 094.
[45]	MAYDUP M L, GRACIANO C, GUIAMET J J, et al. Analysis of early vigour in twenty modern cultivars of breed wheat (Triticum aestivum L.)[J]. Crop and Pasture Science, 2012, 63(10): 987-996.
[46]	DINGKUHN M, LUQUET D, QUILOT B, et al. Environmental and genetic control of morphogenesis in crops: towards models simulating phenotypic plasticity[J]. Australian Journal of Agricultural Research, 2005, 56(11): 1 289-1 302.
[47]	LUQUET D, DINGKUHN M, KIM H K, et al. EcoMeristem, a model of morphogenesis and competition among sinks in rice: 1. Concept, validation and sensitivity analysis[J]. Functional Plant Biology, 2006, 33(4): 309-323.
[48]	REBOLLEDO M C, DINGKUHN M, PERE P, et al. Developmental dynamics and early growth vigour in rice: I. Relationship between development rate (1/Phyllochron) and growth[J]. Journal of Agronomy and Crop Science, 2012, 198(5): 374-384.
[49]	LUQUET J C S, REBOLLEDO M C, ROUAN L, et al. Developmental dynamics and early growth vigour in rice: 2. Modelling genetic diversity using ecomeristem[J]. Journal of Agronomy and Crop Science, 2012, 198(5): 385-398.
[50]	ZHANG L, RICHARDS R A, CONDON A G, et al. Recurrent selection for wider seedling leaves increases early biomass and leaf area in wheat (Triticum aestivum L.)[J]. Journal of Experimental Botany, 2015, 66(5): 1 215-1 226.
[51]	DUAN T, CHAPMAN S C, HOLLAND E, et al. Dynamic quantification of canopy structure to characterize early plant vigour in wheat genotypes[J]. Journal of Experimental Botany, 2016, 67(15): 4 523-4 534.
[52]	ASHRAF M Y, AZMI A R, NAQVI S S M, et al. Alpha-amylase, protease activities and associated changes under water stress conditions in wheat seedlings[J]. Pakistan Journal of Scientific and Industrial Research, 1995, 38: 430-434.
[53]	KAPOOR N, ARYA A, SIDDIQUI M A, et al. Physiological and biochemical changes during seed deterioration in aged seeds of rice (Oryza sativa L.)[J]. American Journal of Plant Physiology, 2011, 6(1): 28-35.
[54]	YANG C W, SUNG J M. Relations between nitrate reductase activity and growth in rice seedlings[J]. Journal of the Agricultural Association of China, 1980, 1: 15-23.
[55]	WANG Z, WANG J, ZHOU R, et al. Identification of quantitative trait loci for cold tolerance during the germination and seedling stages in rice (Oryza sativa L.)[J]. Euphytica, 2011, 181(3): 405-413.
[56]	LIU X, YUAN Y, MARTINEZ C, et al. Identification of QTL for early vigor and leaf senescence across two tropical maize doubled haploid populations under nitrogen deficient conditions[J]. Euphytica, 2020, 216(3): 1-14.
[57]	随晶晶, 赵桂龙, 金欣, 等. 水稻孕穗期耐冷调控的分子及生理机制研究进展[J/OL]. 中国水稻科学, 2024.
[58]	CHENG X X, CHENG J P, HUANG X, et al. Dynamic quantitative trait loci analysis of seed reserve utilization during three germination stages in rice[J]. PLoS One, 2013, 8(11): e80002.
[59]	DIWAN J, CHANNBYREGOWDA M, SHENOY V, et al. Molecular mapping of early vigour related QTLs in rice[J]. Research Journal of Biology, 2013, 1: 24-30.
[60]	SANDHU N, TORRES R O, CRUZ T S M, et al. Traits and QTLs for development of dry direct seeded rainfed rice varieties[J]. Journal of Experimental Botany, 2014, 66(1): 225-244.
[61]	ZHOU L, WANG J K, YI Q, et al. Quantitative trait loci for seedling vigor in rice under field conditions[J]. Field Crops Research, 2006, 100(2-3): 294-301.
[62]	WANG Z, WANG J, BAO Y, et al. Quantitative trait loci analysis for rice seed vigor during the germination stage[J]. Journal of Zhejiang University. Science B, 2010, 11(12): 958-964.
[63]	XIE L, TAN Z, ZHOU Y, et al. Identification and fine mapping of quantitative trait loci for seed vigor in germination and seedling establishment in rice[J]. Journal of Integrative Plant Biology, 2014, 56(8): 749-759.
[64]	DAI L, LU X, SHEN L, et al. Genome-wide association study reveals novel QTLs and candidate genes for seed vigor in rice[J]. Frontiers in Plant Science, 2022, 13: 1 005 203.
[65]	TAKEHARA S, SAKURABA S, MIKAMI B, et al. A common allosteric mechanism regulates homeostatic inactivation of auxin and gibberellin[J]. Nature Communications, 2020, 11(1): 2 143.
[66]	HSIEH K T, CHEN Y T, HU T J, et al. Comparisons within the rice GA 2-oxidase gene family revealed three dominant paralogs and a functional attenuated gene that led to the identification of four amino acid variants associated with GA deactivation capability[J]. Rice, 2021, 14: 1-25.
[67]	SINGH U M, SHAILESH Y, SHILPI D, et al. QTL hotspots for early vigor and related traits under dry direct-seeded system in rice (Oryza sativa L.)[J]. Frontiers in Plant Science, 2017, 8:286.
[68]	CHEN K, ZHANG Q, WANG C C, et al. Genetic dissection of seedling vigour in a diverse panel from the 3000 rice (Oryza sativa L.) Genome Project[J]. Scientific Reports, 2019, 9(1): 4 804.
[69]	REBETZKE G J, APPELS R, MORRISON A D, et al. Quantitative trait loci on chromosome 4B for coleoptile length and early vigour in wheat (Triticum aestivum L.)[J]. Australian Journal of Agricultural Research, 2001, 52(12): 1 221-1 234.
[70]	SPIELMEYER W, HYLES J, JOAQUIM P, et al. QTL on chromosome 6A in bread wheat (Triticum aestivum L.) is associated with longer coleoptiles, greater seedling vigour and final plant height[J]. Theoretical and Applied Genetics, 2007, 115(1): 59-66.
[71]	LANDJEVA S, NEUMANN K, LOHWASSER U, et al. Molecular mapping of genomic regions associated with wheat seedling growth under osmotic stress[J]. Biologia Plantarum, 2008, 52(2): 259-266.
[72]	GENC Y, OLDACH K, VERBYLA A P, et al. Sodium exclusion QTL associated with improved seedling growth in bread wheat under salinity stress[J]. Theoretical and Applied Genetics, 2010, 121(5): 877-894.
[73]	TRACHSEL S, SUN D P, SANVICENTE F M, et al. Identification of QTL for early vigor and stay-green conferring tolerance to drought in two connected advanced backcross populations in tropical maize (Zea mays L.)[J]. PLoS One, 2016, 11(3): e0149636.
[74]	KEYES G, SORRELLS M E, SETTER T L. Gibberellic acid regulates cell wall extensibility in wheat (Triticum aestivum L.)[J]. Plant Physioogy, 1990, 92(1): 242-245.
[75]	HOOGENDOORN J, RICKSON J M, GALE M D. Differences in leaf and stem anatomy related to plant height of tall and dwarf wheat (Triticum aestivum L.)[J]. Journal of Plant Physiology, 1990, 136(1): 72-77.
[76]	BOTWRIGHT T L, REBETZKE G J, CONDON A G, et al. Influence of the gibberellin-sensitive Rht8 dwarfing gene on leaf epidermal cell dimensions and early vigour in wheat (Triticum aestivum L.)[J]. Annals of Botany, 2005, 95(4): 631-639.
[77]	AMRAM A, MYERS A F, GOLAN G, et al. Effect of GA-sensitivity on wheat early vigor and yield components under deep sowing[J]. Frontiers in Plant Science, 2015, 6: 487.
[78]	LI X H, QIAN Q, FU Z M, et al. Control of tillering in rice[J]. Nature, 2003, 422(6932): 618-621.
[79]	ZUO Y, WANG Z, JIAO J, et al. Effects of GA3 seed soaking on antioxidant enzymes and endogenous hormones of maize embryo under low temperature[J]. Chinese Journal of Ecology, 2021, 40(5): 1 340.
[80]	张哲. 水稻矮化多分蘖突变体p47dt1的基因定位及氮素应答分析[D]. 哈尔滨: 东北农业大学, 2022.
[81]	JIANG W, LEE J, JIN Y M, et al. Identification of QTLs for seed germination capability after various storage periods using two RIL populations in rice[J]. Molecules and Cells, 2011, 31: 385-392.
[82]	LEE R H, HSU J H, HUANG H J, et al. Alkaline α-galactosidase degrades thylakoid membranes in the chloroplast during leaf senescence in rice[J]. New Phytologist, 2009, 184(3): 596-606.
[83]	HUANG C, JI Z, HUANG Q, et al. Natural variation of the cytochrome c oxidase subunit 5B OsCOX5B regulates seed vigor involving energy production in rice[J]. Journal of Integrative Agriculture, 2023.
[84]	ZHAO J, LI W, SUN S, et al. The rice small auxin-up RNA gene OsSAUR33 regulates seed vigor via sugar pathway during early seed germination[J]. International Journal of Molecular Sciences, 2021, 22(4): 1 562.
[85]	HE Y, CHENG J, HE Y, et al. Influence of isopropylmalate synthase OsIPMS1 on seed vigour associated with amino acid and energy metabolism in rice[J]. Plant Biotechnology Journal, 2019, 17(2): 322-337.
[86]	BENSEN R J, JOHAL G S, CRANE V C, et al. Cloning and characterization of the maize An1 gene[J]. The Plant Cell, 1995, 7(1): 75-84.
[87]	LI W, YANG B, XU J, et al. A genome-wide association study reveals that the 2‐oxoglutarate/malate translocator mediates seed vigor in rice[J]. The Plant Journal, 2021, 108(2): 478-491.
[88]	YANG X, GONG P, LI K, et al. A single cytosine deletion in the OsPLS1 gene encoding vacuolar-type H⁺-ATPase subunit A1 leads to premature leaf senescence and seed dormancy in rice[J]. Journal of Experimental Botany, 2016, 67(9): 2 761-2 776.
[89]	JONGDEE B, PANTUWAN G, FUKAI S, et al. Improving drought tolerance in rainfed lowland rice: an example from Thailand[J]. Agricultural Water Management, 2006, 80(1-3): 225-240.
[90]	NGUYEN V H, STUART A M, NGUYEN T M P, et al. An assessment of irrigated rice cultivation with different crop establishment practices in Vietnam[J]. Scientific Reports, 2022, 12(1): 401.
[91]	XU S, FEI Y X, WANG Y, et al. Identification of a seed vigor-related QTL cluster associated with weed competitive ability in direct-seeded rice (Oryza sativa L.)[J]. Rice, 2023, 16: 45.
[92]	PANDA D, BARIK J. Flooding tolerance in rice: Focus on mechanisms and approaches[J]. Rice Science, 2021, 28(1): 43-57.
[93]	EL-HENDAWY S, SONE C, ITO O, et al. Traits associated with the escape strategy are responsible for flash flooding tolerance of rice during the emergence and seedling stages[J]. Cereal Research Communications, 2015, 43(3): 525-536.
[94]	RAJ S K, SYRIAC E K. Weed management in direct seeded rice: A review[J]. Agricultural Reviews, 2017, 38(1): 41-50.
[95]	WEERAKOON W M W, MUTUNAYAKE M M P, BANDARA C, et al. Direct-seeded rice culture in Sri Lanka[J]. Field Crops Research, 2011, 121(1): 53-63.
[96]	JIN Z, MU Y, LI Y, et al. Effect of different rice planting methods on the water, energy and carbon footprints of subsequent wheat[J]. Frontiers in Sustainable Food Systems, 2023, 7: 1 173 916.
[97]	COLEMAN R K, GILL G S, REBETZKE G J. Identification of quantitative trait loci for traits conferring weed competitiveness in wheat (Triticum aestivum L.)[J]. Australian Journal of Agricultural Research, 2001, 52(12): 1 235-1 246.
[98]	ANDREW I K S, STORKEY J, SPARKES D L, et al. A review of the potential for competitive cereal cultivars as a tool in integrated weed management[J]. Weed Research, 2015, 55(3): 239-248.
[99]	SINGH A K, CHINNUSAMY V. Enhancing rice productivity in water-stressed environments: Perspectives for genetic improvement and management[C]// Drought Frontiers In Rice: Crop Improvement for Increased Rainfed Production, 2009: 233-257.
[100]	RICHARD R A. Crop improvement for temperate Australia: future opportunities[J]. Field Crops Research, 1991, 26(2): 141-169.
[101]	FISCHER R A. Growth and water limitation to dryland wheat yield in Australia: a physiological framework[J]. Journal of the Australian Institute of Agricultural Science, 1979, 45: 83-94.
[102]	LIU B S, WU J Y, YANG S Q, et al. Nitrate regulation of lateral root and root hair development in plants[J]. Journal of Experimental Botany, 2020, 71(15): 4 405-4 414.
[103]	LIAO M T, FILLERY I R P, PALTA J A. Early vigorous growth is a major factor influencing nitrogen uptake in wheat[J]. Functional Plant Biology, 2004, 31(2): 121-129.
[104]	RYAN P R, LIAO M, DELHAIZE E, et al. Early vigour improves phosphate uptake in wheat[J]. Journal of Experimental Botany, 2015, 66(22): 7 089-7 100.
[105]	BROWN L K, GEORGE T S, THOMPSON J A, et al. What are the implications of variation in root hair length on tolerance to phosphorus deficiency in combination with water stress in barley (Hordeum vulgare)[J]. Annals of Botany, 2012, 110(2): 319-328.
[106]	WHITE P J, GEORGE T S, DUPUY L X, et al. Root traits for infertile soils[J]. Frontiers in Plant Science, 2013, 4: 193.
[107]	LYNCH J P. Steep, cheap and deep: An ideotype to optimize water and N acquisition by maize root systems[J]. Annals of Botany, 2013, 112(2): 347-357.
[108]	LOBELL D B, GOURDJI S M. The influence of climate change on global crop productivity[J]. Plant Physiology, 2012, 160(4): 1 686-1 697.
[109]	PENG S B, HUANG J L, SHEEHY J E, et al. Rice yields decline with higher night temperature from global warming[J]. Proceedings of the National Academy of Sciences of the United States of America, 2004, 101(27): 9 971-9 975...
[110]	NELSON G C, ROSEGRANT M W, KOO J, et al. Climate change: Impact on agriculture and costs of adaptation[M]. Washington: International Food Policy Research Institute, 2009.
[111]	FATIMA Z, NAZ S, IQBAL P, et al. Field crops and climate change[C]// Building Climate Resilience in Agriculture: Theory, Practice and Future Perspective, 2022: 83-94.
[112]	ITTERSUM M K V, HOWDEN S M, ASSENG S. Sensitivity of productivity and deep drainage of wheat cropping systems in a Mediterranean environment to changes in CO₂, temperature and precipitation[J]. Agriculture Ecosystems & Environment, 2003, 97(1-3): 255-273.
[113]	DOWLA M A N N U, EDWARDS I, O'HARA G, et al. Developing wheat for improved yield and adaptation under a changing climate: Optimization of a few key genes[J]. Engineering, 2018, 4(4): 514-522.
[114]	LUDWIG F, ASSENG S. Potential benefits of early vigor and changes in phenology in wheat to adapt to warmer and drier climate[J]. Agricultural Systems, 2010, 103(3): 127-136.
[115]	HUANG S B, GREENWAY H, COLMER T D. Anoxia tolerance in rice seedlings: exogenous glucose improves growth of an anoxia- ‘intolerant’, but not of a ‘tolerant’ genotype[J]. Journal of Experimental Botany, 2003, 54(391): 2 363-2 373.
[116]	王磊. 大豆苗期株型和生理性状的高通量光谱测定、生物量建模和全基因组关联分析[D]. 南京: 南京农业大学, 2024.
[117]	GROSSKINSKY D K, SVENSGAARD J, CHRISTENSEN S. Plant phenomics and the need for physiological phenotyping across scales to narrow the genotype-to-phenotype knowledge gap[J]. Journal of Experimental Botany, 2015, 66(18): 5 429-5 440.
[118]	FAHLGREN N, FELDMAN M, GEHAN M A. A versatile phenotyping system and analytics platform reveals diverse temporal responses to water availability in Setaria[J]. Molecular Plant, 2015, 8(10): 1 520-1 535.
[119]	KIPP S, MISTELE B, BARESEL P, et al. High-throughput phenotyping early plant vigour of winter wheat[J]. European Journal of Agronomy, 2014, 52: 271-278.
[120]	TACJKENBERG O. A new method for non-destructive measurement of biomass, growth rates, vertical biomass distribution and dry matter content based on digital image analysis[J]. Annals of Botany, 2007, 99(4): 777-783.
[121]	BYLESJÖ M, SEGURA V, SOOLANAYAKANAHALLY R Y, et al. Lamina: A tool for rapid quantification of leaf size and shape parameters[J]. BMC Plant Biology, 2008, 8: 1-9.
[122]	穆金虎, 陈玉泽, 冯慧, 等. 作物育种学领域新的革命:高通量的表型组学时代[J]. 植物科学学报, 2016, 34(6):962-971.
[123]	PAPROKI A, SIRAULT X, BERRY S, et al. A novel mesh processing based technique for 3D plant analysis[J]. BMC Plant Biology, 2012, 12: 63.
[124]	徐宏发, 刘正辉, 张红梅, 等. 基于近红外光谱技术的水稻节间主要碳氮代谢组分分析[J]. 浙江大学学报(农业与生命科学版), 2024, 50(3):393-405.
[125]	ZHENG H, ZHOU X, HE J, et al. Early season detection of rice plants using RGB, NIR-GB and multispectral images from unmanned aerial vehicle(UAV)[J]. Computers and Electronics in Agriculture, 2020, 169: 105 223.
[126]	DUAN T, CHAPMAN S C, HOLLAND E, et al. Dynamic quantifcation of canopy structure to characterize early plant vigour in wheat genotypes[J]. Journal of Experimental Botany, 2016, 67(15): 4 523-4 534.
[127]	刘建刚, 赵春江, 杨贵军, 等. 无人机遥感解析田间作物表型信息研究进展[J]. 农业工程学报, 2016, 32(24):98-106.
[128]	张小青, 邵松, 郭新宇, 等. 田间玉米苗期高通量动态监测方法[J]. 智慧农业(中英文), 2021, 3(2):88-99.
[129]	袁培森, 薛铭家, 熊迎军, 等. 基于无人机高通量植物表型大数据分析及应用研究综述[J]. 农业大数据学报, 2021, 3(3):62-75.
[130]	TORRES-SANCHEZ J, PENA J M, DE CASTRO A I. Multi-temporal mapping of the vegetation fraction in early-season wheat fields using images from UAV[J]. Computers and Electronics in Agriculture, 2014, 103: 104-113.
[131]	ESPOSITO M, CRIMALDI M, CIRILLO V, et al. Drone and sensor technology for sustainable weed management: A review[J]. Chemical and Biological Technologies in Agriculture, 2021, 8: 1-11.
[132]	AWAIS M. Research on crop water stress recognition and efficient intelligent irrigation system based on UAV high resolution RGB image and thermal image[D]. Zhenjiang: Jiangsu University, 2022.
[133]	JAVED T, AFZAL I, SHABBIR R, et al. Seed coating technology: An innovative and sustainable approach for improving seed quality and crop performance[J]. Journal of the Saudi Society of Agricultural Sciences, 2022, 21(8): 536-545.
[134]	MEHMOOD S, AWAIS M, SHAHEEN S, et al. Seed coated by boric acid enhances growth, yield and kernel quality of both fine and coarse rice (Oryza sativa L.) under semi-arid environmental condition[J]. Journal of Arable Crops and Marketing, 2022, 4(1): 39-47.
[135]	JAVED T, AFZAL I, MAURO R P. Seed coating in direct seeded rice: An innovative and sustainable approach to enhance grain yield and weed management under submerged conditions[J]. Sustainability, 2021, 13(4): 2 190.
[136]	TAVARES L C, RUFINO C A, BRUNES A P, et al. Physiological performance of wheat seeds coated with micronutrients[J]. Jounal of Seed Science, 2013, 35(1): 28-34.
[137]	CORLETT F M F, DE A RUFINO C, VIEIRA J F, et al. The influence of seed coating on the vigor and early seedling growth of barley[J]. Ciencia e Investigación Agraria: Revista Latinoamericana de Ciencias de la Agricultura, 2014, 41(1): 129-136.
[138]	GONG D, ZHANG X, YAO J P, et al. Synergistic effects of bast fiber seedling film and nano-silicon fertilizer to increase the lodging resistance and yield of rice[J]. Scientific Reports, 2021, 11(1): 12 788.
[139]	ROS C, BELL R W, WHITE P F. Phosphorus seed coating and soaking for improving seedling growth of Oryza sativa (rice) cv. IR66[J]. Seed Science and Technology, 2000, 28(2): 391-402.
[140]	ROS C, BELL R W, WHITE P F. Seeding vigor and the early growth of transplanted rice(Oryza sativa L.)[J]. Plant and Soil, 2003, 252(2): 325-337.
[141]	JATISH C, BISWAS J, AGDISH K, et al. Rhizobial inoculation influences seedling vigor and yield of rice[J]. Agronomy Journal, 2000, 92(5): 880-886.
[142]	CHANDRAKALA C, VOLETI S R, BANDEPPA S, et al. Silicate solubilization and plant growth promoting potential of Rhizobium sp. isolated from rice rhizosphere[J]. Silicon, 2019, 11(6): 2 895-2 906.
[143]	HERNÁNDEZ I, TAULÉC, PÉREZ-PÉREZ R, et al. Endophytic rhizobia promote the growth of Cuban rice cultivar[J]. Symbiosis, 2021, 85(2): 175-190.
[144]	LI H, ZENG S, LUO X W, et al. Effects of degradable mulching film on soil temperature, seed germination and seedling growth of direct-seeded rice (Oryza sativa L.)[J]. Applied Ecology and Environmental Research, 2020, 18(6): 8 233-8 249.
[145]	WANG C, QIAO Y, ZONG R, et al. Sub‐soil plastic film mulch promotes the growth and yield improvement of winter wheat in coastal saline-alkali soil[J]. Crop Science, 2024, 64(1): 442-454.
[146]	HAFEZ M, POPOV A I, RASHAD M. Integrated use of bio-organic fertilizers for enhancing soil fertility-plant nutrition, germination status and initial growth of corn (Zea mays L.)[J]. Environmental Technology and Innovation, 2021, 21: 101 329.
[147]	KHAEIM H, KENDE Z, JOLÁNKAI M, et al. Impact of temperature and water on seed germination and seedling growth of maize (Zea mays L.)[J]. Agronomy, 2022, 12(2): 397.