Anderson EJ, Ali MD, Beavis WD, Chen P, Clemente TE, Diers BW et al (2019) Soybean [Glycine max (L.) Merr.] breeding: history, improvement, production and future opportunities. In: Al-Khayri J, Jain S, Johnson D (eds) Advances in plant breeding strategies: legumes. Springer, Cham, pp 431–516
Google Scholar
Anwaar HA, Perveen R, Mansha MZ, Abid M, Sarwar ZM, Aatif HM, Umar UUD, Sajid M, Aslam HMU, Alam MM, Rizwan M, Ikram RM, Alghanem SMS, Rashid A, Khan KA (2020) Assessment of grain yield indices in response to drought stress in wheat (Triticum aestivum L.). Saudi J Biol Sci 27(7):1818–1823
CAS
PubMed
Google Scholar
Baillo EH, Kimotho RN, Zhang Z, Xu P (2019) Transcription factors associated with abiotic and biotic stress tolerance and their potential for crops improvement. Genes 10(10):771
CAS
PubMed Central
Google Scholar
Bylesjö M, Rantalainen M, Cloarec O, Nicholson JK, Holmes E, Trygg J (2006) OPLS discriminant analysis, combining the strengths of PLS-DA and simca classification. J Chemometrics 20(8–10):341–351
Google Scholar
Cao Y, Luo Q, Tian Y, Meng F (2017) Physiological and proteomic analyses of the drought stress response in Amygdalus mira (Koehne) Yü Et Lu roots. BMC Plant Biol 17(1):53
PubMed
PubMed Central
Google Scholar
Caser M, D’Angiolillo F, Chitarra W, Lovisolo C, Ruffoni B, Pistelli L, Pistelli L, Scariot V (2018) Ecophysiological and phytochemical responses of Salvia sinaloensis Fern. to drought stress. Plant Growth Regul. 84(2):383–394
CAS
Google Scholar
Chen ML, Huang YQ, Liu JQ, Yuan BF, Feng YQ (2011) Highly sensitive profiling assay of acidic plant hormones using a novel mass probe by capillary electrophoresis-time of flight-mass spectrometry. J Chromatogr B Analyt Technol Biomed Life Sci 879(13–14):938–944
CAS
PubMed
Google Scholar
Cramer GR, van Sluyter SC, Hopper DW, Pascovici D, Keighley T, Haynes PA (2013) Proteomic analysis indicates massive changes in metabolism prior to the inhibition of growth and photosynthesis of grapevine (Vitis vinifera L.) in response to water deficit. BMC Plant Biol. 13:49
CAS
PubMed
PubMed Central
Google Scholar
Dai T, Chang X, Hu Z, Liang L, Sun M, Liu P, Liu X (2019) Untargeted metabolomics based on GC-MS and chemometrics, a new tool for the early diagnosis of strawberry anthracnose caused by Colletotrichum theobromicola. Plant Dis 103(10):2541–2547
CAS
PubMed
Google Scholar
Daryanto S, Wang L, Jacinthe PA (2016) Global synthesis of drought effects on maize and wheat production. PLoS ONE 11(5):e0156362
PubMed
PubMed Central
Google Scholar
Dong S, Jiang Y, Dong Y, Wang L, Wang W, Ma Z, Yan C, Ma C, Liu L (2019) A study on soybean responses to drought stress and rehydration. Saudi J Biol Sci 26(8):2006–2017
PubMed
PubMed Central
Google Scholar
FAO. Food and Agriculture Organization of United Nations. 2018. http://www.fao.org/faostat/en/#data/QC. Accessed 11 Nov 2020.
Furlan AL, Bianucci E, Giordano W, Castro S, Becker DF (2020) Proline metabolic dynamics and implications in drought tolerance of peanut plants. Plant Physiol Biochem 151:566–578
CAS
PubMed
Google Scholar
Ghosson H, Schwarzenberg A, Jamois F, Yvin JC (2018) Simultaneous untargeted and targeted metabolomics profiling of underivatized primary metabolites in sulfur-deficient barley by ultra-high performance liquid chromatography-quadrupole/time-of-flight mass spectrometry. Plant Methods 14:62
PubMed
PubMed Central
Google Scholar
Godfray HCJ, Beddington JR, Crute IR, Haddad L, Lawrence D, Muir JF, Pretty J, Robinson S, Thomas SM, Toulmin C (2010) Food security: the challenge of feeding 9 billion people. Science 327(5967):812–818
CAS
PubMed
Google Scholar
Guo R, Shi L, Jiao Y, Li M, Zhong X, Gu F, Liu Q, Xia X, Li H (2018) Metabolic responses to drought stress in the tissues of drought-tolerant and drought-sensitive wheat genotype seedlings. AoB Plants 10(2):ply016
PubMed
PubMed Central
Google Scholar
Guo X, Xin Z, Yang T, Ma X, Zhang Y, Wang Z, Ren Y, Lin T (2020) Metabolomics response for drought stress tolerance in chinese wheat genotypes (Triticum aestivum). Plants 9(4):520
CAS
PubMed Central
Google Scholar
Hasanuzzaman M, Nahar K, Rahman A, Mahmud JA, Hossain MS, Fujita M (2016) 4—soybean production and environmental stresses. In: Miransari M (ed) Environmental stresses in soybean production, vol 2016. Academic Press, Cambridge, pp 61–102
Google Scholar
Hayat S, Hayat Q, Alyemeni MN, Wani AS, Pichtel J, Ahmad A (2012) Role of proline under changing environments: a review. Plant Signal Behav 7(11):1456–1466
CAS
PubMed
PubMed Central
Google Scholar
Higashi Y, Saito K (2019) Lipidomic studies of membrane glycerolipids in plant leaves under heat stress. Prog Lipid Res 75:100990
CAS
PubMed
Google Scholar
Hrmova M, Gilliham M (2018) Plants fighting back: to transport or not to transport, this is a structural question. Curr Opin Plant Biol 46:68–76
CAS
PubMed
Google Scholar
Hrmova M, Gilliham M, Tyerman SD (2020) Plant transporters involved in combating boron toxicity: beyond 3D structures. Biochem Soc Trans 48(4):1683–1696
CAS
PubMed
PubMed Central
Google Scholar
Jia H, Wang L, Li J, Sun P, Lu M, Hu J (2020) Comparative metabolomics analysis reveals different metabolic responses to drought in tolerant and susceptible poplar species. Physiol Plant 168(3):531–546
CAS
PubMed
Google Scholar
Jørgensen K, Rasmussen AV, Morant M, Nielsen AH, Bjarnholt N, Zagrobelny M, Bak S, Møller BL (2005) Metabolon formation and metabolic channeling in the biosynthesis of plant natural products. Curr Opin Plant Biol 8(3):280–291
PubMed
Google Scholar
Kang Z, Babar MA, Khan N, Guo J, Khan J, Islam S, Shrestha S, Shahi D (2019) Comparative metabolomic profiling in the roots and leaves in contrasting genotypes reveals complex mechanisms involved in post-anthesis drought tolerance in wheat. PLoS ONE 14(3):e0213502
CAS
PubMed
PubMed Central
Google Scholar
Kessler A, Kalske A (2018) Plant secondary metabolite diversity and species interactions. Annu Rev Ecol Evol Syst 49(1):115–138
Google Scholar
Khan MA, Sahile AA, Jan R, Asaf S, Hamayun M, Imran M, Adhikari A, Kang SM, Kim KM, Lee IJ (2021) Halotolerant bacteria mitigate the effects of salinity stress on soybean growth by regulating secondary metabolites and molecular responses. BMC Plant Biol 21(1):176
CAS
PubMed
PubMed Central
Google Scholar
Łangowski Ł, Goñi O, Marques FS, Hamawaki OT, da Silva CO, Nogueira APO, Teixeira MAJ, Glasenapp JS, Pereira M, O’ Connell, S, (2021) Ascophyllum nodosum extract (SealicitTM) boosts soybean yield through reduction of pod shattering-related seed loss and enhanced seed production. Front Plant Sci 12:631768
PubMed
PubMed Central
Google Scholar
Li Q, Song J (2019) Analysis of widely targeted metabolites of the euhalophyte Suaeda salsa under saline conditions provides new insights into salt tolerance and nutritional value in halophytic species. BMC Plant Biol 19(1):388
PubMed
PubMed Central
Google Scholar
Li X, Zhang X, Ye L, Kang Z, Jia D, Yang L, Zhang B (2019) LC-MS-based metabolomic approach revealed the significantly different metabolic profiles of five commercial truffle species. Front Microbiol 10:2227
PubMed
PubMed Central
Google Scholar
Lobell DB, Schlenker W, Costa-Roberts J (2011) Climate trends and global crop production since 1980. Science 333(6042):616–620
CAS
PubMed
Google Scholar
Moradi P, Ford-Lloyd B, Pritchard J (2017) Metabolomic approach reveals the biochemical mechanisms underlying drought stress tolerance in thyme. Anal Biochem 527:49–62
CAS
PubMed
Google Scholar
Mukami A, Ngetich A, Mweu C, Oduor RO, Muthangya M, Mbinda WM (2019) Differential characterization of physiological and biochemical responses during drought stress in finger millet varieties. Physiol Mol Biol Plants 25(4):837–846
CAS
PubMed
PubMed Central
Google Scholar
Müller M, Schneider JR, Klein VA, da Silva E, da Silva Júnior JP, Souza AM, Chavarria G (2021) Soybean root growth in response to chemical, physical, and biological soil variations. Front Plant Sci 12:602569
PubMed
PubMed Central
Google Scholar
Nabi RBS, Tayade R, Hussain A, Adhikari A, Lee IJ, Loake GJ, Yun BW (2021) A novel DUF569 gene is a positive regulator of the drought stress response in arabidopsis. Int J Mol Sci 22(10):5316
CAS
PubMed
PubMed Central
Google Scholar
Otie V, Udo I, Shao Y, Itam MO, Okamoto H, An P, Eneji EA (2021) Salinity effects on morpho-physiological and yield traits of soybean (Glycine max L.) as mediated by foliar spray with brassinolide. Plants 10(3):541
CAS
PubMed
PubMed Central
Google Scholar
Ozturk M, Turkyilmaz Unal B, García-Caparrós P, Khursheed A, Gul A, Hasanuzzaman M (2021) Osmoregulation and its actions during the drought stress in plants. Physiol Plant 172(2):1321–1335
CAS
PubMed
Google Scholar
Perlikowski D, Augustyniak A, Skirycz A, Pawłowicz I, Masajada K, Michaelis ÏN, Kosmala A (2020) Efficient root metabolism improves drought resistance of Festuca arundinacea. Plant Cell Physiol 61(3):492–504
CAS
PubMed
Google Scholar
Piasecka A, Jedrzejczak-Rey N, Bednarek P (2015) Secondary metabolites in plant innate immunity: conserved function of divergent chemicals. New Phytol 206(3):948–964
PubMed
Google Scholar
Prince SJ, Vuong TD, Wu X, Bai Y, Lu F, Kumpatla SP, Valliyodan B, Shannon JG, Nguyen HT (2020) Mapping quantitative trait loci for soybean seedling shoot and root architecture traits in an inter-specific genetic population. Front Plant Sci 11:1284
PubMed
PubMed Central
Google Scholar
Qaseem MF, Wu AM (2020) Balanced xylan acetylation is the key regulator of plant growth and development, and cell wall structure and for industrial utilization. Int J Mol Sci 21(21):7875. https://doi.org/10.3390/ijms21217875
Article
CAS
PubMed Central
Google Scholar
Rabara RC, Tripathi P, Rushton PJ (2017) Comparative metabolome profile between tobacco and soybean grown under water-stressed conditions. BioMed Res Int 2017:3065251
PubMed
PubMed Central
Google Scholar
Sarker U, Oba S (2018) Drought stress enhances nutritional and bioactive compounds, phenolic acids and antioxidant capacity of Amaranthus leafy vegetable. BMC Plant Biol 18(1):258
CAS
PubMed
PubMed Central
Google Scholar
Selegato DM, Pilon AC, Carnevale Neto F (2019) Plant metabolomics using NMR spectroscopy. Methods Mol Biol 2037:345–362
CAS
PubMed
Google Scholar
Sheteiwy MS, Abd Elgawad H, Xiong YC, Macovei A, Brestic M, Skalicky M, Shaghaleh H, Alhaj Hamoud Y, El-Sawah AM (2021) Inoculation with Bacillus amyloliquefaciens and mycorrhiza confers tolerance to drought stress and improve seed yield and quality of soybean plant. Physiol Plant 172(4):2153–2169
CAS
PubMed
Google Scholar
Szabados L, Savouré A (2010) Proline: a multifunctional amino acid. Trends Plant Sci 15(2):89–97
CAS
PubMed
Google Scholar
Thayale Purayil F, Rajashekar B, Kurup SS, Cheruth AJ, Subramaniam S, Hassan Tawfik N, Amiri KMA (2020) Transcriptome profiling of Haloxylon persicum (Bunge Ex Boiss and Buhse) an endangered plant species under PEG-induced drought stress. Genes 11(6):640
PubMed Central
Google Scholar
Thévenot EA, Roux A, Xu Y, Ezan E, Junot C (2015) Analysis of the human adult urinary metabolome variations with age, body mass index, and gender by implementing a comprehensive workflow for univariate and OPLS statistical analyses. J Proteome Res 14(8):3322–3335
PubMed
Google Scholar
Tilman D, Balzer C, Hill J, Befort BL (2011) Global food demand and the sustainable intensification of agriculture. Proc Natl Acad Sci USA 108(50):20260–20264
CAS
PubMed
PubMed Central
Google Scholar
Töpfer N, Kleessen S, Nikoloski Z (2015) Integration of metabolomics data into metabolic networks. Front Plant Sci 6:49
PubMed
PubMed Central
Google Scholar
Turtola S, Manninen AM, Rikala R, Kainulainen P (2003) Drought stress alters the concentration of wood terpenoids in scots pine and norway spruce seedlings. J Chem Ecol 29(9):1981–1995
CAS
PubMed
Google Scholar
Wang X, Komatsu S (2018) Proteomic approaches to uncover the flooding and drought stress response mechanisms in soybean. J Proteomics 172:201–215
CAS
PubMed
Google Scholar
Wang Y, Xu L, Shen H, Wang J, Liu W, Zhu X, Wang R, Sun X, Liu L (2015) Metabolomic analysis with GC-MS to reveal potential metabolites and biological pathways involved in Pb & Cd stress response of radish roots. Sci Rep 5:18296
CAS
PubMed
PubMed Central
Google Scholar
Yahyazadeh M, Meinen R, Hänsch R, Abouzeid S, Selmar D (2018) Impact of drought and salt stress on the biosynthesis of alkaloids in Chelidonium majus L. Phytochemistry 152:204–212
CAS
PubMed
Google Scholar
You J, Zhang Y, Liu A, Li D, Wang X, Dossa K, Zhou R, Yu J, Zhang Y, Wang L, Zhang X (2019) Transcriptomic and metabolomic profiling of drought-tolerant and susceptible sesame genotypes in response to drought stress. BMC Plant Biol 19(1):267
PubMed
PubMed Central
Google Scholar
Yuan H, Zeng X, Shi J, Xu Q, Wang Y, Jabu D, Sang Z, Nyima T (2018) Time-course comparative metabolite profiling under osmotic stress in tolerant and sensitive tibetan hulless barley. Biomed Res Int 2018:9415409
PubMed
PubMed Central
Google Scholar
Žádníková P, Wabnik K, Abuzeineh A, Gallemi M, Van Der Straeten D, Smith RS, Inzé D, Friml J, Prusinkiewicz P, Benková E (2016) A model of differential growth-guided apical hook formation in plants. Plant Cell 28(10):2464–2477
PubMed
PubMed Central
Google Scholar
Zhang JY, Cruz De Carvalho MH, Torres-Jerez I, Kang Y, Allen SN, Huhman DV, Tang Y, Murray J, Sumner LW, Udvardi MK (2014) Global reprogramming of transcription and metabolism in Medicago truncatula during progressive drought and after rewatering. Plant Cell Environ 37(11):2553–2576
PubMed
PubMed Central
Google Scholar
Zhang S, Ying H, Pingcuo G, Wang S, Zhao F, Cui Y, Shi J, Zeng H, Zeng X (2019a) Identification of potential metabolites mediating bird’s selective feeding on Prunus mira flowers. Biomed Res Int 2019:1395480
PubMed
PubMed Central
Google Scholar
Zhang X, Jiang X, He Y, Li L, Xu P, Sun Z, Li J, Xu J, Xia T, Hong G (2019b) AtHB2, a class II HD-ZIP protein, negatively regulates the expression of CsANS, which encodes a key enzyme in Camellia sinensis catechin biosynthesis. Physiol Plant 166(4):936–945
CAS
PubMed
Google Scholar
Zhang X, Xu Y, Huang B (2019c) Lipidomic reprogramming associated with drought stress priming-enhanced heat tolerance in tall fescue (Festuca arundinacea). Plant Cell Environ 42(3):947–958
CAS
PubMed
Google Scholar
Zhang H, Jiang C, Ren J, Dong J, Shi X, Zhao X, Wang X, Wang J, Zhong C, Zhao S, Liu X, Gao S, Yu H (2020a) An advanced lipid metabolism system revealed by transcriptomic and lipidomic analyses plays a central role in peanut cold tolerance. Front Plant Sci 11:1110
PubMed
PubMed Central
Google Scholar
Zhang X, Wu H, Chen J, Chen L, Wan X (2020b) Chloride and amino acids are associated with K+-alleviated drought stress in tea (Camellia Sinesis). Funct Plant Biol 47(5):398–408
CAS
PubMed
Google Scholar
Zhao M, Ren Y, Wei W, Yang J, Zhong Q, Li Z (2021) Metabolite analysis of Jerusalem artichoke (Helianthus tuberosus L.) seedlings in response to polyethylene glycol-simulated drought stress. Int J Mol Sci 22:3294
CAS
PubMed
PubMed Central
Google Scholar
Zhao Q, Shi X, Yan L, Yang C, Liu C, Feng Y, Zhang M, Yang Y, Liao H (2021) Characterization of the common genetic basis underlying seed hilum size, yield, and quality traits in soybean. Front Plant Sci 12:610214
PubMed
PubMed Central
Google Scholar
Zheng J, Johnson M, Mandal R, Wishart DS (2021) A comprehensive targeted metabolomics assay for crop plant sample analysis. Metabolites 11(5):5–303
Google Scholar
Zia R, Nawaz MS, Siddique MJ, Hakim S, Imran A (2021) Plant survival under drought stress: implications, adaptive responses, and integrated rhizosphere management strategy for stress mitigation. Microbiol Res 242:126626
CAS
PubMed
Google Scholar
Zulfiqar F, Akram NA, Ashraf M (2019) Osmoprotection in plants under abiotic stresses: new insights into a classical phenomenon. Planta 251(1):3
PubMed
Google Scholar