Abstract
Aims
Soil deficiencies with respect to the availability of macronutrients such as nitrogen, phosphorus, and potassium seriously affect the growth, yield, and grain quality of maize (Zea mays L.). To improve the utilization efficiency of mineral elements in maize, we wanted to find the key genes that regulate the growth of maize roots under nutrient-deficient conditions.
Methods
Maize plants were subjected to nitrogen, phosphorus, and potassium deficiency stress and their roots were collected and analyzed using transcriptome sequencing. GO and KEGG analyses of the differentially expressed genes (DEGs) were performed, and qPCR was used to verify the reliability of the transcriptome data.
Results
When maize was subjected to any of the three nutrient-deficiencies mentioned in Methods, the growth and root vitality of its roots were inhibited. 1255, 1082, and 324 genes specifically expressed when the maize was subjected to N, P, and K deficiencies, respectively, and all three treatments shared 575 DEGs. Genes that are associated with nutrient utilization, hormones, and transcription factors differentially expressed under different types of nutrient-deficiency stress. We speculated that MRP2, bZIP77, and bZIP53 play a positive regulatory role in maize root growth in an environment suffering from nutrient deficiencies.
Conclusions
The molecular mechanism by which maize root growth responds to nutrient stress is complicated. NPF7.3, GlpT4, HAK24, and HAK5, MRP2, bZIP77, and bZIP53 can be used as candidates’ genes that regulate maize root growth under nitrogen, phosphorus, and potassium deficiency stress.
Similar content being viewed by others
Abbreviations
- ABA:
-
Abscisic acid
- BR:
-
Brassinosteroids
- CK:
-
Cytokinins
- DEGs:
-
Differentially expressed genes
- ETH:
-
Ethylene
- FC:
-
Fold change
- FPKM:
-
Fragments per kilobase of gene per million
- GA:
-
Gibberellins
- GO:
-
Gene Ontology
- JA:
-
Jasmonic acid
- K:
-
Potassium
- KEGG:
-
Kyoto Encyclopedia of Genes and Genomes
- LBD:
-
LOB domain
- LR:
-
Lateral root
- LSD:
-
Least significant difference
- MATE:
-
Multidrug and toxin extrusion
- N:
-
Nitrogen
- P:
-
Phosphorus
- PCA:
-
Principal-component analysis
- PR:
-
Primary root
- qPCR:
-
Quantitative polymerase chain reaction
- RIN:
-
RNA Integrity Number
- RNA-seq:
-
Ribonucleic acid sequencing
- RSA:
-
Root system architecture
- SA:
-
Salicylic acid
- TFs:
-
Transcription factors
- TTC:
-
Triphenyl tetrazolium chloride
References
Anders S, Huber W (2013) Differential expression of RNA-Seq data at the gene level - the DESeq package. EMBL
Anders S, Pyl PT, Huber W (2015) HTSeq--a Python framework to work with high-throughput sequencing data. Bioinformatics 31:166–169. https://doi.org/10.1093/bioinformatics/btu638
Anghinoni I, Barber SA (1980) Phosphorus influx and growth characteristics of corn roots as influenced by phosphorus supply. Agron J 72:685–688. https://doi.org/10.2134/agronj1980.00021962007200040028x
Cai H, Lu Y, Xie W, Zhu T, Lian X (2012) Transcriptome response to nitrogen starvation in rice. J Biosci 37:731–747. https://doi.org/10.1007/s12038-012-9242-2
Deng QW, Luo XD, Chen YL, Zhou Y, Zhang FT, Hu BL, Xie JK (2018) Transcriptome analysis of phosphorus stress responsiveness in the seedlings of Dongxiang wild rice (Oryza rufipogon Griff.). Biol Res 51:7. https://doi.org/10.1186/s40659-018-0155-x
Engineer CB, Kranz RG (2007) Reciprocal leaf and root expression of AtAmt1.1 and root architectural changes in response to nitrogen starvation. Plant Physiol 143:236–250. https://doi.org/10.1104/pp.106.088500
Gao K, Chen F, Yuan L, Zhang F, Mi G (2015) A comprehensive analysis of root morphological changes and nitrogen allocation in maize in response to low nitrogen stress. Plant Cell Environ 38:740–750. https://doi.org/10.1111/pce.12439
Gruber BD, Giehl RF, Friedel S, von Wiren N (2013) Plasticity of the Arabidopsis root system under nutrient deficiencies. Plant Physiol 163:161–179. https://doi.org/10.1104/pp.113.218453
Guseman JM, Webb K, Srinivasan C, Dardick C (2017) DRO1 influences root system architecture in Arabidopsis and Prunus species. Plant J 89:1093–1105. https://doi.org/10.1111/tpj.13470
Hake S, Ross-Ibarra J (2015) Genetic, evolutionary and plant breeding insights from the domestication of maize. Elife 4:61–71. https://doi.org/10.7554/eLife.05861
Harris JM (2015) Abscisic acid: hidden architect of root system structure. Plants 4:548–572. https://doi.org/10.3390/plants4030548
He X, Ma H, Zhao X, Nie S, Li Y, Zhang Z, Shen Y, Chen Q, Lu Y, Lan H (2016) Comparative RNA-Seq analysis reveals that regulatory network of maize root development controls the expression of genes in response to N stress. PLoS One 11:e0151697. https://doi.org/10.1371/journal.pone.0151697
Ho CH, Lin SH, Hu HC, Tsay YF (2009) CHL1 functions as a nitrate sensor in plants. Cell 138:1184–1194. https://doi.org/10.1016/j.cell.2009.07.004
Hochholdinger F, Yu P, Marcon C (2018) Genetic control of root system development in maize. Trends Plant Sci 23:79–88. https://doi.org/10.1016/j.tplants.2017.10.004
Jansen L, Hollunder J, Roberts I, Forestan C, Fonteyne P, Van QC, Zhen RG, Mckersie B, Parizot B, Beeckman T (2013) Comparative transcriptomics as a tool for the identification of root branching genes in maize. Plant Biotechnol J 11:1092–1102. https://doi.org/10.1111/pbi.12104
Jia Y, Yang X, Feng Y, Jilani G (2008) Differential response of root morphology to potassium deficient stress among rice genotypes varying in potassium efficiency. J Zhejiang Univ Sci B 9:427–434. https://doi.org/10.1631/jzus.B0710636
Kalaji HM, Oukarroum A, Alexandrov V, Kouzmanova M, Brestic M, Zivcak M, Samborska IA, Cetner MD, Allakhverdiev SI, Goltsev V (2014) Identification of nutrient deficiency in maize and tomato plants by in vivo chlorophyll a fluorescence measurements. Plant Physiol Biochem 81:16–25. https://doi.org/10.1016/j.plaphy.2014.03.029
Kanehisa M, Araki M, Goto S, Hattori M, Hirakawa M, Itoh M, Katayama T, Kawashima S, Okuda S, Tokimatsu T, Yamanishi Y (2008) KEGG for linking genomes to life and the environment. Nucleic Acids Res 36:D480–D484. https://doi.org/10.1093/nar/gkm882
Kiba T, Kudo T, Kojima M, Sakakibara H (2011) Hormonal control of nitrogen acquisition: roles of auxin, abscisic acid, and cytokinin. J Exp Bot 62:1399–1409. https://doi.org/10.1093/jxb/erq410
Kim D, Langmead B, Salzberg SL (2015) HISAT: a fast spliced aligner with low memory requirements. Nat Methods 12:357–360. https://doi.org/10.1038/nmeth.3317
Kisko M, Bouain N, Safi A, Medici A, Akkers RC, Secco D, Fouret G, Krouk G, Aarts MG, Busch W, Rouached H (2018) LPCAT1 controls phosphate homeostasis in a zinc dependent manner. eLife 7:7. https://doi.org/10.7554/eLife.32077
Li Z, Xu C, Li K, Yan S, Qu X, Zhang J (2012) Phosphate starvation of maize inhibits lateral root formation and alters gene expression in the lateral root primordium zone. BMC Plant Biol 12:89. https://doi.org/10.1186/1471-2229-12-89
Liu Y, Mi G, Chen F, Zhang J, Zhang F (2004) Rhizosphere effect and root growth of two maize (Zea mays L.) genotypes with contrasting P efficiency at low P availability. Plant Sci 167:217–223. https://doi.org/10.1016/j.plantsci.2004.02.026
Liu J, Han L, Chen F, Bao J, Zhang F, Mi G (2008) Microarray analysis reveals early responsive genes possibly involved in localized nitrate stimulation of lateral root development in maize (Zea mays L.). Plant Sci 175:272–282. https://doi.org/10.1016/j.plantsci.2008.04.009
Liu J, Moore S, Chen C, Lindsey K (2017a) Crosstalk complexities between auxin, cytokinin and ethylene in Arabidopsis root development: from experiments to systems modelling, and back again. Mol Plant 10:1480–1496. https://doi.org/10.1016/j.molp.2017.11.002
Liu W, Sun Q, Wang K, Du Q, Li WX (2017b) Nitrogen limitation adaptation (NLA) is involved in source-to-sink remobilization of nitrate by mediating the degradation of NRT1.7 in Arabidopsis. New Phytol 214:734–744. https://doi.org/10.1111/nph.14396
Lopez-Bucio J, Hernandez-Abreu E, Sanchez-Calderon L, Nieto-Jacobo MF, Simpson J, Herrera-Estrella L (2002) Phosphate availability alters architecture and causes changes in hormone sensitivity in the Arabidopsis root system. Plant Physiol 129:244–256. https://doi.org/10.1104/pp.010934
Ma TL, Wu WH, Wang Y (2012) Transcriptome analysis of rice root responses to potassium deficiency. BMC Plant Biol 12:161. https://doi.org/10.1186/1471-2229-12-161
Malamy JE (2005) Intrinsic and environmental response pathways that regulate root system architecture. Plant Cell Environ 28:67–77. https://doi.org/10.1111/j.1365-3040.2005.01306.x
Medici A, Szponarski W, Dangeville P, Safi A, Dissanayake IM, Saenchai C, Emanuel A, Rubio V, Lacombe B, Ruffel S, Tanurdzic M, Rouached H, Krouk G (2019) Identification of molecular integrators shows that nitrogen actively controls the phosphate starvation response in plants. Plant Cell 31:1171–1184. https://doi.org/10.1105/tpc.18.00656
Mollier A, Pellerin S (1999) Maize root system growth and development as influenced by phosphorus deficiency. J Exp Bot 50:487–497. https://doi.org/10.1093/jexbot/50.333.487
Nath M, Tuteja N (2016) NPKS uptake, sensing, and signaling and miRNAs in plant nutrient stress. Protoplasma 253:767–786. https://doi.org/10.1007/s00709-015-0845-y
Pacifici E, Polverari L, Sabatini S (2015) Plant hormone cross-talk: the pivot of root growth. J Exp Bot 66:1113–1121. https://doi.org/10.1093/jxb/eru534
Park BS, Seo JS, Chua N-H (2014) Nitrogen limitation adaptation recruits PHOSPHATE2 to target the PHOSPHATE transporter PT2 for degradation during the regulation of Arabidopsis phosphate homeostasis. Plant Cell 26:454–464. https://doi.org/10.1105/tpc.113.120311
Patel RK, Jain M (2012) NGS QC toolkit: a toolkit for quality control of next generation sequencing data. PLoS One 7:e30619. https://doi.org/10.1371/journal.pone.0030619
Rellan-Alvarez R, Lobet G, Dinneny JR (2016) Environmental control of root system biology. Annu Rev Plant Biol 67:619–642. https://doi.org/10.1146/annurev-arplant-043015-111848
Remans T, Nacry P, Pervent M, Girin T, Tillard P, Lepetit M, Gojon A (2006) A central role for the nitrate transporter NRT2.1 in the integrated morphological and physiological responses of the root system to nitrogen limitation in Arabidopsis. Plant Physiol 140:909–921. https://doi.org/10.1104/pp.105.075721
Roberts A, Trapnell C, Donaghey J, Rinn JL, Pachter L (2011) Improving RNA-Seq expression estimates by correcting for fragment bias. Genome Biol 12:R22. https://doi.org/10.1186/gb-2011-12-3-r22
Rogers ED, Benfey PN (2015) Regulation of plant root system architecture: implications for crop advancement. Curr Opin Biotechnol 32:93–98. https://doi.org/10.1016/j.copbio.2014.11.015
Ruan L, Zhang J, Xin X, Zhang C, Ma D, Chen L, Zhao B (2015) Comparative analysis of potassium deficiency-responsive transcriptomes in low potassium susceptible and tolerant wheat (Triticum aestivum L.). Sci Rep 5:10090. https://doi.org/10.1038/srep10090
Rubio V, Bustos R, Irigoyen ML, Cardona-Lopez X, Rojas-Triana M, Paz-Ares J (2009) Plant hormones and nutrient signaling. Plant Mol Biol 69:361–373. https://doi.org/10.1007/s11103-008-9380-y
Schachtman DP, Shin R (2007) Nutrient sensing and signaling: NPKS. Annu Rev Plant Biol 58:47–69. https://doi.org/10.1146/annurev.arplant.58.032806.103750
Smith S, De SI (2012) Root system architecture: insights from Arabidopsis and cereal crops. Philos Trans R Soc Lond Ser B Biol Sci 367:1441–1452. https://doi.org/10.1093/jxb/erw011
Stelpflug SC, Sekhon RS, Vaillancourt B, Hirsch CN, Buell CR, De LN, Kaeppler SM (2016) An expanded maize gene expression atlas based on RNA sequencing and its use to explore root development. Plant Genome 9. https://doi.org/10.3835/plantgenome2015.04.0025
Straub T, Ludewig U, Neuhaeuser B (2017) The kinase CIPK23 inhibits ammonium transport in Arabidopsis thaliana. Plant Cell 29:409–422. https://doi.org/10.1105/tpc.16.00806
Sun H, Bi Y, Tao J, Huang S, Hou M, Xue R, Liang Z, Gu P, Yoneyama K, Xie X, Shen Q, Xu G, Zhang Y (2016) Strigolactones are required for nitric oxide to induce root elongation in response to nitrogen and phosphate deficiencies in rice. Plant Cell Environ 39:1473–1484. https://doi.org/10.1111/pce.12709
Thomas RL, Sheard RW, Moyer JR (1967) Comparison of conventional and automated procedures for nitrogen, phosphorus, and potassium analysis of plant material using a single digestion. Agron J 59:240–243. https://doi.org/10.2134/agronj1967.00021962005900030010x
Todd CD, Zeng P, Huete AM, Hoyos ME, Polacco JC (2004) Transcripts of MYB-like genes respond to phosphorous and nitrogen deprivation in Arabidopsis. Planta 219:1003–1009. https://doi.org/10.1007/s00425-004-1305-7
Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, Salzberg SL, Wold BJ, Pachter L (2010) Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol 28:511–515. https://doi.org/10.1038/nbt.1621
Wang Z, Gerstein M, Snyder M (2009) RNA-Seq: a revolutionary tool for transcriptomics. Nat Rev Genet 10:57–63. https://doi.org/10.1038/nrg2484.RNA-Seq
Wang G, Zhang S, Ma X, Wang Y, Kong F, Meng Q (2016) A stress-associated NAC transcription factor (SlNAC35) from tomato plays a positive role in biotic and abiotic stresses. Physiol Plant 158:45–64. https://doi.org/10.1111/ppl.12444
Xu J, Li HD, Chen LQ, Wang Y, Liu LL, He L, Wu WH (2006) A protein kinase, interacting with two calcineurin B-like proteins, regulates K+ transporter AKT1 in Arabidopsis. Cell 125:1347–1360. https://doi.org/10.1016/j.cell.2006.06.011
Yang W, Yoon J, Choi H, Fan Y, Chen R, An G (2015) Transcriptome analysis of nitrogen-starvation-responsive genes in rice. BMC Plant Biol 15:31. https://doi.org/10.1186/s12870-015-0425-5
Yu P, Gutjahr C, Li C, Hochholdinger F (2016) Genetic control of lateral root formation in cereals. Trends Plant Sci 21:951–961. https://doi.org/10.1016/j.tplants.2016.07.011
Zhang X, Jiang H, Wang H, Cui J, Wang J, Hu J, Guo L, Qian Q, Xue D (2017) Transcriptome analysis of rice seedling roots in response to potassium deficiency. Sci Rep 7:5523. https://doi.org/10.1038/s41598-017-05887-9
Zhao XH, Hai-Qiu YU, Wen J, Wang XG, Qi DU, Wang J, Wang Q (2016) Response of root morphology, physiology and endogenous hormones in maize ( Zea mays L.) to potassium deficiency. J Integr Agric 15:785–794. https://doi.org/10.1016/S2095-3119(15)61246-1
Zhong L, Chen D, Min D, Li W, Xu Z, Zhou Y, Li L, Chen M, Ma Y (2015) AtTGA4, a bZIP transcription factor, confers drought resistance by enhancing nitrate transport and assimilation in Arabidopsis thaliana. Biochem Biophys Res Commun 457:433–439. https://doi.org/10.1016/j.bbrc.2015.01.009
Acknowledgments
This work was supported by The National Key Research and Development Program of China (2016YFD0300106), the Natural Science Foundation of Shandong Province (ZR2018QC001), and Funds of Shandong “Double Tops” Program.
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible Editor: Hans Lambers.
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Ma, N., Dong, L., Lü, W. et al. Transcriptome analysis of maize seedling roots in response to nitrogen-, phosphorus-, and potassium deficiency. Plant Soil 447, 637–658 (2020). https://doi.org/10.1007/s11104-019-04385-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11104-019-04385-3