Abstract
Key message
A metal transporter ZmNRAMP6 was identified by using a trait-associated co-expression network analysis at a genome-wide level. ZmNRAMP6 confers maize sensitivity to Pb by accumulating it to maize shoots. ZmNRAMP6 knockout detains Pb in roots, activates antioxidant enzymes, and improves Pb tolerance.
Abstract
Lead (Pb) is one of the most toxic heavy metal pollutants, which can penetrate plant cells via root absorption and thus cause irreversible damages to the human body through the food chain. To identify the key gene responsible for Pb tolerance in maize, we performed a trait-associated co-expression network analysis at a genome-wide level, using two maize lines with contrasting Pb tolerances. Finally, ZmNRAMP6 that encodes a metal transporter was identified as the key gene among the Pb tolerance-associated co-expression module. Heterologous expression of ZmNRAMP6 in yeast verified its role in Pb transport. Combined Arabidopsis overexpression and maize mutant analysis suggested that ZmNRAMP6 conferred plant sensitivity to Pb stress by mediating Pb distribution across the roots and shoots. Knockout of ZmNRAMP6 caused Pb retention in the roots and activation of the antioxidant enzyme system, resulting in an increased Pb tolerance in maize. ZmNRAMP6 was likely to transport Pb from the roots to shoots and environment. An integration of yeast one-hybrid and dual-luciferase reporter assay uncovered that ZmNRAMP6 was negatively regulated by a known Pb tolerance-related transcript factor ZmbZIP54. Collectively, knockout of ZmNRAMP6 will aid in the bioremediation of contaminated soil and food safety guarantee of forage and grain corn.
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Data availability
All raw data generated of 42 samples used in this study were deposited in Genome Sequence Archive (GSA) in National Genomics Data Center (NGDC) database with the accession number CRA004789.
References
Andrés-Colás N, Sancenón V, Rodríguez-Navarro S et al (2006) The Arabidopsis heavy metal P-type ATPase HMA5 interacts with metallochaperones and functions in copper detoxification of roots. Plant J 45:225–236. https://doi.org/10.1111/j.1365-313X.2005.02601.x
Argüello JM, Eren E, González-Guerrero M (2007) The structure and function of heavy metal transport P1B-ATPases. Biometals 20:233–248. https://doi.org/10.1007/s10534-006-9055-6
Azimi A, Azari A, Rezakazemi M, Ansarpour M (2017) Removal of heavy metals from industrial wastewaters: a review. ChemBioEng Rev 4:37–59. https://doi.org/10.1002/cben.201600010
Baruah N, Mondal SC, Farooq M, Gogoi N (2019) Influence of heavy metals on seed germination and seedling growth of wheat, pea, and tomato. Water Air Soil Pollut 230:273. https://doi.org/10.1007/s11270-019-4329-0
Bozzi AT, Gaudet R (2021) Molecular mechanism of Nramp-family transition metal transport. J Mol Biol 433:166991. https://doi.org/10.1016/j.jmb.2021.166991
Brunetti P, Zanella L, De Paolis A et al (2015) Cadmium-inducible expression of the ABC-type transporter AtABCC3 increases phytochelatin-mediated cadmium tolerance in Arabidopsis. J Exp Bot 66:3815–3829. https://doi.org/10.1093/jxb/erv185
Chang J-D, Huang S, Konishi N et al (2020) Overexpression of the manganese/cadmium transporter OsNRAMP5 reduces cadmium accumulation in rice grain. J Exp Bot 71:5705–5715. https://doi.org/10.1093/jxb/eraa287
Chen S, Zhou Y, Chen Y, Gu J (2018) fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 34:i884–i890. https://doi.org/10.1093/bioinformatics/bty560
Dai Q, Yuan J, Fang W, Yang Z (2007) Differences on Pb accumulation among plant tissues of 25 varieties of maize (Zea mays). Front Biol China 2:303–308. https://doi.org/10.1007/s11515-007-0044-0
Fahr M, Laplaze L, Bendaou N et al (2013) Effect of lead on root growth. Front Plant Sci. https://doi.org/10.3389/fpls.2013.00175
Fu S, Lu Y, Zhang X et al (2019) The ABC transporter ABCG36 is required for cadmium tolerance in rice. J Exp Bot 70:5909–5918. https://doi.org/10.1093/jxb/erz335
Gupta DK, Lu L (2013) Lead detoxification systems in plants. In: Kretsinger RH, Uversky VN, Permyakov EA (eds) Encyclopedia of metalloproteins. Springer, New York, NY, pp 1173–1179
Hou F, Liu K, Zhang N et al (2022a) Association mapping uncovers maize ZmbZIP107 regulating root system architecture and lead absorption under lead stress. Front Plant Sci 13:1015151. https://doi.org/10.3389/fpls.2022.1015151
Hou F, Zhang N, Ma L et al (2022b) ZmbZIP54 and ZmFDX5 cooperatively regulate maize seedling tolerance to lead by mediating ZmPRP1 transcription. Int J Biol Macromol S0141–8130(22):02393–02395. https://doi.org/10.1016/j.ijbiomac.2022.10.151
Jeliazkova EA, Craker LE (2003) Seed germination of some medicinal and aromatic plants in heavy metal environment. J Herbs Spices Med Plants 10:105–112. https://doi.org/10.1300/J044v10n02_12
Khan M, Rolly NK, Al Azzawi TNI et al (2021) Lead (Pb)-induced oxidative stress alters the morphological and physio-biochemical properties of rice (oryza sativa L.). Agronomy 11:409. https://doi.org/10.3390/agronomy11030409
Kim D-Y, Bovet L, Maeshima M et al (2007) The ABC transporter AtPDR8 is a cadmium extrusion pump conferring heavy metal resistance. Plant J 50:207–218. https://doi.org/10.1111/j.1365-313X.2007.03044.x
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
Langfelder P, Horvath S (2008) WGCNA: an R package for weighted correlation network analysis. BMC Bioinform 9:559. https://doi.org/10.1186/1471-2105-9-559
Li Z-S, Lu Y-P, Zhen R-G et al (1997) A new pathway for vacuolar cadmium sequestration in saccharomyces cerevisiae: YCF1-catalyzed transport of bis(glutathionato)cadmium. Proc Natl Acad Sci 94:42–47. https://doi.org/10.1073/pnas.94.1.42
Li P, Yang X, Wang H et al (2021) Genetic control of root plasticity in response to salt stress in maize. Theor Appl Genet 134:1475–1492. https://doi.org/10.1007/s00122-021-03784-4
Li L, Zhu Z, Liao Y et al (2022) NRAMP6 and NRAMP1 cooperatively regulate root growth and manganese translocation under manganese deficiency in Arabidopsis. Plant J 110:1564–1577. https://doi.org/10.1111/tpj.15754
Li Z, Jiang L, Wang C et al (2023) Combined genome-wide association study and gene co-expression network analysis identified ZmAKINβγ1 involved in lead tolerance and accumulation in maize seedlings. Int J Biol Macromol 226:1374–1386. https://doi.org/10.1016/j.ijbiomac.2022.11.250
Liu Y, Guo Y, Ma C et al (2016) Transcriptome analysis of maize resistance to fusarium graminearum. BMC Genomics 17:477. https://doi.org/10.1186/s12864-016-2780-5
Liu S, Zenda T, Dong A et al (2021) Global transcriptome and weighted gene co-expression network analyses of growth-stage-specific drought stress responses in Maize. Front Genet 12:645443. https://doi.org/10.3389/fgene.2021.645443
Long J, Huang S, Bai Y et al (2021) Transcriptional landscape of cholangiocarcinoma revealed by weighted gene coexpression network analysis. Brief Bioinform 22:224. https://doi.org/10.1093/bib/bbaa224
Love MI, Huber W, Anders S (2014) Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol 15:550. https://doi.org/10.1186/s13059-014-0550-8
Lu Z, Chen S, Han X et al (2020) A single amino acid change in Nramp6 from sedum alfredii hance affects cadmium accumulation. Int J Mol Sci 21:3169. https://doi.org/10.3390/ijms21093169
Ma L, Zhang M, Chen J et al (2021) GWAS and WGCNA uncover hub genes controlling salt tolerance in maize (Zea mays L.) seedlings. Theor Appl Genet. https://doi.org/10.1007/s00122-021-03897-w
Ma L, An R, Jiang L et al (2022) Effects of ZmHIPP on lead tolerance in maize seedlings: Novel ideas for soil bioremediation. J Hazard Mater 430:128457. https://doi.org/10.1016/j.jhazmat.2022.128457
Meng JG, Zhang XD, Tan SK et al (2017) Genome-wide identification of Cd-responsive NRAMP transporter genes and analyzing expression of NRAMP 1 mediated by miR167 in brassica napus. Biometals 30:917–931. https://doi.org/10.1007/s10534-017-0057-3
Pace J, Lee N, Naik HS et al (2014) Analysis of maize (zea mays L.) seedling roots with the high-throughput image analysis tool ARIA (automatic root image analysis). PLoS ONE 9:e108255. https://doi.org/10.1371/journal.pone.0108255
Peris-Peris C, Serra-Cardona A, Sánchez-Sanuy F et al (2017) Two NRAMP6 isoforms function as iron and manganese transporters and contribute to disease resistance in rice. MPMI 30:385–398. https://doi.org/10.1094/MPMI-01-17-0005-R
Pertea M, Pertea GM, Antonescu CM, Chang TC, Mendell JT, Salzberg SL (2015) StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol 33(3):290–295. https://doi.org/10.1038/nbt.3122
Pourrut B, Shahid M, Dumat C et al (2011) Lead uptake, toxicity, and detoxification in plants. In: Whitacre DM (ed) Reviews of environmental contamination and toxicology, vol 213. Springer, NY, pp 113–136
Redwan M, Elhaddad E (2017) Heavy metals seasonal variability and distribution in Lake Qaroun sediments, El-Fayoum. Egypt J Afr Earth Sci 134:48–55. https://doi.org/10.1016/j.jafrearsci.2017.06.005
Shahid M, Pourrut B, Dumat C et al (2014) Heavy-metal-induced reactive oxygen species: phytotoxicity and physicochemical changes in plants. In: Whitacre DM (ed) Reviews of environmental contamination and toxicology, vol 232. Springer International Publishing, Cham, pp 1–44
Shahid M, Dumat C, Khalid S et al (2017) Foliar heavy metal uptake, toxicity and detoxification in plants: a comparison of foliar and root metal uptake. J Hazard Mater 325:36–58. https://doi.org/10.1016/j.jhazmat.2016.11.063
Shannon P, Markiel A, Ozier O et al (2003) Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 13:2498–2504. https://doi.org/10.1101/gr.1239303
Singh S, Parihar P, Singh R et al (2016) Heavy metal tolerance in plants: role of transcriptomics, proteomics, metabolomics, and ionomics. Front Plant Sci 6:1143. https://doi.org/10.3389/fpls.2015.01143
Song W-Y, Ju Sohn E, Martinoia E et al (2003) Engineering tolerance and accumulation of lead and cadmium in transgenic plants. Nat Biotechnol 21:914–919. https://doi.org/10.1038/nbt850
Takahashi R, Ishimaru Y, Shimo H et al (2012) The OsHMA2 transporter is involved in root-to-shoot translocation of Zn and Cd in rice. Plant Cell Environ 35:1948–1957. https://doi.org/10.1111/j.1365-3040.2012.02527.x
Tang B, Luo M, Zhang Y et al (2021) Natural variations in the P-type ATPase heavy metal transporter gene ZmHMA3 control cadmium accumulation in maize grains. J Exp Bot 72:6230–6246. https://doi.org/10.1093/jxb/erab254
Walley JW, Sartor RC, Shen Z et al (2016) Integration of omic networks in a developmental atlas of maize. Science 353:814–818. https://doi.org/10.1126/science.aag1125
Wang M, Zou J, Duan X et al (2007) Cadmium accumulation and its effects on metal uptake in maize (Zea mays L.). Bioresour Technol 98:82–88. https://doi.org/10.1016/j.biortech.2005.11.028
Wang H, Gu L, Zhang X et al (2018) Global transcriptome and weighted gene co-expression network analyses reveal hybrid-specific modules and candidate genes related to plant height development in maize. Plant Mol Biol 98:187–203. https://doi.org/10.1007/s11103-018-0763-4
Xia J, Yamaji N, Kasai T, Ma JF (2010) Plasma membrane-localized transporter for aluminum in rice. Proc Natl Acad Sci 107:18381–18385. https://doi.org/10.1073/pnas.1004949107
Yokosho K, Yamaji N, Ma JF (2021) Buckwheat FeNramp5 mediates high manganese uptake in roots. Plant Cell Physiol 62:600–609. https://doi.org/10.1093/pcp/pcaa153
Yue X, Song J, Fang B et al (2021) BcNRAMP1 promotes the absorption of cadmium and manganese in Arabidopsis. Chemosphere 283:131113. https://doi.org/10.1016/j.chemosphere.2021.131113
Acknowledgements
This work is supported by the National Key Research and Development Program of China (2021YFF1000300), the National Natural Science Foundation of China (32072073 and 32101777), and the Sichuan Science and Technology Program (2021JDTD0004 and 2021YJ0476).
Funding
This work is supported by the National Key Research and Development Program of China (2021YFF1000300), the National Natural Science Foundation of China (32072073 and 32101777), and the Sichuan Science and Technology Program (2021JDTD0004 and 2021YJ0476).
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YS: conceived the project. YS, PL, and LM: supervised the study. LJ, PL, PL, QL, FH, ZC, MZ, and CZ: conducted the experiments. PL and LJ: analyzed the data. YS, PL, and LJ: wrote the manuscript with contributions from LM and GY. GP: provided the maize materials. All authors read and approved the final manuscript.
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Liu, P., Jiang, L., Long, P. et al. A genome-wide co-expression network analysis revealed ZmNRAMP6-mediated regulatory pathway involved in maize tolerance to lead stress. Theor Appl Genet 136, 122 (2023). https://doi.org/10.1007/s00122-023-04371-5
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DOI: https://doi.org/10.1007/s00122-023-04371-5