Submitted:
05 December 2023
Posted:
06 December 2023
You are already at the latest version
Abstract
Keywords:Â
1. Introduction
2. Materials and Methods
2.1. Plant Materials and Treatment
2.2. Relative Root Length
2.3. SPAD and Brown Spots
2.4. Metal Ions Accumulation and Subcellular Distribution
2.5. RNA Extraction, Library Preparation, Sequencing, and Read Mapping
2.6. Differential Expression and Functional Enrichment Analysis.
2.7. Quantitative Real-Time PCR (qRT-PCR) Validation.
2.8. Weighted Gene Co-Expression Network Analysis (WGCNA)
2.9. Statistical Analysis
3. Results
3.1. Tolerance of Wheat Varieties to Al and Mn toxicity
3.2. Al and Mn Subcellular Distribution in Root Cell and Contents in Plants
3.3. Al and Mn Effectiveness on Four Metal Ions Contents
3.4. Wheat Root Transcriptome Profiling in Response to Al and Mn
3.5. Identification of Differentially Expressed Genes in Response to Al and Mn Toxicity
3.6. GO Functional Annotations and KEGG Pathway Analysis
3.7. Correlations between Physiological Traits and Expressed Module Eigengenes
4. Discussion
4.1. Wall Cell Biogenesis and Macromolecule Metabolism Respond Exclusively to Al Stress
4.2. Nicotianamine Synthesis Responds Exclusively to Mn Stress
4.3. Metal Ions Transportation and Accumulation under Al and Mn Stress
4.4. Phenylpropanoid Biosynthesis under Al and Mn Stresses

4.5. Signaling in Root under Al and Mn Stresses
4.6 Transcription Factors Regulate Wheat Tolerance to Al and Mn Stress
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Module | Gene_id |
Connec tivity |
Kme value |
Fold change | Gene description | |
| Al/CK | Mn/CK | |||||
| midnightblue | TraesCS5A02G552000 | 50.146 | 0.986 | 0.892 | 124.101 | Nicotianamine synthase |
| TraesCS3B02G068500 | 50.064 | 0.986 | 0.830 | 329.475 | Nicotianamine synthase | |
| TraesCS4D02G184900 | 50.032 | 0.994 | 0.694 | 53.203 | Nicotianamine synthase | |
| TraesCS4B02G183900 | 49.729 | 0.987 | 0.429 | 178.986 | Nicotianamine synthase | |
| TraesCS2A02G049900 | 49.645 | 0.985 | 0.486 | 343.721 | Nicotianamine synthase | |
| black | TraesCS3A02G129000 | 109.335 | 0.975 | 2.330 | 1.080 | ABC transporter C family member 3-like |
| TraesCS2B02G323600 | 105.743 | 0.969 | 3.924 | 1.598 | RING-type E3 ubiquitin transferase; zinc finger of C3HC4-type | |
| TraesCS3A02G231600 | 105.472 | 0.970 | 6.459 | 1.459 | Homeobox-leucine zipper protein HOX3 | |
| TraesCS3D02G129900 | 104.621 | 0.966 | 2.711 | 1.007 | ABC subfamily C transporter | |
| TraesCS4B02G307300 | 104.457 | 0.969 | 7.454 | 1.341 | Intracellular trafficking, secretion, and vesicular transport | |
| lightcyan | TraesCS2D02G070500 | 33.891 | 0.967 | 1.597 | 0.592 | Inorganic ion transport; ascorbate peroxidase; Glutathione metabolism |
| TraesCS2B02G087400 | 32.281 | 0.955 | 1.508 | 0.604 | Inorganic ion transport; ascorbate peroxidase; Glutathione metabolism | |
| TraesCS3A02G493000 | 30.610 | 0.944 | 1.497 | 0.660 | Function unknown hypothetical protein TRIUR3 | |
| TraesCS7D02G258300 | 29.417 | 0.943 | 1.921 | 0.560 | Protein processing in endoplasmic reticulum; hydrolase | |
| TraesCS7A02G257500 | 29.376 | 0.941 | 1.797 | 0.594 | TCP family transcription factor; hydrolase | |
| red | TraesCS4D02G214100 | 226.124 | 0.982 | 5.440 | 4.174 | Positive regulation of mRNA splicing via spliceosome |
| TraesCS5A02G548000 | 225.290 | 0.980 | 40.422 | 35.575 | BAG family molecular chaperone regulator 6; IQ calmodulin-binding motif | |
| TraesCS4B02G208900 | 225.095 | 0.975 | 14.932 | 12.665 | Nucleotide exchange factor Fes1B | |
| TraesCS4D02G145500 | 223.512 | 0.965 | 403.199 | 310.521 | Hsp20/alpha crystallin family | |
| TraesCS6B02G374100 | 222.531 | 0.970 | 81.004 | 57.046 | Hsp20/alpha crystallin family | |
| turquoise | TraesCS7D02G369700 | 748.196 | 0.989 | 0.301 | 0.412 | Peroxidase P7; Phenylpropanoid biosynthesis |
| TraesCS3B02G280000 | 728.892 | 0.985 | 0.434 | 0.626 | Proton-transporting V-type ATPase | |
| TraesCS1D02G404600 | 727.511 | 0.984 | 0.346 | 0.525 | Plant-type secondary cell wall biogenesis; Fasciclin-like arabinogalactan protein | |
| TraesCS7A02G453100 | 727.024 | 0.980 | 0.260 | 0.448 | Function unknown | |
| TraesCS7A02G492400 | 722.960 | 0.986 | 0.307 | 0.517 | Auxin efflux carrier component; Intracellular trafficking, secretion, and vesicular transport | |
| TFs family | Al_up | Al_down | Al_nr | Total | |||
| Mn_up | Mn_nr | Mn_down | Mn_nr | Mn_up | Mn_down | ||
| MYB | 30 | 30 | 9 | 24 | 14 | 13 | 120 |
| WRKY | 35 | 21 | 0 | 3 | 54 | 1 | 114 |
| AP2 | 16 | 34 | 0 | 12 | 20 | 3 | 85 |
| bHLH | 7 | 6 | 11 | 8 | 21 | 4 | 57 |
| NAC | 8 | 19 | 4 | 3 | 4 | 7 | 45 |
| HSF | 25 | 5 | 0 | 2 | 2 | 0 | 34 |
| bZIP | 0 | 17 | 5 | 1 | 1 | 9 | 33 |
| HB | 2 | 16 | 1 | 2 | 0 | 3 | 24 |
| GRAS | 5 | 7 | 0 | 3 | 8 | 0 | 23 |
| B3 | 3 | 6 | 0 | 6 | 1 | 1 | 17 |
| LBD | 3 | 3 | 0 | 3 | 3 | 5 | 17 |
| Dof | 2 | 4 | 0 | 2 | 2 | 1 | 11 |
| MIKC | 3 | 4 | 0 | 0 | 2 | 1 | 10 |
| C2H2 | 4 | 3 | 0 | 2 | 0 | 0 | 9 |
| SRS | 6 | 3 | 0 | 0 | 0 | 0 | 9 |
| DBB | 2 | 0 | 2 | 1 | 0 | 1 | 6 |
| GATA | 0 | 2 | 0 | 2 | 0 | 1 | 5 |
| M_type | 0 | 2 | 0 | 1 | 1 | 0 | 4 |
| ARF | 1 | 3 | 0 | 0 | 0 | 0 | 4 |
| ZF-HD | 3 | 0 | 0 | 0 | 0 | 0 | 3 |
| GRF | 0 | 0 | 0 | 2 | 0 | 0 | 2 |
| BES1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| HD-ZIP | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| RAV | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| EIL | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| TCP | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| CAMTA | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| FAR1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| NF-YA | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| Total | 156 | 190 | 32 | 77 | 135 | 50 | 640 |
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