journal article·2026-07-11Open access

Single‐cell Transcriptome Profiling Reveals Gene Regulatory Networks and Key Genes in the Root Epidermis and Cortical Cells Associated with Early Nodulation in Glycine Max

Yongbin Zhuang, Yu Geng, Xinyu Guo, Chen Wang, Yongjing Sun, Luqi Liu, Li Liu, QianQian Gao, XinFang Zhu, Hongxiang Cao, Gengshuo Zhang, Yunxia Liu, Guobin Zhang, Baoyin Chen, Jinfei Zhang, Xin Hou, Xiaoming Li, Dajian Zhang

Abstract

ABSTRACT The legume crop soybean forms a symbiosis with rhizobia to fix atmospheric nitrogen (N) in specialized organs called root nodules. However, the mechanisms regulating early infection of the root epidermis and nodule‐primordium formation in the cortex for proper nodule formation remain unclear in soybean. Here, we report a single‐cell transcriptome analysis of mock‐ and rhizobia‐inoculated soybean roots at 4 days after inoculation, an important control point for autoregulation of nodulation and nodule‐primordium formation. We profiled 21,500 cells and detected 12 major cell clusters, and identified 193 infected‐cell‐specific, 205 epidermis‐specific and 180 cortex‐specific DEGs. Gene‐ontology enrichment and gene‐regulatory network analyses uncovered key pathways such as reactive oxygen species‐mediated hormone signaling involved in coordinating defense signaling and symbiotic pathways. We also identified and functionally validated an ethylene‐activated circuit comprising GmWRKY6.3/6.4 transcription factors and select downstream GmNod19 targets, in which genes act as positive regulators by promoting infection‐thread formation during early nodulation, thereby shaping nodule formation. This study showcases how single‐cell transcriptomics and gene‐regulatory networks provide hypotheses for identification and characterization of previously unappreciated regulatory circuits, broadens our understanding of precise genetic control underlying symbiosis establishment, and underscores how functional diversification of nodulation genes has occurred across legumes.
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Research context

OpenAlex topics: Legume Nitrogen Fixing Symbiosis · Plant nutrient uptake and metabolism · Plant responses to water stress

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

College of Agronomy Shandong Agricultural University Tai'an Shandong China

Northeast Institute of Geography and Agroecology Chinese Academy of Sciences Changchun Jilin Province China

The Key Laboratory of Plant Development and Environmental Adaptation Biology Ministry of Education College of Life Sciences Shandong University Qingdao Shandong China

College of Life Sciences Shandong Agricultural University Tai'an Shandong Province China

College of Plant Protection Shandong Agricultural University Tai'an Shandong Province China

Funding

National Natural Science Foundation of China · Natural Science Foundation of Shandong Province

References (72)

Show source-provided references
1. Quality Traits Drive the Enrichment of Massilia in the Rhizosphere to Improve Soybean Oil Content10.1186/s40168-024-01933-7 ↗
2. Evolving Ideas of Legume Evolution and Diversity: a Taxonomic Perspective on the Occurrence of Nodulation10.1111/j.1469-8137.2007.02015.x ↗
3. Molecular Analysis of Legume Nodule Development and Autoregulation10.1111/j.1744-7909.2010.00899.x ↗
4. Celebrating 20 Years of Genetic Discoveries in Legume Nodulation and Symbiotic Nitrogen Fixation10.1105/tpc.19.00279 ↗
5. Rhizobium Symbiosis: Nod Factors in Perspective
6. Effects of Rhizobium Tropici, R. etli, and R. leguminosarum Bv. phaseoli on Nod Gene‐inducing Flavonoids in Root Exudates of Phaseolus vulgaris10.1094/MPMI.1997.10.3.339 ↗
7. Flavones and Flavonols Play Distinct Critical Roles during Nodulation of Medicago Truncatula by Sinorhizobium Meliloti10.1111/j.1365-313X.2008.03676.x ↗
8. Endogenous Isoflavones Are Essential for the Establishment of Symbiosis between Soybean and Bradyrhizobium Japonicum10.1111/j.1365-313X.2006.02874.x ↗
9. Signaling Crosstalk between Salicylic Acid and Ethylene/Jasmonate in Plant Defense: Do We Understand What They Are Whispering?10.3390/ijms20030671 ↗
10. Genome Sequence of the Palaeopolyploid Soybean10.1038/nature08670 ↗
11. Transcriptional Analysis of Genes Involved in Nodulation in Soybean Roots Inoculated with Bradyrhizobium Japonicum Strain CPAC 15
12. Plant Cell Wall Proteins10.1146/annurev.arplant.49.1.281 ↗
13. Group I Allergens of Grass Pollen as Cell Wall‐loosening Agents10.1073/pnas.94.12.6559 ↗
14. The Growing World of Expansins10.1093/pcp/pcf180 ↗
15. Spatiotemporal Developmental Trajectories in the Arabidopsis Root Revealed Using High‐Throughput Single‐Cell RNA Sequencing10.1016/j.devcel.2019.02.022 ↗
16. Schiefelbein J: Single‐Cell RNA Sequencing Resolves Molecular Relationships among Individual Plant Cells10.1104/pp.18.01482 ↗
17. High‐Throughput Single‐Cell Transcriptome Profiling of Plant Cell Types10.1016/j.celrep.2019.04.054 ↗
18. Transcriptional Landscape of Rice Roots at the Single‐cell Resolution10.1016/j.molp.2020.12.014 ↗
19. A Single‐cell RNA Sequencing Profiles the Developmental Landscape of Arabidopsis Root10.1016/j.molp.2019.04.004 ↗
20. A High‐Resolution Transcriptomic Atlas Depicting Nitrogen Fixation and Nodule Development in Soybean10.1111/jipb.13495 ↗
21. Single‐cell Transcriptome Atlases of Soybean Root and Mature Nodule Reveal New Regulatory Programs That Control the Nodulation Process10.1016/j.xplc.2024.100984 ↗
22. Integrated Single‐nucleus and Spatial Transcriptomics Captures Transitional States in Soybean Nodule Maturation10.1038/s41477-023-01387-z ↗
23. From Noise to Knowledge: Diffusion Probabilistic Model‐based Neural Inference of Gene Regulatory Networks10.1089/cmb.2024.0607 ↗
24. Ethylene, a Hormone at the Center‐stage of Nodulation10.3389/fpls.2015.01121 ↗
25. Anatomical Analysis of the Development and Distribution of Rhizobium Infections in Soybean Roots10.1139/b84-324 ↗
26. Anatomical Analysis of Nodule Development in Soybean Reveals an Additional Autoregulatory Control Point10.1016/0168-9452(92)90087-3 ↗
27. PHO1 family Members Transport Phosphate from Infected Nodule Cells to Bacteroids in Medicago Truncatula
28. Differentiation Trajectories and Biofunctions of Symbiotic and Un‐symbiotic Fate Cells in Root Nodules of Medicago Truncatula10.1016/j.molp.2022.10.019 ↗
29. Hemoglobin LjGlb1‐1 Is Involved in Nodulation and Regulates the Level of Nitric Oxide in the Lotus japonicus–Mesorhizobium Loti Symbiosis10.1093/jxb/erw290 ↗
30. KNAT3/4/5‐like Class 2 KNOX Transcription Factors Are Involved in Medicago Truncatula Symbiotic Nodule Organ Development10.1111/nph.14146 ↗
31. Phylogenomics Reveals Multiple Losses of Nitrogen‐fixing Root Nodule Symbiosis10.1126/science.aat1743 ↗
32. A Spatially Resolved Multi‐omic Single‐cell Atlas of Soybean Development10.1016/j.cell.2024.10.050 ↗
33. The Single‐cell Transcriptome Program of Nodule Development Cellular Lineages in Medicago Truncatula10.1016/j.celrep.2024.113747 ↗
34. Single‐cell Analysis Identifies Genes Facilitating Rhizobium Infection in Lotus Japonicus10.1038/s41467-023-42911-1 ↗
35. Unlocking Gene Regulatory Networks for Crop Resilience and Sustainable Agriculture10.1038/s41587-025-02727-4 ↗
36. MicroRNA398: A Master Regulator of Plant Development and Stress Responses10.3390/ijms231810803 ↗
37. miR398 regulation in Rice of the Responses to Abiotic and Biotic Stresses Depends on CSD1 and CSD2 Expression10.1071/FP10178 ↗
38. Overexpression of Sly‐miR398b Compromises Disease Resistance against Botrytis cinerea through Regulating ROS Homeostasis and JA‐Related Defense Genes in Tomato
39. miR398‐SlCSD1 Module Participates in the SA‐H2O2 Amplifying Feedback Loop in Solanum Lycopersicum10.1016/j.jare.2025.04.035 ↗
40. K Z‐s: MRNAs Cold, Wounding and in Triticum Aestivum L10.1016/j.plaphy.2014.03.020 ↗
41. Ethylene Signaling in Plants10.1074/jbc.REV120.010854 ↗
42. Phylogenomics of the Genus Glycine Sheds Light on Polyploid Evolution and Life‐strategy Transition10.1038/s41477-022-01102-4 ↗
43. Right Time, Right Place: the Dynamic Role of Hormones in Rhizobial Infection and Nodulation of Legumes10.1016/j.xplc.2022.100327 ↗
44. Enhanced Production of Ethylene by Soybean Roots after Inoculation with Bradyrhizobium Japonicum10.1016/0168-9452(95)04239-Q ↗
45. Regulation of Soybean Nodulation Independent of Ethylene Signaling110.1104/pp.119.3.951 ↗
46. Soybean Ethylene Response Factors GmENS1 and GmENS2 Promote Nodule Senescence10.1093/plphys/kiae363 ↗
47. Ethylene Responsiveness of Soybean Cultivars Characterized by Leaf Senescence, Chitinase Induction and Nodulation10.1016/S0176-1617(96)80093-9 ↗
48. Effects of Ethylene Precursor and Inhibitors for Ethylene Biosynthesis and Perception on Nodulation in Lotus Japonicus and Macroptilium Atropurpureum10.1093/pcp/pcd011 ↗
49. The Role of Lineage‐specific Gene family Expansion in the Evolution of Eukaryotes10.1101/gr.174302 ↗
50. FlsnRNA‐seq: Protoplasting‐free Full‐length Single‐nucleus RNA Profiling in Plants10.1186/s13059-021-02288-0 ↗
51. An Efficient Protocol for Model Legume Root Protoplast Isolation and Transformation10.3389/fpls.2018.00670 ↗
52. SCANPY: Large‐scale Single‐cell Gene Expression Data Analysis
53. decoupleR: Ensemble of Computational Methods to Infer Biological Activities from Omics Data10.1093/bioadv/vbac016 ↗
54. OmicVerse: a Framework for Bridging and Deepening Insights across Bulk and Single‐cell Sequencing10.1038/s41467-024-50194-3 ↗
55. clusterProfiler: an R Package for Comparing Biological Themes among Gene Clusters10.1089/omi.2011.0118 ↗
56. PlantTFDB 4.0: toward a central Hub for Transcription Factors and Regulatory Interactions in Plants10.1093/nar/gkw982 ↗
57. NCBI BLAST: a Better Web Interface10.1093/nar/gkn201 ↗
58. Improvement of the pBI121 Plant Expression Vector by Leader Replacement with a Sequence Combining a Poly(CAA) and a CT Motif10.1007/s11248-006-9063-x ↗
59. The OsSPL16‐GW7 Regulatory Module Determines Grain Shape and Simultaneously Improves Rice Yield and Grain Quality10.1038/ng.3352 ↗
60. Firefly Luciferase Complementation Imaging Assay for Protein‐protein Interactions in Plants10.1104/pp.107.111740 ↗
61. G‐protein Βγ Subunits Determine Grain Size through Interaction with MADS‐domain Transcription Factors in Rice10.1038/s41467-018-03047-9 ↗
62. Transient Expression Vectors for Functional Genomics, Quantification of Promoter Activity and RNA Silencing in Plants10.1186/1746-4811-1-13 ↗
63. Analysis of Relative Gene Expression Data Using Real‐time Quantitative PCR and the 2− ΔΔCT Method
64. The Promoters of Two Isoflavone Synthase Genes Respond Differentially to Nodulation and Defense Signals in Transgenic Soybean Roots10.1023/B:PLAN.0000040814.28507.35 ↗
65. The BRUTUS Iron Sensor and E3 Ligase Facilitates Soybean Root Nodulation by Monoubiquitination of NSP110.1038/s41477-024-01896-5 ↗
66. Dissection of a Pollen‐specific Promoter from Maize by Transient Transformation Assays10.1007/BF00034950 ↗
67. M.Simonsen T.Mailund andC. N.Pedersen “Inference of Large Phylogenies Using Neighbour‐joining ” inBiomedical Engineering Systems and Technologies:Third International Joint Conference. Commun Comput Inf Sci(2011) 334–344.10.1007/978-3-642-18472-7_26 ↗
68. The Pfam Protein Families Database10.1093/nar/gkh121 ↗
69. HMMER Web Server: Interactive Sequence Similarity Searching10.1093/nar/gkr367 ↗
70. GeMoMa: Homology‐based Gene Prediction Utilizing Intron Position Conservation and RNA‐seq Data10.1007/978-1-4939-9173-0_9 ↗
71. The MEME Suite10.1093/nar/gkv416 ↗
72. SoyTEdb: a Comprehensive Database of Transposable Elements in the Soybean Genome