Abstract
Study design
Integrative multi-omics cross-sectional study combining scRNA-seq, bulk transcriptomics, Mendelian randomization, and network pharmacology with molecular docking.
Objective
To investigate the therapeutic mechanisms of methyl gallate (MG) in spinal cord injury (SCI) through the lens of cell-type-specific pathways and immune regulation.
Setting
Publicly available SCI transcriptomic datasets and GWAS summary data were analyzed using established bioinformatics platforms.
Methods
This study integrated single-cell RNA sequencing (scRNA-seq), transcriptomics, genome-wide association study (GWAS)-based Mendelian randomization (MR), and network pharmacology to explore MG’s effects on SCI. Temporal scRNA-seq profiles were analyzed from mice with subacute SCI (days 3 to 14 post-injury) to identify changes in astrocyte dynamics and glia-neuron interactions. Differential gene expression and functional enrichment analyses were performed, followed by drug–target prediction and molecular docking.
Results
scRNA-seq revealed a significant reduction in astrocyte populations and disrupted astrocyte–monocyte–neuron communication post-SCI. A total of 959 astrocyte-specific and 1,459 SCI-related differentially expressed genes (DEGs) were identified. Enrichment analyses highlighted neuroimmune and inflammatory pathways. MR indicated a protective association between elevated monocyte count and reduced SCI risk. Network pharmacology and molecular docking demonstrated that MG targets overlapped with astrocyte DEGs, suggesting high binding affinities and regulatory effects on inflammation and neuron–glia signaling.
Conclusions
MG may promote recovery from SCI by modulating neuroimmune interactions, particularly through astrocyte and monocyte-mediated pathways. The integrative multi-omics strategy supports MG’s translational potential as a novel therapeutic candidate for SCI.

Mechanism of SCI Repair and Neuronal Differentiation Mediated by MG (Created by BioRender).
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Data availability
The original contributions presented in the study are included in the article/supplementary materials, further inquiries can be directed to the corresponding authors.
References
Anjum A, Yazid MD, Fauzi Daud M, Idris J, Ng AMH, Selvi Naicker A, et al. Spinal cord injury: pathophysiology, multimolecular interactions, and underlying recovery mechanisms. IJMS. 2020;21:7533.
Zhao C, Bao S-S, Xu M, Rao J-S. Importance of brain alterations in spinal cord injury. Sci Prog. 2021;104:368504211031117. https://doi.org/10.1177/00368504211031117.
Mautes AE, Weinzierl MR, Donovan F, Noble LJ. Vascular events after spinal cord injury: contribution to secondary pathogenesis. Phys Ther. 2000;80:673–87.
LaPlaca MC, Simon CM, Prado GR, Cullen DK. CNS injury biomechanics and experimental models. Prog Brain Res. 2007;161:13–26.
Zhang N, Yin Y, Xu S-J, Wu Y-P, Chen W-S. Inflammation & apoptosis in spinal cord injury. Indian J Med Res. 2012;135:287–96.
Alizadeh A, Dyck SM, Karimi-Abdolrezaee S. Traumatic spinal cord injury: an overview of pathophysiology, models and acute injury mechanisms. Front Neurol. 2019;10:282. https://doi.org/10.3389/fneur.2019.00282.
Hellenbrand DJ, Quinn CM, Piper ZJ, Morehouse CN, Fixel JA, Hanna AS. Inflammation after spinal cord injury: a review of the critical timeline of signaling cues and cellular infiltration. J Neuroinflammation. 2021;18:284. https://doi.org/10.1186/s12974-021-02337-2.
Wu D-M, Zheng Z-H, Wang S, Wen X, Han X-R, Wang Y-J, et al. Association between plasma macrophage migration inhibitor factor and deep vein thrombosis in patients with spinal cord injuries. Aging. 2019;11:2447–56.
Sánchez-Ventura J, Amo-Aparicio J, Navarro X, Penas C. Correction to: BET protein inhibition regulates cytokine production and promotes neuroprotection after spinal cord injury. J Neuroinflammation. 2022;19:230. https://doi.org/10.1186/s12974-022-02590-z.
Zhang Q, Zhu C, Li X, Shi Y, Zhang Z. CCR2 downregulation attenuates spinal cord injury by suppressing inflammatory monocytes. Synapse. 2020;75:e22191. https://doi.org/10.1002/syn.22191.
Kong F-Q, Zhao S-J, Sun P, Liu H, Jie J, Xu T, et al. Macrophage MSR1 promotes the formation of foamy macrophage and neuronal apoptosis after spinal cord injury. J Neuroinflammation. 2020;17:62. https://doi.org/10.1186/s12974-020-01735-2.
Vaucher J, Keating BJ, Lasserre AM, Gan W, Lyall DM, Ward J, et al. Cannabis use and risk of schizophrenia: a mendelian randomization study. Mol Psychiatry. 2017;23:1287–92.
Sun Y, Liu Y, Dian Y, Zeng F, Deng G, Lei S. Association of glucagon-like peptide-1 receptor agonists with risk of cancers-evidence from a drug target mendelian randomization and clinical trials. Int J Surg. 2024;110:4688–94.
Elham A, Arken M, Kalimanjan G, Arkin A, Iminjan M. A review of the phytochemical, pharmacological, pharmacokinetic, and toxicological evaluation of quercus infectoria galls. J Ethnopharmacol. 2021;273:113592.
Yap KM, Sekar M, Seow LJ, Gan SH, Bonam SR, Mat Rani NNI, et al. Mangifera indica (mango): a promising medicinal plant for breast cancer therapy and understanding its potential mechanisms of action. BCTT. 2021;13:471–503.
Hamed ANE, Abouelela ME, El Zowalaty AE, Badr MM, Abdelkader MSA. Chemical constituents from Carica papaya Linn. leaves as potential cytotoxic, EGFRwt and aromatase (CYP19A) inhibitors; a study supported by molecular docking. RSC Adv. 2022;12:9154–62.
Tian W, Han X-G, Liu Y-J, Tang G-Q, Liu B, Wang Y-Q, et al. Intrathecal epigallocatechin gallate treatment improves functional recovery after spinal cord injury by upregulating the expression of BDNF and GDNF. Neurochem Res. 2013;38:772–9.
Ahadi S, Zargari M, Khalatbary AR. Assessment of the neuroprotective effects of (-)-epigallocatechin-3-gallate on spinal cord ischemia-reperfusion injury in rats. J Spinal Cord Med. 2019;44:725–32.
Kim SJ, Jin M, Lee E, Moon TC, Quan Z, Yang JH, et al. Effects of methyl gallate on arachidonic acid metabolizing enzymes: Cyclooxygenase-2 and 5-lipoxygenase in mouse bone marrow-derived mast cells. Arch Pharm Res. 2006;29:874–8.
Correa LB, Pádua TA, Seito LN, Costa TEMM, Silva MA, Candéa ALP, et al. Anti-inflammatory effect of methyl gallate on experimental arthritis: inhibition of neutrophil recruitment, production of inflammatory mediators, and activation of macrophages. J Nat Prod. 2016;79:1554–66.
Chae H-S, Kang O-H, Choi J-G, Oh Y-C, Lee Y-S, Brice O-O, et al. Methyl gallate inhibits the production of interleukin-6 and nitric oxide via down-regulation of extracellular-signal regulated protein kinase in RAW 264.7 cells. Am J Chin Med. 2010;38:973–83.
Hsieh T-J, Liu T-Z, Chia Y-C, Chern C-L, Lu F-J, Chuang M, et al. Protective effect of methyl gallate from Toona sinensis (Meliaceae) against hydrogen peroxide-induced oxidative stress and DNA damage in MDCK cells. Food Chem Toxicol. 2004;42:843–50.
Ryu B-I, Kim K-T. Antioxidant activity and protective effect of methyl gallate against t-BHP induced oxidative stress through inhibiting ROS production. Food Sci Biotechnol. 2022;31:1063–72.
Prakashkumar N, Sivamaruthi BS, Chaiyasut C, Suganthy N. Decoding the neuroprotective potential of methyl gallate-loaded starch nanoparticles against beta amyloid-induced oxidative stress-mediated apoptosis: an in vitro study. Pharmaceutics. 2021;13:299.
Gao L, Peng Y, Xu W, He P, Li T, Lu X, et al. Progress in stem cell therapy for spinal cord injury. Stem Cells Int. 2020;2020:1–16.
Wei H, Wu X, You Y, Duran RC-D, Zheng Y, Narayanan KL, et al. Systematic analysis of purified astrocytes after SCI unveils Zeb2os function during astrogliosis. Cell Rep. 2021;34:108721.
Syková E, Homola A, Mazanec R, Lachmann H, Konrádová ŠL, Kobylka P, et al. Autologous bone marrow transplantation in patients with subacute and chronic spinal cord injury. Cell Transplant. 2006;15:675–87.
Lee H-G, Lee J-H, Flausino LE, Quintana FJ. Neuroinflammation: an astrocyte perspective. Sci Transl Med. 2023;15:eadi7828. https://doi.org/10.1126/scitranslmed.adi7828.
O’Shea TM, Burda JE, Sofroniew MV. Cell biology of spinal cord injury and repair. J Clin Invest. 2017;127:3259–70.
Donnelly DJ, Popovich PG. Inflammation and its role in neuroprotection, axonal regeneration and functional recovery after spinal cord injury. Exp Neurol. 2008;209:378–88.
Milich LM, Ryan CB, Lee JK. The origin, fate, and contribution of macrophages to spinal cord injury pathology. Acta Neuropathol. 2019;137:785–97.
Priego N, Valiente M. The potential of astrocytes as immune modulators in brain tumors. Front Immunol. 2019;10:1314. https://doi.org/10.3389/fimmu.2019.01314.
Liang H, Huang Q, Zou L, Wei P, Lu J, Zhang Y. Methyl gallate: Review of pharmacological activity. Pharmacol Res. 2023;194:106849.
Rosa AD. Docking-based analysis and modeling of the activity of bile acids and their synthetic analogues on large conductance Ca2+ activated K channels in smooth muscle cells. Eur Rev. 2021;25:7501–7. https://doi.org/10.26355/eurrev_202112_27449.
Wang Y, Xi W, Zhang X, Bi X, Liu B, Zheng X, et al. CTSB promotes sepsis-induced acute kidney injury through activating mitochondrial apoptosis pathway. Front Immunol. 2023;13:1053754. https://doi.org/10.3389/fimmu.2022.1053754.
Hook G, Reinheckel T, Ni J, Wu Z, Kindy M, Peters C, et al. Cathepsin B gene knockout improves behavioral deficits and reduces pathology in models of neurologic disorders. Pharmacol Rev. 2022;74:600–29.
Cai Y, Yu Z, Yang X, Luo W, Hu E, Li T, et al. Integrative transcriptomic and network pharmacology analysis reveals the neuroprotective role of BYHWD through enhancing autophagy by inhibiting Ctsb in intracerebral hemorrhage mice. Chin Med. 2023;18:150. https://doi.org/10.1186/s13020-023-00852-3.
Ellman DG, Lund MC, Nissen M, Nielsen PS, Sørensen C, Lester EB, et al. Conditional ablation of myeloid TNF improves functional outcome and decreases lesion size after spinal cord injury in mice. Cells. 2020;9:2407.
Hatch MN, Cushing TR, Carlson GD, Chang EY. Neuropathic pain and SCI: identification and treatment strategies in the 21st century. J Neurol Sci. 2018;384:75–83.
Soler D, Moriña D, Kumru H, Vidal J, Navarro X. Transcranial direct current stimulation and visual illusion effect according to sensory phenotypes in patients with spinal cord injury and neuropathic pain. J Pain. 2021;22:86–96.
Finnerup NB, Baastrup C. Spinal cord injury pain: mechanisms and management. Curr Pain Headache Rep. 2012;16:207–16.
López-Lluva MT, Abellán-Huerta J, Sánchez-Pérez I, Pérez Díaz P, Lozano Ruíz-Poveda F. An unusual entity: woven coronary artery anomaly. J Invasive Cardiol. 2020;32:E73.
Singh A, Mora J, Panepinto JA. Identification of patients with hemoglobin SS/Sβ0 thalassemia disease and pain crises within electronic health records. Blood Adv. 2018;2:1172–9.
Ovais M, Khalil AT, Ayaz M, Ahmad I, Nethi SK, Mukherjee S. Biosynthesis of metal nanoparticles via microbial enzymes: a mechanistic approach. IJMS. 2018;19:4100.
Dorstyn D, Mathias J, Denson L. Efficacy of cognitive behavior therapy for the management of psychological outcomes following spinal cord injury a meta-analysis. J Health Psychol. 2010;16:374–91.
Mehta S, Orenczuk S, Hansen KT, Aubut J-AL, Hitzig SL, Legassic M, et al. An evidence-based review of the effectiveness of cognitive behavioral therapy for psychosocial issues post-spinal cord injury. Rehabil Psychol. 2011;56:15–25.
Huang G, Lin BL, Hu JH, Qiu FH, Zhang WY, Zhang ZL, et al. Effect of acceptance and commitment therapy on rehabilitation patients with spinal cord injury. Contemp Clin Trials Commun. 2021;24:100778.
Wang X, Chen J, Liu Y, Wu Y. The effect of acceptance and commitment therapy on psychological nursing of acute cerebral infarction with insomnia, anxiety, and depression. Comput Math Methods Med. 2022;2022:1–8.
Boonstra AM, Schiphorst Preuper HR, Balk GA, Stewart RE. Cut-off points for mild, moderate, and severe pain on the visual analogue scale for pain in patients with chronic musculoskeletal pain. Pain. 2014;155:2545–50.
Shafshak TS, Elnemr R. The visual analogue scale versus numerical rating scale in measuring pain severity and predicting disability in low back pain. J Clin Rheumatol. 2020;27:282–5.
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X.Z., M.B., and H.L. contributed to the study design and data analysis. L.L. and Q.L. supervised the project and provided critical revisions to the manuscript. X.Z., L.L., and Q.L. were responsible for manuscript writing and final approval. All authors reviewed the manuscript.
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Zhao, X., Bai, M., Li, H. et al. Targeting astrocyte-monocyte-neuron crosstalk in spinal cord injury: therapeutic insights from methyl gallate. Spinal Cord (2025). https://doi.org/10.1038/s41393-025-01127-4
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DOI: https://doi.org/10.1038/s41393-025-01127-4