Temporal Effects of Disease Signature Genes and Core Mechanisms in the Hyperacute Phase of Acute Ischemic Stroke: A Bioinformatics Analysis and Experimental Validation
Peng-Li Ding
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorKai-Xin Zhang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorFang Yao
Nursing Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorWen-Qiang Cui
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorZhen-Ling Liu
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorYi-Ran Wang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorXiang-Ying Wang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorWei Liu
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorHeng-Ye Zhao
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorHong-Yun Wu
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorCorresponding Author
Ya-Han Wang
Department of Neurology , Hunan Provincial Hospital of Integrative Medicine , Changsha , Hunan Province , China
Search for more papers by this authorCorresponding Author
Xiang-Qing Xu
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorPeng-Li Ding
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorKai-Xin Zhang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorFang Yao
Nursing Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorWen-Qiang Cui
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorZhen-Ling Liu
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorYi-Ran Wang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorXiang-Ying Wang
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorWei Liu
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorHeng-Ye Zhao
First College of Clinical Medicine , Shandong University of Traditional Chinese Medicine , Jinan , Shandong , China , sdutcm.edu.cn
Search for more papers by this authorHong-Yun Wu
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorCorresponding Author
Ya-Han Wang
Department of Neurology , Hunan Provincial Hospital of Integrative Medicine , Changsha , Hunan Province , China
Search for more papers by this authorCorresponding Author
Xiang-Qing Xu
Neurology Department , Shandong University of Traditional Chinese Medicine Affiliated Hospital , Jinan , Shandong , China
Search for more papers by this authorAbstract
Background: The pathophysiological progression during the hyperacute phase of acute ischemic stroke (AIS) critically determines clinical outcomes. Identification of phase-specific biomarkers and elucidation of their temporal regulatory mechanisms are pivotal for optimizing therapeutic interventions.
Methods: Disease signature genes and their mechanisms of action were screened based on the Gene Expression Omnibus database. This involved the use of differentially expressed gene screening, weighted gene co-expression network analysis, Mfuzz analysis, Gene Ontology, Kyoto Encyclopedia of Genes and Genomes enrichment analysis, support vector machines, random forest algorithms, and gene set enrichment analysis. The expression of disease-characteristic genes and their related mechanisms were further validated in both in vivo and in vitro models.
Results: Six hyperacute-phase signature genes (Pip5k1c, Nlgn2, Fzd2, Cd86, Agpat1, and Degs2) were identified in the hyperacute phase of AIS. In light of the gene effect mechanism, the regulation of the neuroinflammatory response and apoptosis by the TLR2/TLR4/NF-κB pathway was monitored in the hyperacute phase of AIS at three times: 3, 6, and 12 h. The results indicated a progressively intensified neuroinflammatory response and the fluctuating growth of early apoptosis changes.
Conclusion: This study systematically identifies hyperacute-phase-specific biomarkers in AIS and delineates their temporal regulatory logic. The time-course dynamics of neuronal apoptosis and inflammatory regulation in the hyperacute phase of AIS were monitored. The observed biphasic apoptotic pattern provides mechanistic insights for developing chronologically targeted therapies, such as timed inhibition of TLR4/CD86 during 0–3 h to block inflammatory initiation, or administration of Agpat1 agonists at 3–6 h to stabilize mitochondrial function. These findings help alleviate the current ‘molecular blind spot’ in early stroke diagnosis and intervention.
Conflicts of Interest
The authors declare no conflicts of interest.
Open Research
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
Supporting Information
Filename | Description |
---|---|
mi6808184-sup-0001-f1.pngPNG image, 29.2 KB | Supporting Information 1 Figure S1: Raw and Standardized Data for Gene Expression Validation; Figure S2: Q-PCR Results from In Vivo Experiments; Figure S3: Q-PCR Results from In Vitro Experiments are supporting information provided in response to Point 10 raised by Reviewer 2:"10. For the gene expression validation, include both raw and normalized data in the supporting information for transparency and reproducibility.“ Supporting Information Figure S1 contains the analysis of Pip5k1c, Nlgn2, Fzd2, Cd86, Agpat1, and Degs2 expression in normal and disease groups, derived from the GEO datasets GSE199066, GSE260488, GSE279377, GSE268634, and GSE166162. Supporting Information Figures S2 and S3 provide the raw qPCR data from in vivo and in vitro experiments. |
mi6808184-sup-0002-f2.pngPNG image, 32.3 KB | Supporting Information 2 Figure S4: Raw Grey Values from the Western Blot Results is supporting information provided in response to Reviewer 1′s request: “Rigour of statistical analysis: Raw grey values were not provided for the data from the Western blot results (Figures 6, 7, 8) and are recommended to be added in the supporting data.” This file contains the raw grey values from both in vivo and in vitro Western blot experiments. |
Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.
References
- 1 GBD 2019 Stroke Collaborators, Global, Regional, and National Burden of Stroke and Its Risk Factors, 1990-2019: A Systematic Analysis for the Global Burden of Disease Study 2019, Lancet Neurology. (2021) 20, 795–820.
- 2 Mendelson S. J. and Prabhakaran S., Diagnosis and Management of Transient Ischemic Attack and Acute Ischemic Stroke: A Review, JAMA. (2021) 325, no. 11, 1088–1098, https://doi.org/10.1001/jama.2020.26867.
- 3 Sacco R. L., Kasner S. E., and Broderick J. P., et al.An Updated Definition of Stroke for the 21st Century: A Statement for Healthcare Professionals From the American Heart Association/American Stroke Association, Stroke. (2013) 44, no. 7, 2064–2089, https://doi.org/10.1161/STR.0b013e318296aeca, 2-s2.0-84879894202.
- 4 Saver J. L., Time Is Brain—Quantified, Stroke. (2006) 37, no. 1, 263–266, https://doi.org/10.1161/01.STR.0000196957.55928.ab, 2-s2.0-33644874026.
- 5 Fransen P. S., Berkhemer O. A., and Lingsma H. F., et al.Time to Reperfusion and Treatment Effect for Acute Ischemic Stroke: A Randomized Clinical Trial, JAMA Neurology. (2016) 73, 190–196.
- 6 Allen L. M., Hasso A. N., Handwerker J., and Farid H., Sequence-Specific MR Imaging Findings That Are Useful in Dating Ischemic Stroke, Radiographics. (2012) 32, no. 5, 1285–1297, https://doi.org/10.1148/rg.325115760, 2-s2.0-84866239896.
- 7 Ding L., Liu Y., and Meng X., et al.Biomarker and Genomic Analyses Reveal Molecular Signatures of Non-Cardioembolic Ischemic Stroke, Signal Transduction and Targeted Therapy. (2023) 8, no. 1, https://doi.org/10.1038/s41392-023-01465-w.
- 8 Han B., Zhang Y., and Zhang Y., et al.Novel Insight Into Circular RNA HECTD1 in Astrocyte Activation Via Autophagy by Targeting MIR142-TIPARP: Implications for Cerebral Ischemic Stroke, Autophagy. (2018) 14, no. 7, 1164–1184, https://doi.org/10.1080/15548627.2018.1458173, 2-s2.0-85050354210.
- 9 Liu R., Luo S., Zhang Y. S., and Tsang C. K., Plasma Metabolomic Profiling of Patients With Transient Ischemic Attack Reveals Positive Role of Neutrophils in Ischemic Tolerance, Ebiomedicine. (2023) 97, https://doi.org/10.1016/j.ebiom.2023.104845, 104845.
- 10 Pulukool S. K., Srimadh B. S., and Vijay S. K., et al.Noninvasive Cardiac-Specific Biomarkers for the Diagnosis and Prevention of Vascular Stenosis in Cardiovascular Disorder, Frontiers in Pharmacology. (2024) 15, https://doi.org/10.3389/fphar.2024.1376226, 1376226.
- 11 Yang K., Zeng L., He Q., Wang S., Xu H., and Ge J., Advancements in Research on the Immune-Inflammatory Mechanisms Mediated by NLRP3 Inflammasome in Ischemic Stroke and the Regulatory Role of Natural Plant Products, Frontiers in Pharmacology. (2024) 15, https://doi.org/10.3389/fphar.2024.1250918, 1250918.
- 12 Smith M., Reddy U., Robba C., Sharma D., and Citerio G., Acute Ischaemic Stroke: Challenges for the Intensivist, Intensive Care Medicine. (2019) 45, no. 9, 1177–1189, https://doi.org/10.1007/s00134-019-05705-y, 2-s2.0-85069658887.
- 13 Chen J., Li Y., and Wang L., et al.Therapeutic Benefit of Intravenous Administration of Bone Marrow Stromal Cells After Cerebral Ischemia in Rats, Stroke. (2001) 32, no. 4, 1005–1011, https://doi.org/10.1161/01.STR.32.4.1005, 2-s2.0-0035075998.
- 14 Ye X., Shen T., and Hu J., et al.Purinergic 2X7 Receptor/NLRP3 Pathway Triggers Neuronal Apoptosis After Ischemic Stroke in the Mouse, Experimental Neurology. (2017) 292, 46–55, https://doi.org/10.1016/j.expneurol.2017.03.002, 2-s2.0-85014704923.
- 15 Ma D. C., Zhang N. N., Zhang Y. N., and Chen H. S., Salvianolic Acids for Injection Alleviates Cerebral Ischemia/Reperfusion Injury by Switching M1/M2 Phenotypes and Inhibiting NLRP3 Inflammasome/Pyroptosis Axis in Microglia In Vivo and In Vitro, Journal of Ethnopharmacology. (2021) 270, 8–9, https://doi.org/10.1016/j.jep.2021.113776, 113776.
- 16 Meng X., Xie W., and Xu Q., et al.Neuroprotective Effects of Radix Scrophulariae on Cerebral Ischemia and Reperfusion Injury via MAPK Pathways, Molecules. (2018) 23.
- 17 Kollikowski A. M., Pham M., and Marz A. G., et al.MMP-9 Release Into Collateral Blood Vessels Before Endovascular Thrombectomy to Assess the Risk of Major Intracerebral Haemorrhages and Poor Outcome for Acute Ischaemic Stroke: A Proof-of-Concept Study, Ebiomedicine. (2024) 103, https://doi.org/10.1016/j.ebiom.2024.105095, 105095.
- 18 Tong W., Zhang Y., and Hui H., et al.Sensitive Magnetic Particle Imaging of Haemoglobin Degradation for the Detection and Monitoring of Intraplaque Haemorrhage in Atherosclerosis, Ebiomedicine. (2023) 90, https://doi.org/10.1016/j.ebiom.2023.104509, 104509.
- 19 Jung D. Y., Lee H., and Jung B. Y., et al.TLR4, but not TLR2, Signals Autoregulatory Apoptosis of Cultured Microglia: A Critical Role of IFN-Beta as a Decision Maker, Journal of Immunology. (2005) 174, no. 10, 6467–6476, https://doi.org/10.4049/jimmunol.174.10.6467.
- 20 Bai X., Wang X., and Lin T., et al.Toll-Like Receptor 2 is Associated With the Immune Response, Apoptosis, and Angiogenesis in the Mammary Glands of Dairy Cows with Clinical Mastitis, International Journal of Molecular Sciences. (2022) 23, no. 18, 5–11, https://doi.org/10.3390/ijms231810717, 10717.
- 21
Xiong Y.,
Li S., and
Wang C., et al.Chinese Stroke Association Guidelines on Reperfusion Therapy for Acute Ischaemic Stroke 2024, Stroke Vascular Neurology. (2025) .
10.1136/svn-2024-003977 Google Scholar
- 22 Lee E. J., Kim S. J., and Bae J., et al.Impact of Onset-To-Door Time on Outcomes and Factors Associated With Late Hospital Arrival in Patients With Acute Ischemic Stroke, Plos One. (2021) 16, no. 3, https://doi.org/10.1371/journal.pone.0247829, e247829.
- 23 Mercier E., Boutin A., and Lauzier F., et al.Predictive Value of S-100beta Protein for Prognosis in Patients With Moderate and Severe Traumatic Brain Injury: Systematic Review and Meta-Analysis, BMJ. (2013) 346, https://doi.org/10.1136/bmj.f1757, 2-s2.0-84877590096.
- 24 Yang Z. and Wang K. K., Glial Fibrillary Acidic Protein: From Intermediate Filament Assembly and Gliosis to Neurobiomarker, Trends in Neurosciences. (2015) 38, no. 6, 364–374, https://doi.org/10.1016/j.tins.2015.04.003, 2-s2.0-84942988616.
- 25 Wang M., Yan H., and Zhang Y., et al.Accelerated Biological Aging Increases the Risk of Short- and Long-Term Stroke Prognosis in Patients With Ischemic Stroke or TIA, Ebiomedicine. (2025) 111, https://doi.org/10.1016/j.ebiom.2024.105494, 105494.
- 26 Xiong Y., Campbell B., and Schwamm L. H., et al.Tenecteplase for Ischemic Stroke at 4.5 to 24 Hours Without Thrombectomy, New England Journal of Medicine. (2024) 391, no. 3, 203–212, https://doi.org/10.1056/NEJMoa2402980.
- 27 Yang P., Zhang Y., and Liu J., Ischaemic Stroke in 2024: Progress on Multiple Fronts, Lancet Neurology. (2025) 24, no. 1, 7–8, https://doi.org/10.1016/S1474-4422(24)00473-3.
- 28 Xu J., Wang A., and Meng X., et al.Edaravone Dexborneol Versus Edaravone Alone for the Treatment of Acute Ischemic Stroke: A Phase III, Randomized, Double-Blind, Comparative Trial, Stroke. (2021) 52, no. 3, 772–780, https://doi.org/10.1161/STROKEAHA.120.031197.
- 29 Wenk M. R., Pellegrini L., and Klenchin V. A., et al.PIP Kinase Igamma is the Major PI(4,5)P(2) Synthesizing Enzyme at the Synapse, Neuron. (2001) 32, no. 1, 79–88, https://doi.org/10.1016/S0896-6273(01)00456-1, 2-s2.0-0034740730.
- 30 Wright B. D., Loo L., and Street S. E., et al.The Lipid Kinase PIP5K1C Regulates Pain Signaling and Sensitization, Neuron. (2014) 82, no. 4, 836–847, https://doi.org/10.1016/j.neuron.2014.04.006, 2-s2.0-84901020645.
- 31 Qu M., Chen M., and Gong W., et al.Pip5k1c Loss in Chondrocytes Causes Spontaneous Osteoarthritic Lesions in Aged Mice, Aging and Disease. (2023) 14, no. 2, 502–514, https://doi.org/10.14336/AD.2022.0828.
- 32 Jonas K., Prinz F., and Ferracin M., et al.MiR-4649-5p Acts as a Tumor-Suppressive MicroRNA in Triple Negative Breast Cancer by Direct Interaction With PIP5K1C, Thereby Potentiating Growth-Inhibitory Effects of the AKT Inhibitor Capivasertib, Breast Cancer Research. (2023) 25, no. 1, https://doi.org/10.1186/s13058-023-01716-2.
- 33 Hamanaka K., Miyake N., and Mizuguchi T., et al.Large-Scale Discovery of Novel Neurodevelopmental Disorder-Related Genes Through a Unified Analysis of Single-Nucleotide and Copy Number Variants, Genome Medicine. (2022) 14.
- 34 Kathuria A., Lopez-Lengowski K., Watmuff B., McPhie D., Cohen B. M., and Karmacharya R., Synaptic Deficits in iPSC-Derived Cortical Interneurons in Schizophrenia are Mediated by NLGN2 and Rescued by N-Acetylcysteine, Translational Psychiatry. (2019) 9, no. 1, https://doi.org/10.1038/s41398-019-0660-x.
- 35 Huang L., Luo E. L., and Xie J., et al.FZD2 Regulates Cell Proliferation and Invasion in Tongue Squamous Cell Carcinoma, International Journal of Biological Sciences. (2019) 15, no. 11, 2330–2339, https://doi.org/10.7150/ijbs.33881, 2-s2.0-85073074582.
- 36 Hyun S. Y., Min H. Y., and Lee H. J., et al.Ninjurin1 Drives Lung Tumor Formation and Progression By Potentiating Wnt/Beta-Catenin Signaling Through Frizzled2-LRP6 Assembly, Journal of Experimental and Clinical Cancer Research. (2022) 41, no. 1, https://doi.org/10.1186/s13046-022-02323-3.
- 37 Zhou B., Zuo X. X., and Li Y. S., et al.Integration of microRNA and mRNA Expression Profiles in the Skin of Systemic Sclerosis Patients, Scientific Reports. (2017) 7, no. 1, https://doi.org/10.1038/srep42899, 2-s2.0-85013344039, 42899.
- 38 Zhou Y., Li Y., and Zhou B., et al.Inflammation and Apoptosis: Dual Mediator Role for Toll-Like Receptor 4 in the Development of Necrotizing Enterocolitis, Inflammatory Bowel Diseases. (2017) 23, no. 1, 44–56, https://doi.org/10.1097/MIB.0000000000000961, 2-s2.0-84995486946.
- 39 Lu H., Ouyang W., and Huang C., Inflammation, a Key Event in Cancer Development, Molecular Cancer Research. (2006) 4, no. 4, 221–233, https://doi.org/10.1158/1541-7786.MCR-05-0261, 2-s2.0-33646160623.
- 40 Teutsch S. M., Booth D. R., Bennetts B. H., Heard R. N., and Stewart G. J., Association of Common T Cell Activation Gene Polymorphisms With Multiple Sclerosis in Australian Patients, Journal of Neuroimmunology. (2004) 148, no. 1-2, 218–230, https://doi.org/10.1016/j.jneuroim.2003.12.003, 2-s2.0-1242295125.
- 41 Matsushita M., Tsuchiya N., Oka T., Yamane A., and Tokunaga K., New Polymorphisms of Human CD80 and CD86: Lack of Association With Rheumatoid Arthritis and Systemic Lupus Erythematosus, Genes and Immunity. (2000) 1, no. 7, 428–434, https://doi.org/10.1038/sj.gene.6363704, 2-s2.0-0034303341.
- 42 Liao W. L., Chen R. H., and Lin H. J., et al.The Association Between Polymorphisms of B7 Molecules (CD80 and CD86) and Graves’ Ophthalmopathy in a Taiwanese Population, Ophthalmology. (2011) 118, no. 3, 553–557, https://doi.org/10.1016/j.ophtha.2010.07.021, 2-s2.0-79952255142.
- 43 Ma X. Y., Duan A. Q., and Lu X. R., et al.Novel Insight into the Potential Role of Acylglycerophosphate Acyltransferases Family Members on Triacylglycerols Synthesis in Buffalo, International Journal of Molecular Sciences. (2022) 23, no. 12, https://doi.org/10.3390/ijms23126561.
- 44 Agarwal A. K., Tunison K., and Dalal J. S., et al.Metabolic, Reproductive, and Neurologic Abnormalities in Agpat1-Null Mice, Endocrinology. (2017) 158, no. 11, 3954–3973, https://doi.org/10.1210/en.2017-00511, 2-s2.0-85034427921.
- 45 Mizutani Y., Kihara A., and Igarashi Y., Identification of the Human Sphingolipid C4-Hydroxylase, hDES2, and Its Up-Regulation During Keratinocyte Differentiation, FEBS Letters. (2004) 563, 93–97, https://doi.org/10.1016/S0014-5793(04)00274-1, 2-s2.0-1842687415.
- 46 Ohi K., Ursini G., and Li M., et al.DEGS2 Polymorphism Associated With Cognition in Schizophrenia is Associated With Gene Expression in Brain, Translational Psychiatry. (2015) 5, no. 4, e550–e550, https://doi.org/10.1038/tp.2015.45, 2-s2.0-84990882571.
- 47 Hashimoto R., Ikeda M., and Ohi K., et al.Genome-Wide Association Study of Cognitive Decline in Schizophrenia, American Journal of Psychiatry. (2013) 170, no. 6, 683–684, https://doi.org/10.1176/appi.ajp.2013.12091228, 2-s2.0-84882237307.
- 48 Kanzler H., Barrat F. J., Hessel E. M., and Coffman R. L., et al.Therapeutic Targeting of Innate Immunity With Toll-Like Receptor Agonists and Antagonists, Nature Medicine. (2007) 13, no. 5, 552–559, https://doi.org/10.1038/nm1589, 2-s2.0-34249677845.
- 49 Zhou M., Zhang T., and Zhang B., et al.A DNA Nanostructure-Based Neuroprotectant Against Neuronal Apoptosis Via Inhibiting Toll-Like Receptor 2 Signaling Pathway in Acute Ischemic Stroke, ACS Nano. (2022) 16, no. 1, 1456–1470, https://doi.org/10.1021/acsnano.1c09626.
- 50 Caso J. R., Pradillo J. M., Hurtado O., Lorenzo P., Moro M. A., and Lizasoain I., Toll-Like Receptor 4 is Involved in Brain Damage and Inflammation After Experimental Stroke, Circulation. (2007) 115, no. 12, 1599–1608, https://doi.org/10.1161/CIRCULATIONAHA.106.603431, 2-s2.0-34247545017.
- 51 Bell M. T., Puskas F., and Agoston V. A., et al.Toll-Like Receptor 4-Dependent Microglial Activation Mediates Spinal Cord Ischemia-Reperfusion Injury, Circulation. (2013) 128, no. 11 suppl 1, S152–S156, https://doi.org/10.1161/CIRCULATIONAHA.112.000024, 2-s2.0-84883821562.
- 52 Brodsky I. and Medzhitov R., Two Modes of Ligand Recognition by TLRs, Cell. (2007) 130, no. 6, 979–981, https://doi.org/10.1016/j.cell.2007.09.009, 2-s2.0-34548605445.
- 53 Durán-Laforet V., Peña-Martínez C., García-Culebras A., Alzamora L., Moro M. A., and Lizasoain I., Pathophysiological and Pharmacological Relevance of TLR4 in Peripheral Immune Cells After Stroke, Pharmacology and Therapeutics. (2021) 228, https://doi.org/10.1016/j.pharmthera.2021.107933, 107933.
- 54 Khandoga A. G., Khandoga A., Anders H. J., and Krombach F., Postischemic Vascular Permeability Requires Both TLR-2 and TLR-4, but Only TLR-2 Mediates the Transendothelial Migration of Leukocytes, Shock. (2009) 31, no. 6, 592–598, https://doi.org/10.1097/SHK.0b013e318193c859, 2-s2.0-68049110594.
- 55 Sun P. P., Yuan F., Xu J., Sai K., Chen J., and Guan S., Cryptotanshinone Ameliorates Hepatic Normothermic Ischemia and Reperfusion Injury in Rats by Anti-Mitochondrial Apoptosis, Biological and Pharmaceutical Bulletin. (2014) 37, no. 11, 1758–1765, https://doi.org/10.1248/bpb.b14-00389, 2-s2.0-84910071840.
- 56
Lee E. F. and
Fairlie W. D., The Structural Biology of Bcl-x(L), International Journal of Molecular Sciences. (2019) 20, no. 9, https://doi.org/10.3390/ijms20092234, 2-s2.0-85065800050.
10.3390/ijms20092234 Google Scholar
- 57 Ola M. S., Nawaz M., and Ahsan H., Role of Bcl-2 Family Proteins and Caspases in the Regulation of Apoptosis, Molecular and Cellular Biochemistry. (2011) 351, no. 1-2, 41–58, https://doi.org/10.1007/s11010-010-0709-x, 2-s2.0-79953719964.
- 58 Cunningham P. N., Wang Y., Guo R., He G., and Quigg R. J., Role of Toll-Like Receptor 4 in Endotoxin-Induced Acute Renal Failure, Journal of Immunology. (2004) 172, no. 4, 2629–2635, https://doi.org/10.4049/jimmunol.172.4.2629, 2-s2.0-0842321773.
- 59 Wang P., Qiu W., and Dudgeon C., et al.PUMA is Directly Activated by NF-KappaB and Contributes to TNF-Alpha-Induced Apoptosis, Cell Death and Differentiation. (2009) 16, no. 9, 1192–1202, https://doi.org/10.1038/cdd.2009.51, 2-s2.0-69049103034.
- 60 Erickson E. K., Blednov Y. A., Harris R. A., and Mayfield R. D., Glial Gene Networks Associated With Alcohol Dependence, Scientific Reports. (2019) 9, no. 1, https://doi.org/10.1038/s41598-019-47454-4, 2-s2.0-85069928793, 10949.
- 61 Barnett K. C., Coronas-Serna J. M., and Zhou W., et al.Phosphoinositide Interactions Position cGAS at the Plasma Membrane to Ensure Efficient Distinction Between Self- and Viral DNA, Cell. (2019) 176, no. 6, 1432–1446, https://doi.org/10.1016/j.cell.2019.01.049, 2-s2.0-85062423136.
- 62 Gong P., Jia H. Y., and Li R., et al.Downregulation of Nogo-B Ameliorates Cerebral Ischemia/Reperfusion Injury in Mice Through Regulating Microglia Polarization Via TLR4/NF-kKappaB pPathway, Neurochem International. (2023) 167, 105553.
- 63 Du Q., Ning N., and Zhao X., et al.Acylglycerol Kinase Inhibits Macrophage Anti-Tumor Activity Via Limiting mtDNA Release and cGAS-STING-Type I IFN Response, Theranostics. (2025) 15, no. 4, 1304–1319, https://doi.org/10.7150/thno.101298.
- 64 Villasenor T., Madrid-Paulino E., Maldonado-Bravo R., Urban-Aragon A., Perez-Martinez L., and Pedraza-Alva G., Activation of the Wnt Pathway by Mycobacterium Tuberculosis: A Wnt-Wnt Situation, Frontiers in Immunology. (2017) 8, https://doi.org/10.3389/fimmu.2017.00050, 2-s2.0-85014399040.
- 65 Pan W. Q., He Y. H., and Su Q., et al.Association of Decreased Serum Vasostatin-2 Level With Ischemic Chronic Heart Failure and With MACE in 3-Year Follow-up: Vasostatin-2 Prevents Heart Failure in Myocardial Infarction Rats, International Journal of Cardiology. (2016) 221, 1–11, https://doi.org/10.1016/j.ijcard.2016.06.065, 2-s2.0-84978933847.
- 66 Tesser A., Piperno G. M., and Pin A., et al.Priming of the cGAS-STING-TBK1 Pathway Enhances LPS-Induced Release of Type I Interferons, Cells. (2021) 10, no. 4, https://doi.org/10.3390/cells10040785.
- 67 Larabi A., Barnich N., and Nguyen H., New Insights Into the Interplay Between Autophagy, Gut Microbiota and Inflammatory Responses in IBD, Autophagy. (2020) 16, no. 1, 38–51, https://doi.org/10.1080/15548627.2019.1635384.
- 68 Saint-Martin M. and Goda Y., Astrocyte-Synapse Interactions and Cell Adhesion Molecules, The FEBS Journal. (2023) 290, no. 14, 3512–3526, https://doi.org/10.1111/febs.16540.
- 69 Maniati E., Bossard M., and Cook N., et al.Crosstalk Between the Canonical NF-KappaB and Notch Signaling Pathways Inhibits Ppargamma Expression and Promotes Pancreatic Cancer Progression in Mice, Journal of Clinical Investigation. (2011) 121, no. 12, 4685–4699, https://doi.org/10.1172/JCI45797, 2-s2.0-84055217307.
- 70 Wada J. and Makino H., Innate Immunity in Diabetes and Diabetic Nephropathy, Nature Reviews Nephrology. (2016) 12, no. 1, 13–26, https://doi.org/10.1038/nrneph.2015.175, 2-s2.0-84951905077.
- 71 Simoni O., Scarpa M., and Castagliuolo I., et al.IMMUNOREACT 7: Regular Aspirin Use is Associated With Immune Surveillance Activation in Colorectal Cancer, Cancer. (2024) 130, no. 13, 2272–2286, https://doi.org/10.1002/cncr.35297.
- 72 van Dam-Nolen D., Truijman M., and van der Kolk A. G., et al.Carotid Plaque Characteristics Predict Recurrent Ischemic Stroke and TIA: The PARISK (Plaque At RISK) Study, Jacc Cardiovascular Imaging. (2022) 15, 1715–1726.
- 73 Irwin D. J., Fedler J., and Coffey C. S., et al.Evolution of Alzheimer’s Disease Cerebrospinal Fluid Biomarkers in Early Parkinson’s Disease, Annals of Neurology. (2020) 88, 574–587.
- 74 Eckle T., Bertazzo J., and Khatua T. N., et al.Circadian Influences on Myocardial Ischemia-Reperfusion Injury and Heart Failure, Circulation Research. (2024) 134, no. 6, 675–694, https://doi.org/10.1161/CIRCRESAHA.123.323522.
- 75 Qin X., Ding R., and Lu H., et al.Identification of Pivotal Genes and Regulatory Networks Associated With Atherosclerotic Carotid Artery Stenosis Based on Comprehensive Bioinformatics Analysis and Machine Learning, Frontiers in Pharmacology. (2024) 15, https://doi.org/10.3389/fphar.2024.1364160, 1364160.