1.Artificial intelligence-enabled discovery of a RIPK3 inhibitor with neuroprotective effects in an acute glaucoma mouse model.
Xing TU ; Zixing ZOU ; Jiahui LI ; Simiao ZENG ; Zhengchao LUO ; Gen LI ; Yuanxu GAO ; Kang ZHANG
Chinese Medical Journal 2025;138(2):172-184
BACKGROUND:
Retinal ganglion cell (RGC) death caused by acute ocular hypertension is an important characteristic of acute glaucoma. Receptor-interacting protein kinase 3 (RIPK3) that mediates necroptosis is a potential therapeutic target for RGC death. However, the current understanding of the targeting agents and mechanisms of RIPK3 in the treatment of glaucoma remains limited. Notably, artificial intelligence (AI) technologies have significantly advanced drug discovery. This study aimed to discover RIPK3 inhibitor with AI assistance.
METHODS:
An acute ocular hypertension model was used to simulate pathological ocular hypertension in vivo . We employed a series of AI methods, including large language and graph neural network models, to identify the target compounds of RIPK3. Subsequently, these target candidates were validated using molecular simulations (molecular docking, absorption, distribution, metabolism, excretion, and toxicity [ADMET] prediction, and molecular dynamics simulations) and biological experiments (Western blotting and fluorescence staining) in vitro and in vivo .
RESULTS:
AI-driven drug screening techniques have the potential to greatly accelerate drug development. A compound called HG9-91-01, identified using AI methods, exerted neuroprotective effects in acute glaucoma. Our research indicates that all five candidates recommended by AI were able to protect the morphological integrity of RGC cells when exposed to hypoxia and glucose deficiency, and HG9-91-01 showed a higher cell survival rate compared to the other candidates. Furthermore, HG9-91-01 was found to protect the retinal structure and reduce the loss of retinal layers in an acute glaucoma model. It was also observed that the neuroprotective effects of HG9-91-01 were highly correlated with the inhibition of PANoptosis (apoptosis, pyroptosis, and necroptosis). Finally, we found that HG9-91-01 can regulate key proteins related to PANoptosis, indicating that this compound exerts neuroprotective effects in the retina by inhibiting the expression of proteins related to apoptosis, pyroptosis, and necroptosis.
CONCLUSION
AI-enabled drug discovery revealed that HG9-91-01 could serve as a potential treatment for acute glaucoma.
Animals
;
Glaucoma/metabolism*
;
Neuroprotective Agents/pharmacology*
;
Mice
;
Receptor-Interacting Protein Serine-Threonine Kinases/metabolism*
;
Artificial Intelligence
;
Retinal Ganglion Cells/metabolism*
;
Disease Models, Animal
;
Molecular Docking Simulation
;
Mice, Inbred C57BL
;
Male
2.Modeling and finite element analysis of human trabecular meshwork outflow pathways.
Shiya BAO ; Qing SUN ; Si CHEN ; Xinyu CHEN ; Xiang PENG ; Jing ZHANG
Journal of Biomedical Engineering 2025;42(3):585-591
Glaucoma is the leading cause of irreversible blindness worldwide, with its primary risk factor arising from elevated intraocular pressure (IOP) due to an imbalance between aqueous humor production and outflow. This study aims to establish quantitative correlations among IOP, iris mechanical properties, channel microstructures, and aqueous humor dynamics through three-dimensional modeling and finite element analysis, overcoming the limitations of conventional experimental techniques in studying aqueous flow within the trabecular meshwork (TM) outflow pathway. A three-dimensional fluid-structure interaction (FSI) model incorporating the layered TM structure, Schlemm's canal (SC), iris, and other anterior segment tissues was developed based on human ocular anatomy. FSI simulations were performed to quantify the effects of IOP variations and iris Young's modulus on tissue morphology and aqueous humor dynamics parameters. The computational results demonstrated that axial iris deformation showed significant correlations with IOP and iris Young's modulus. Although elevated IOP exhibited minimal effects on hydrodynamic parameters in the anterior and posterior chambers, it markedly suppressed aqueous flow velocity in the TM region. Additionally, wall shear stress in SC and collector channels displayed high sensitivity to IOP variations. These findings reveal that the tissue mechanics-FSI mechanism modulates outflow resistance by regulating aqueous humor dynamics, offering valuable references for developing clinical therapies targeting IOP reduction in glaucoma management.
Humans
;
Trabecular Meshwork/anatomy & histology*
;
Finite Element Analysis
;
Aqueous Humor/metabolism*
;
Intraocular Pressure/physiology*
;
Glaucoma/physiopathology*
;
Iris/anatomy & histology*
;
Computer Simulation
;
Models, Biological
3.HOCPCA Exerts Neuroprotection on Retinal Ganglion Cells by Binding to CaMKIIα and Modulating Oxidative Stress and Neuroinflammation in Experimental Glaucoma.
Panpan LI ; Xin SHI ; Hanhan LIU ; Yuan FENG ; Xiaosha WANG ; Marc HERB ; Haichao JI ; Stefan WAGNER ; Johannes VOGT ; Verena PROKOSCH
Neuroscience Bulletin 2025;41(8):1329-1346
Neuronal injury in glaucoma persists despite effective intraocular pressure (IOP) control, necessitating neuroprotective strategies for retinal ganglion cells (RGCs). In this study, we investigated the neuroprotective role of the γ-hydroxybutyrate analog HOCPCA in a glaucoma model, focusing on its effects on CaMKII signaling, oxidative stress, and neuroinflammatory responses. Retinal tissue from high IOP animal models was analyzed via proteomics. In vitro mouse retinal explants were subjected to elevated pressure and oxidative stress, followed by HOCPCA treatment. HOCPCA significantly mitigated the RGC loss induced by oxidative stress and elevated pressure, preserving neuronal function. It restored CaMKIIα and β levels, preserving RGC integrity, while also modulating oxidative stress and neuroinflammatory responses. These findings suggest that HOCPCA, through its interaction with CaMKII, holds promise as a neuroprotective therapy for glaucoma.
Animals
;
Retinal Ganglion Cells/metabolism*
;
Glaucoma/pathology*
;
Oxidative Stress/drug effects*
;
Neuroprotective Agents/pharmacology*
;
Mice
;
Calcium-Calmodulin-Dependent Protein Kinase Type 2/metabolism*
;
Mice, Inbred C57BL
;
Disease Models, Animal
;
Neuroinflammatory Diseases/drug therapy*
;
Neuroprotection/drug effects*
;
Male
;
Intraocular Pressure/drug effects*
4.P2X7/P2X4 Receptors Mediate Proliferation and Migration of Retinal Microglia in Experimental Glaucoma in Mice.
Meng-Xi XU ; Guo-Li ZHAO ; Xin HU ; Han ZHOU ; Shu-Ying LI ; Fang LI ; Yanying MIAO ; Bo LEI ; Zhongfeng WANG
Neuroscience Bulletin 2022;38(8):901-915
Microglia are involved in the inflammatory response and retinal ganglion cell damage in glaucoma. Here, we investigated how microglia proliferate and migrate in a mouse model of chronic ocular hypertension (COH). In COH retinas, the microglial proliferation that occurred was inhibited by the P2X7 receptor (P2X7R) blocker BBG or P2X7R knockout, but not by the P2X4R blocker 5-BDBD. Treatment of primary cultured microglia with BzATP, a P2X7R agonist, mimicked the effects of cell proliferation and migration in COH retinas through the intracellular MEK/ERK signaling pathway. Transwell migration assays showed that the P2X4R agonist CTP induced microglial migration, which was completely blocked by 5-BDBD. In vivo and in vitro experiments demonstrated that ATP, released from activated Müller cells through connexin43 hemichannels, acted on P2X7R to induce microglial proliferation, and acted on P2X4R/P2X7R (mainly P2X4R) to induce microglial migration. Our results suggest that inhibiting the interaction of Müller cells and microglia may attenuate microglial proliferation and migration in glaucoma.
Adenosine Triphosphate/pharmacology*
;
Animals
;
Cell Proliferation
;
Glaucoma/metabolism*
;
Mice
;
Microglia/metabolism*
;
Receptors, Purinergic P2X4/metabolism*
;
Receptors, Purinergic P2X7/metabolism*
;
Retinal Ganglion Cells/metabolism*
5.Anti-scarring effect of rapamycin in rabbits following glaucoma filtering surgery.
Xin KANG ; Ying SHEN ; Haixia ZHAO ; Zhaoge WANG ; Wenying GUAN ; Ruichun GE ; Ruifang WANG ; Xue TAI
Journal of Southern Medical University 2018;38(11):1389-1394
OBJECTIVE:
To study the anti- scarring effect of rapamycin in rabbits receiving glaucoma filtering surgery.
METHODS:
Ninety-six Chinchilla rabbits were randomized equally into 3 rapamycin treatment groups and one control group. All the rabbits underwent trabeculectomy, after which the rabbits in the 3 rapamycin groups were treated with eye drops containing 1%, 3%, or 5% rapamycin in the operated eyes, and those in the control groups were given castor oil 4 times a day. The intraocular pressure (IOP) and inflammatory reaction in the treated eyes were observed, and the PCNA-positive cells in the filtering bleb were detected using immunohistochemistry. RTFs isolated from the Tenon's capsule of the rabbits were cultured , and the expressions of caspase-3, caspase-8, and caspase-9 in the fibroblasts were detected after treatment with different concentrations of rapamycin.
RESULTS:
The IOP was significantly lower in rapamycin-treated group than in the control group after the surgery ( < 0.05). The counts of the PCNA-positive cells were significantly lower in rapamycin-treated rabbits than in the control group ( < 0.05). Rapamycin treatment dose-dependently increased the expressions of caspase-3 and caspase- 9 at both the mRNA ( < 0.001) and protein ( < 0.001) levels without causing significant changes in the expressions of caspase-8.
CONCLUSIONS
Rapamycin can inhibit excessive proliferation of the fibroblasts in the filtering bleb to reduce scar formation after glaucoma filtration surgery in rabbits. Rapamycin also increases the expressions of caspase-3 and caspase-9 to induce apoptosis of the RTFs.
Animals
;
Caspase 3
;
metabolism
;
Caspase 9
;
metabolism
;
Cell Proliferation
;
drug effects
;
Cicatrix
;
prevention & control
;
Filtering Surgery
;
adverse effects
;
Glaucoma
;
surgery
;
Intraocular Pressure
;
Postoperative Complications
;
enzymology
;
prevention & control
;
Proliferating Cell Nuclear Antigen
;
analysis
;
Rabbits
;
Random Allocation
;
Sirolimus
;
therapeutic use
;
Trabeculectomy
6.Corneal Biomechanical Parameters and Asymmetric Visual Field Damage in Patients with Untreated Normal Tension Glaucoma.
Bai-Bing LI ; Yu CAI ; Ying-Zi PAN ; Mei LI ; Rong-Hua QIAO ; Yuan FANG ; Tian TIAN
Chinese Medical Journal 2017;130(3):334-339
BACKGROUNDHigh intraocular pressure (IOP) and low central corneal thickness (CCT) are important validated risk factors for glaucoma, and some studies also have suggested that eyes with more deformable corneas may be in higher risk of the development and worsening of glaucoma. In the present study, we aimed to evaluate the association between corneal biomechanical parameters and asymmetric visual field (VF) damage using a Corvis-ST device in patients with untreated normal tension glaucoma (NTG).
METHODSIn this observational, cross-sectional study, 44 newly diagnosed NTG patients were enrolled. Of these, 31 had asymmetric VF damage, which was defined as a 5-point difference between the eyes according to the Advanced Glaucoma Intervention Study scoring system. Corneal biomechanical parameters were obtained using a Corvis-ST device, such as time from start until the first and second applanation is reached (time A1 and time A2, respectively), cord length of the first and second applanation (length A1 and length A2, respectively), corneal speed during the first and second applanation (velocity A1 and velocity A2, respectively), time from start until highest concavity is reached (time HC), maximum amplitude at the apex of highest concavity (def ampl HC), distance between the two peaks at highest concavity (peak dist HC), and central concave curvature at its highest concavity (radius HC).
RESULTSTime A1 (7.19 ± 0.28 vs. 7.37 ± 0.41 ms, P = 0.010), length A1 (1.73 [1.70-1.76] vs. 1.78 [1.76-1.79] mm, P = 0.007), length A2 (1.58 [1.46-1.70] vs. 1.84 [1.76-1.92] mm, P< 0.001), peak dist HC (3.53 [3.08-4.00] vs. 4.33 [3.92-4.74] mm, P = 0.010), and radius HC (6.20 ± 0.69 vs. 6.59 ± 1.18 mm, P = 0.032) were significantly lower in the worse eyes than in the better eyes, whereas velocity A1 and def ampl HC were significantly higher (0.156 [0.149-0.163] vs. 0.145 [0.138-0.152] m/s, P = 0.002 and 1.19 ± 0.13 vs. 1.15 ± 0.13 mm, P = 0.005, respectively). There was no significant difference in time A2, velocity A2, and time HC between the two groups. In addition, no difference was observed in IOP, CCT, and axial length. In the univariate and multivariate analyses, some of the Corvis-ST parameters, including time A1 and def ampl HC, were correlated with known risk factors for glaucoma, and there was also a significant positive correlation between def ampl HC and age.
CONCLUSIONSThere were differences in dynamic corneal response parameters but not IOP or CCT between the paired eyes of NTG patients with asymmetric VF damage. We suggest that the shape of the cornea is more easily altered in the worse eyes of asymmetric NTG patients.
Aged ; Biomechanical Phenomena ; physiology ; Cornea ; metabolism ; physiology ; Cross-Sectional Studies ; Female ; Glaucoma ; metabolism ; physiopathology ; Humans ; Intraocular Pressure ; physiology ; Low Tension Glaucoma ; metabolism ; physiopathology ; Male ; Middle Aged ; Multivariate Analysis ; Prospective Studies ; Visual Fields ; physiology
7.Idebenone Maintains Survival of Mutant Myocilin Cells by Inhibiting Apoptosis.
Yue GUAN ; Juan LI ; Tao ZHAN ; Jian-Wen WANG ; Jian-Bo YU ; Lan YANG
Chinese Medical Journal 2016;129(16):2001-2004
Animals
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Apoptosis
;
drug effects
;
genetics
;
COS Cells
;
Cercopithecus aethiops
;
Cytoskeletal Proteins
;
genetics
;
metabolism
;
Eye Proteins
;
genetics
;
metabolism
;
Glaucoma, Open-Angle
;
genetics
;
metabolism
;
Glycoproteins
;
genetics
;
metabolism
;
Humans
;
Mutation
;
Ubiquinone
;
analogs & derivatives
;
pharmacology
8.GM6001 suppresses scar formation after glaucoma filtration surgery in rabbits.
Ying SHEN ; Wei WU ; Xiaohe LU ; Wenqi GUO
Journal of Southern Medical University 2014;34(2):241-245
OBJECTIVETo study the effect of matrix metalloproteinases inhibitor GM6001 in suppressing scar tissue formation in the filtering passage after glaucoma filtration surgery.
METHODSTwenty-four pigmented rabbits (48 eyes) underwent trabeculectomy followed by subconjunctival injection of GM6001 in the right eye (treated eyes) and injection of PBS in the left eye (control) once a day. The intraocular pressure was monitored postoperatively and proliferating cell nuclear antigen (PCNA)- and α-smooth muscle actin (α-SMA)-positive cells in the filtering pathway were detected using immunohistochemistry.
RESULTSOn postoperative days 7, 14, 21, and 28, the intraocular pressure was significantly lower in the treated eyes (GM6001) than in the control eyes (P<0.01). The counts of PCNA- and α-SMA-positive cells were also significantly lowered in the treated than in the control eyes (P<0.01).
CONCLUSIONGM6001 can inhibit excessive proliferation of the fibroblasts in the filtering pathway to suppress scar tissue formation and prolong the existence of the functional filtration bleb in rabbits.
Actins ; metabolism ; Animals ; Cicatrix ; pathology ; prevention & control ; Dipeptides ; pharmacology ; Filtering Surgery ; adverse effects ; Glaucoma ; surgery ; Intraocular Pressure ; Postoperative Complications ; Proliferating Cell Nuclear Antigen ; metabolism ; Rabbits
9.Validation of glaucoma-like features in the rat episcleral vein cauterization model.
Yujing BAI ; ; Yingting ZHU ; Qin CHEN ; Jing XU ; Marinko V SARUNIC ; Uri H SARAGOVI ; Yehong ZHUO
Chinese Medical Journal 2014;127(2):359-364
BACKGROUNDGlaucoma, an irreversible optic nerve neuropathy, always results in blindness. This study aimed to evaluate glaucoma-like features in the rat episcleral vein cauterization (EVC) model by multiple in vivo and in vitro evidences.
METHODSWistar rat was used in this study. The elevated intraocular pressure (IOP) was induced by cauterization of three episcleral veins. IOP was monitored with Tono-Pen XL tonometer. Time-dependent changes to the neuronal retinal layers were quantified by Fourier domain-optical coherence tomography. The function of retina was evaluated by electroretinogram (ERG). Survival of retinal ganglion cells (RGCs) was quantified by retrograde labeling. Histology study was performed with retinal sections stained with hematoxylin-eosin, glial fibrillary acidic protein, and neuronal nuclear antigen. Retina and aqueous humor protein were extracted and cytotoxic protein tumor necrosis factor alpha (TNF-α) and alpha-2 macroglobulin (α2m) were measured with Western blotting.
RESULTSEVC is a relatively facile intervention, with low failure rates (<5%). After surgical intervention, chronic mild IOP elevation (about 1.6-fold over normal, P < 0.05) was induced for at least 6 weeks without requiring a second intervention. High IOP causes chronic and progressive loss of RGCs (averaging about 4% per week), progressive thinning of neuronal retinal layers (3-5 μm per week), and reduction of a- and b-wave in ERG. EVC method can also induce glial cell activation and alterations of inflammation proteins, such as TNF-α and α2m.
CONCLUSIONEVC method can establish a robust, reliable, economic and highly reproducible glaucomatous animal model.
Animals ; Disease Models, Animal ; Electroretinography ; Female ; Glaucoma ; metabolism ; pathology ; Rats ; Rats, Wistar ; Retina ; metabolism ; pathology ; Retinal Neurons ; metabolism
10.Role of mitochondria in the pathogenesis and treatment of glaucoma.
Xue-Jiao YANG ; Jian GE ; Ye-Hong ZHUO
Chinese Medical Journal 2013;126(22):4358-4365
OBJECTIVETo gain insight into the potential mechanism of mitochondria dysfunction in pathogenesis, progression and therapeutic management of glaucoma.
DATA SOURCESThe data used in this review were mainly published in English from 2000 to present obtained from PubMed. The search terms were "mitochondria", "glaucoma" and "trabecular meshwork" or "retinal ganglion cells".
STUDY SELECTIONArticles studying the mitochondria-related pathologic mechanism and treatment of glaucoma were selected and reviewed.
RESULTSMitochondrial dysfunction or injury was demonstrated in different eye tissue of glaucoma. A variety of potential injuries (light, toxic materials, oxidative injury, mechanical stress, aging, etc.) and the inherent DNA defects are deemed to cause mitochondrial structural and functional destruction in trabecular meshwork cells, retinal ganglion cells, etc. of glaucoma. In addition, various new experimental and therapeutic interventions were used to preserve mitochondrial function, which may be useful for protecting against optic nerve degeneration or reducing the death of retinal ganglion cells in glaucoma.
CONCLUSIONSMitochondria play an important role in the pathogenesis of glaucoma, various strategies targeting mitochondrial protection might provide a promising way to delay the onset of glaucoma or protect RGCs against glaucomatous damage.
Glaucoma ; metabolism ; pathology ; Humans ; Mitochondria ; metabolism ; Retinal Ganglion Cells ; metabolism ; Trabecular Meshwork ; metabolism

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