Multiscale knowledge distillation with attention based fusion for robust human activity recognition.

Knowledge distillation is an effective approach for training robust multi-modal machine learning models when synchronous multimodal data are unavailable. However, traditional knowledge distillation techniques have limitations in comprehensively transferring knowledge across modalities and models. This paper proposes a multiscale knowledge distillation framework to address these limitations. Specifically, we introduce a multiscale semantic graph mapping (SGM) loss function to enable more comprehensive knowledge transfer between teacher and student networks at multiple feature scales. We also design a fusion and tuning (FT) module to fully utilize correlations within and between different data types of the same modality when training teacher networks. Furthermore, we adopt transformer-based backbones to improve feature learning compared to traditional convolutional neural networks. We apply the proposed techniques to multimodal human activity recognition and compared with the baseline method, it improved by 2.31% and 0.29% on the MMAct and UTD-MHAD datasets. Ablation studies validate the necessity of each component.

[Preliminary Study on the Relationship between the Developmental Stage of Multiple Myeloma Disease and the Results of Bone Marrow Whole Exome Sequencing].

OBJECTIVE: To investigate the genetic results of whole exome sequencing of bone marrow from new onset multiple myeloma (MM) patients to analyze the process of genetic clonal evolution in MM patients. METHODS: Genomic DNA was extracted from bone marrow samples of 15 MM patients and the whole exomes sequencing was performed using next generation sequencing technology. Using own buccal cells as germline controls, combinated with clinical information, the mutation profile of genes from high-risk asymptomatic myeloma to symptomatic myeloma were analyzed, and genes that may be associated with the efficacy and side effects of bortezomib were screened. RESULTS: Except for two patients in whom no peripheral neuropathy was observed after a short treatment period, other patients peripheral neuropathy developed of various degrees during treatment with bortezomib containing chemotherapy, and the vast majority of patients achieved remission after receiving this bortezomib-related chemotherapy regimen. All patients had comparable levels of the inherited mutations number, but the somatic mutations was correlated with disease evolution. CONCLUSION: different gene "mutational spectra" exist in myeloma patients at different stages and are associated with progression through all stages of the disease.

Clinical Features, Antibiotic Susceptibilities, and Outcomes of Endophthalmitis Caused by Streptococcal Infection: Children vs. Adults.

Streptococcus spp. are common causative organisms of endophthalmitis. Analysis of the clinical features, antibiotic susceptibilities, and outcomes of streptococcal endophthalmitis in children and adults may guide future management. Sixty-seven patients (67 eyes) with streptococcal endophthalmitis who were admitted to the Zhongshan Ophthalmic Center between January 2013 and December 2022 were retrospectively reviewed. The mean age was 20.7 ± 21.6 years, and 59.7% were children. Streptococcal infection accounted for 13.9% of culture-proven bacterial endophthalmitis cases; the proportion was higher in children than in adults (32.3% vs. 7.6%, p < 0.01) and increased from 8.1% in 2013-2017 to 20.1% in 2018-2022 (p < 0.01). Eye trauma was the most common etiology in both children and adults (82.5% and 66.7%, respectively). Viridans group streptococci were the most common isolates, followed by S. pneumoniae. The susceptibility rates of the streptococci to vancomycin, cefuroxime, and levofloxacin were 100%, 95.5%, and 93.0%, respectively. The overall mean best-corrected visual acuity increased from 2.74 ± 0.19 logMAR initially to 2.32 ± 0.75 logMAR at the last follow-up (p < 0.05). In conclusion, streptococcal infections have increased in cases of bacterial endophthalmitis in recent years and are more common in children. The commonly used antibiotics, vancomycin, cefuroxime, and fluoroquinolone, showed higher antibiotic susceptibility. After prompt treatment, visual outcomes improved.

ECG classification using 1-D convolutional deep residual neural network.

An electrocardiograph (ECG) is widely used in diagnosis and prediction of cardiovascular diseases (CVDs). The traditional ECG classification methods have complex signal processing phases that leads to expensive designs. This paper provides a deep learning (DL) based system that employs the convolutional neural networks (CNNs) for classification of ECG signals present in PhysioNet MIT-BIH Arrhythmia database. The proposed system implements 1-D convolutional deep residual neural network (ResNet) model that performs feature extraction by directly using the input heartbeats. We have used synthetic minority oversampling technique (SMOTE) that process class-imbalance problem in the training dataset and effectively classifies the five heartbeat types in the test dataset. The classifier's performance is evaluated with ten-fold cross validation (CV) using accuracy, precision, sensitivity, F1-score, and kappa. We have obtained an average accuracy of 98.63%, precision of 92.86%, sensitivity of 92.41%, and specificity of 99.06%. The average F1-score and Kappa obtained were 92.63% and 95.5% respectively. The study shows that proposed ResNet performs well with deep layers compared to other 1-D CNNs.

Incidence of myopic shift and related factors in young Chinese adults.

CLINICAL RELEVANCE: Myopia is a leading cause of visual impairment worldwide, and myopia progression in young adulthood may worsen this public health issue. BACKGROUND: The aim was to describe the changes in myopia and various ocular biometry parameters, and to determine the incidence and related factors of myopic shift among young adults in China. METHODS: This 2-year prospective cohort study was conducted at the Zhongshan Ophthalmic Center, Sun Yet-san University, China. A total of 291 Chinese medical freshmen (314 enrolled at baseline) were followed over 2 years. The participants underwent detailed eye examinations at baseline and follow-up visits, including cycloplegic refraction, ocular biometry measurements, and swept-source optical coherence tomography. Visual fatigue was assessed with the Convergence Insufficiency Symptom Survey (CISS) using Rasch analysis. Questionnaire on eye care habits and physical activities was administered. RESULTS: A total of 291 study participants (baseline mean [SD] age, 18.7 [0.9] years; 132 [45.4%] male) were analysed. Seventy eight (26.8%) developed a myopic shift (defined as negative change in spherical equivalent worse than or equal to -0.50 D) over a 2-year period. The magnitude of subfoveal choroidal thinning was greater in participants with myopic shift, compared to those without. Axial length increased significantly by 0.12 mm in the group with myopic shift, compared to 0.02 mm in those without the myopic shift (p < 0.001) over 2 years. After multivariable adjustment, visual fatigue (using CISS) was found to be associated with the myopic shift (p = 0.02). CONCLUSIONS: Approximately one in four Chinese medical students had a clinically significant myopic shift. Choroidal thinning and axial elongation were observed in young adults with myopic shift. Greater visual fatigue score at baseline was associated with myopic shift after multivariable adjustment.

[Expression and Significance of PD-1, PD-L1 and CTLA-4 in the Bone Marrow of Patients with Multiple Myeloma].

OBJECTIVE: To study the expression and significance of PD-1, PD-L1 and CTLA-4 tumor-associated antigens in multiple myeloma. METHODS: Bone marrow specimens from 122 patients with multiple myeloma were collected and divided into new-onset group (NDMM), complete remission group (CRMM) and relapsed and refractory group (RRMM) according to the disease progression stage. The proportion of CD4+ T lymphocytes, CD8+ T lymphocytes, Treg cells and plasma cells in the specimens and the expressions of PD-1, PD-L1 and CTLA-4 were detected by multi-parameter flow cytometry. RESULTS: There was no significant difference in the proportion of CD8+T and Treg cells among the three groups (P>0.05), while the proportions of CD4+T cells and PC in NDMM group were significantly higher than those in the CRMM group (P<0.05), the ratios of CD4+ to CD8+T in the NDMM and RRMM groups were significantly higher than those in the CRMM group (P<0.05). The expressions of PD-1, PD-L1 and CTLA-4 in CD8+ T cells was no significant difference among NDMM, CRMM and RRMM groups (P>0.05). While the expressions of PD-1, PD-L1 and CTLA-4 in CD4+ T cells and PC in the NDMM group were significantly lower than that in the CRMM group (P<0.05). There was significantly difference among the three groups in the expression of PD-1 in Treg cells, of which the NDMM group was significantly lower than that of the CRMM group (all P<0.05). The expressions of PD-1 and CTLA-4 in PC were significantly higher than those in CD8+ T, CD4+ T and Treg cells (P<0.05), the expression of PD-L1 in CD8+ T cells was significantly higher than that in CD4+ T and Treg cells (P<0.05). CONCLUSION: There is a correlation between the immune status of multiple myeloma and the expressions of PD-1, PD-L1 and CTLA-4 in plasma cells and lymphocyte subsets in vivo.

Brca1 Is Regulated by the Transcription Factor Gata3, and Its Silencing Promotes Neural Differentiation in Retinal Neurons.

Previous studies have indicated that Brca1 (Breast cancer suppressor gene 1) plays an important role in neural development and degenerative diseases. However, the bioactivity and regulatory mechanism of Brca1 expression in retinal neurocytes remain unclear. In the present study, our data indicated that Brca1 maintains the state of neuronal precursor cells. Brca1 silencing induces differentiation in 661W cells. Nestin, a marker of precursor cells, was significantly decreased in parallel with Brca1 silencing in 661W cells, whereas Map2 (Microtubule associated protein 2), a marker of differentiated neurons, was significantly increased. Neurite outgrowth was increased by ~4.0-fold in Brca1-silenced cells. Moreover, DNA affinity purification assays and ChIP assays demonstrated that Gata3 (GATA binding protein 3) regulates Brca1 transcription in 661W cells. Silencing or overexpressing Gata3 could significantly regulate the expression of Brca1 and affect its promoter inducibility. Furthermore, the expression of Gata3 generally occurred in parallel with that of Brca1 in developing mouse retinas. Both Gata3 and Brca1 are expressed in the neonatal mouse retina but are developmentally silenced with age. Exogenous Gata3 significantly inhibited neural activity by decreasing synaptophysin and neurite outgrowth. Thus, this study demonstrated that Brca1 is transcriptionally regulated by Gata3. Brca1/Gata3 silencing is involved in neuronal differentiation and maturation.

Exposure to the Life of a School Child Rather Than Age Determines Myopic Shifts in Refraction in School Children.

Purpose: The prevalence of myopia increases with both age and grade for children attending school. The current study aimed to distinguish the effects of aging and grade on myopia. Methods: Grade 1 students (706 at baseline in 2009, mean age 6.56 ± 0.29 years, range 6.00 to 6.99 years old, 55.5% boys) were followed up until 2012. Cycloplegic spherical equivalent (SE) was measured annually. Results: The sample in a grade was divided into three 4-month age blocks according to their birth month. Within each grade, there were no significant differences in SE between age blocks (all P > 0.05), despite an age range of one year. More myopic SE was observed in the youngest block of grade 2 compared to the oldest block of grade 1 (difference, -0.36 ± 0.08 D; P < 0.001), although age of the two blocks only differed by four months. Similarly, more myopic SE were found in the youngest block in grade 3 than the oldest block in grade 2 (differences, -0.50 ± 0.10 D; P < 0.001) and in the youngest block in grade 4 than the oldest block in grade 3 (differences, -0.82 ± 0.14 D; P < 0.001). Conclusions: Exposure to schooling, rather than age, appears to be the major driver of refractive development, at least in the early years of schooling. Interventions during this period, involving reductions in educational pressure and increased time outdoors may have major effects on the subsequent development of myopia.

Post-traumatic endophthalmitis caused by streptococcus species in preschool children: clinical features, antibiotic susceptibilities and outcomes.

BACKGROUND/OBJECTIVES: Streptococcus is a common cause of post-traumatic endophthalmitis in children. This study aimed to analyse the clinical features, antibiotic susceptibilities and outcomes of traumatic endophthalmitis caused by streptococcus in preschool children. SUBJECTS/METHODS: Patients aged ≤6 years with traumatic streptococcal endophthalmitis seen at Zhongshan Ophthalmic Center between January 2013 and December 2018 were included in this retrospective study. RESULTS: In total, 21 patients (21 eyes) were included. The mean age of the patients was 3.3 ± 1.7 years, where 57.1% were males. Scissors (28.6%, n = 6) were the most common cause of injury; 86.7% of patients were injured at home. Zone I (80.9%) was the most common wound site; 90.5% of patients presented with a traumatic cataract. In general, Streptococcus pneumoniae (47.6%) was the most common isolate. Viridans group streptococci accounted for 58.3% of cases in children aged 0-3 years, while S. pneumoniae accounted for 66.7% of cases in children aged 4-6 years. The susceptibility rates of streptococcus to cefuroxime, levofloxacin and ofloxacin were 100%, 95.0% and 90.5%, respectively. Although all the patients underwent vitrectomy combined with silicone oil tamponade, the final visual outcomes were no better than counting fingers. CONCLUSIONS: Although S. pneumoniae was the most prevalent organism in general, the dominant species varied between different age groups. The commonly used antibiotics, cefuroxime and fluoroquinolone, showed higher antibiotic susceptibility. Despite prompt treatment, the visual outcomes of paediatric post-traumatic endophthalmitis in preschool children were poor.

Clinical Features of Endogenous Endophthalmitis Secondary to Minimally Invasive Upper Urinary Tract Calculus Removal.

PURPOSE: To evaluate endogenous endophthalmitis clinical features following minimally invasive removal of upper urinary tract calculi. METHODS: Medical records of twelve patients (17 eyes) with endogenous endophthalmitis secondary to minimally invasive upper urinary tract calculus removal were retrospectively reviewed. RESULTS: Diabetes mellitus was found in 7 patients (58%). 10 patients (83%) suffered from fever. The stone extraction and ocular symptom onset interval ranged from 2 to 22 days. All eyes presented as vitritis and fluffy yellow-white retinal exudates. Hypopyon was only found in 3 eyes (18%). 5 patients (42%) were misdiagnosed as uveitis which led to mismanagement. Ocular fluids were culture positive for only C. albicans in 12 eyes (71%). 10 of 12 eyes (83%) with silicon oil tamponade obtained a final BCVA≥0.05. CONCLUSIONS: C. albicans was the most common endogenous endophthalmitis pathogen after urinary calculus removal by minimally invasive surgery. Pars plana vitrectomy with silicon oil tamponade may be helpful to achieve a favorable visual outcome. Routine ophthalmologic evaluation by the uveitis or vitreoretinal specialist may be necessary within 2 weeks after the urological procedures.

The Study of Dynamic Modeling and Multivariable Feedback Control for Flexible Manipulators with Friction Effect and Terminal Load.

The flexible manipulato is widely used in the aerospace industry and various other special fields. Control accuracy is affected by the flexibility, joint friction, and terminal load. Therefore, this paper establishes a robot dynamics model under the coupling effect of flexibility, friction, and terminal load, and analyzes and studies its control. First of all, taking the structure of the central rigid body, the flexible beam, and load as the research object, the dynamic model of a flexible manipulator with terminal load is established by using the hypothesis mode and the Lagrange method. Based on the balance principle of the force and moment, the friction under the influence of flexibility and load is recalculated, and the dynamic model of the manipulator is further improved. Secondly, the coupled dynamic system is decomposed and the controller is designed by the multivariable feedback controller. Finally, using MATLAB as the simulation platform, the feasibility of dynamic simulation is verified through simulation comparison. The results show that the vibration amplitude can be reduced with the increase of friction coefficient. As the load increases, the vibration can increase further. The trajectory tracking and vibration suppression of the manipulator are effective under the control method of multi-feedback moment calculation. The research is of great significance to the control of flexible robots under the influence of multiple factors.

Risk Factors and Prognosis of Pediatric Open Globe Injuries without Initial Light Perception.

PURPOSE: The aim of this study was to investigate the possible risk factors and prognosis of initial no light perception (NLP) in pediatric open globe injuries (POGI). PROCEDURES: This retrospective, comparative, interventional case-control study included 865 eyes of POGI patients presenting to a tertiary referral ophthalmic center from January 1, 2011 to December 31, 2015. Eyes were divided into 2 groups: the NLP group included eyes with initial NLP, and the light perception (LP) group included eyes with initial LP or vision better than LP. RESULTS: The following risk factors were significantly related to initial NLP: severe intraocular hemorrhage (OR 3.287, p = 0.015), retinal detachment (RD; OR 2.527, p = 0.007), choroidal damage (OR 2.680, p = 0.016), and endophthalmitis (OR 4.221, p < 0.001). Choroidal damage is related to remaining NLP after vitreoretinal surgery (OR 12.384, p = 0.003). At the last visit, more eyes in the NLP group suffered from silicone oil-sustained status (OR 0.266, p = 0.020) or ocular atrophy (OR 0.640, p = 0.004), and fewer eyes benefitted from final LP (OR 41.061, p < 0.001) and anatomic success (OR 4.515, p < 0.001). CONCLUSION: Severe intraocular hemorrhage, RD, choroidal damage, and endophthalmitis were possible predictors of initial NLP in POGI. Choroidal damage was the major factor related to an NLP prognosis. Traumatized eyes with initial NLP could be anatomically and functionally preserved by vitreoretinal surgery.

Efficacy of Long-term Use of 0.3% Sodium Hyaluronate Eye Drops for Traumatic Corneal Abrasion: A Randomized Controlled, Pilot Trial.

PURPOSE: Traumatic corneal abrasion (TCA) causes damage to both corneal epithelium and the underlying hemidesmosomal junctions. Delayed recovery of hemidesmosomal junctions causes symptomatic episodes. However, there is no recommended treatment for recovery of hemidesmosomal junctions, indicating that a blank period exists in TCA treatment. In this study, the efficacy of long-term use of sodium hyaluronate on recovery of hemidesmosomal junctions during the blank period in TCA healing was investigated. METHODS: In this prospective, randomized control pilot study, 60 patients with TCA were enrolled. The patients were randomized 1:1 to receive 0.3% sodium hyaluronate eye drops for 3 months (HA group) or observation alone (control group) after complete corneal epithelium recovery. The primary and secondary outcomes were the cumulative incidence of major and minor symptomatic episodes during a 12-month follow-up, respectively. RESULTS: Fifty-six subjects (29 in the HA group and 27 in the control group) completed the 12-month follow-up. The 12-month cumulative incidence rate of major symptomatic episodes was 20.7% in the HA group and 18.5% in the control group. No significant difference was found between the 2 groups (P = 0.838). The 12-month cumulative incidence rate of minor symptomatic episodes was 48.3% and 37.0% in the HA and control groups, respectively, with no significant difference (P = 0.397). CONCLUSIONS: Approximately one-fifth of patients with TCA experience major symptomatic episodes again within their 1-year follow-up. Long-term use of sodium hyaluronate in the period of recovery of hemidesmosomal junctions has no benefit to it.

Identification of Motor and Mental Imagery EEG in Two and Multiclass Subject-Dependent Tasks Using Successive Decomposition Index.

The development of fast and robust brain-computer interface (BCI) systems requires non-complex and efficient computational tools. The modern procedures adopted for this purpose are complex which limits their use in practical applications. In this study, for the first time, and to the best of our knowledge, a successive decomposition index (SDI)-based feature extraction approach is utilized for the classification of motor and mental imagery electroencephalography (EEG) tasks. First of all, the public datasets IVa, IVb, and V from BCI competition III were denoised using multiscale principal analysis (MSPCA), and then a SDI feature was calculated corresponding to each trial of the data. Finally, six benchmark machine learning and neural network classifiers were used to evaluate the performance of the proposed method. All the experiments were performed for motor and mental imagery datasets in binary and multiclass applications using a 10-fold cross-validation method. Furthermore, computerized automatic detection of motor and mental imagery using SDI (CADMMI-SDI) is developed to describe the proposed approach practically. The experimental results suggest that the highest classification accuracy of 97.46% (Dataset IVa), 99.52% (Dataset IVb), and 99.33% (Dataset V) was obtained using feedforward neural network classifier. Moreover, a series of experiments, namely, statistical analysis, channels variation, classifier parameters variation, processed and unprocessed data, and computational complexity, were performed and it was concluded that SDI is robust for noise, and a non-complex and efficient biomarker for the development of fast and accurate motor and mental imagery BCI systems.

Genetic Dissection of the General Combining Ability of Yield-Related Traits in Maize.

Maize yield components including row number, kernel number per row, kernel thickness, kernel width, kernel length, 100-kernel weight, and volume weight affect grain yield directly. Previous studies mainly focused on dissecting the genetic basis of per se performances for yield-related traits, but the genetic basis of general combining ability (GCA) for these traits is still unclear. In the present study, 328 RILs were crossed as males to two testers according to the NCII mating design, resulting in a hybrid panel composed of 656 hybrids. Both the hybrids and parental lines were evaluated in four environments in 2015 and 2016. Correlation analysis showed the performances of GCA effects were significantly correlated to the per se performances of RILs for all yield-related traits (0.17 ≤ r ≤ 0.64, P > 0.01). Only 17 of 95 QTL could be detected for both per se performances of RILs and GCA effects for eight yield-related traits. The QTL qKN7-1 and qHKW1-3, which could explain more than 10% of the variation in the GCA effects of KN and HKW, were also detected for per se performances for the traits. The pleiotropic loci qRN3-1 and qRN6, which together explained 14.92% of the observed variation in GCA effects for RN, were associated with the GCA effects of KW and HKW, but not with per se performances for these traits. In contrast, Incw1, which was related to seed weight in maize, was mapped to the region surrounding MK2567 at the qHKW5-2 locus, but no GCA effect was detected. The QTL identified in present study for per se performances and corresponding GCA effects for yield-related traits might be useful for maize hybrid breeding.

Repeat Keratoplasty for Failed Therapeutic Keratoplasty for Microbial Keratitis: An Analysis of Characteristics and Risk Factors.

PURPOSE: To report the ratio of repeat-to-initial keratoplasty among patients who had underwent therapeutic keratoplasty for microbial keratitis in Southern China and to investigate the characteristics and risk factors of repeat keratoplasty. METHODS: A retrospective and inclusive review of the clinical records of patients who had received therapeutic keratoplasty for microbial keratitis, at Zhongshan Ophthalmic Center during December 2012 to January 2018, was performed. Patients who suffered coexistent endophthalmitis or underwent keratoplasty combined with other surgeries were excluded. Data on clinical characteristics of all eligible patients were collected. RESULTS: A total of 447 patients were identified. Their mean age was 48.7 ± 15.5 years, and 290 (64.9%) were male. Out of the 447 patients, 18 (4.0%) received repeat keratoplasty. Their mean age was 45.9 ± 11.3 years, and 14 (77.8%) were male. The most common indication of repeat keratoplasty (12/18) was refractory infectious keratitis. Most of the patients (15/18, 83.3%) received the second keratoplasty within 12 months after the initial keratoplasty. Factors, including age, gender, initial causative organism, presence of initial corneal perforation, ocular comorbidities, and surgical procedures were not found statistically significantly different between patients who received and not received repeat keratoplasty. CONCLUSION: The ratio of repeat-to-initial keratoplasty for therapeutic keratoplasty is low, compared to a failure rate of the initial grafts of over 50% reported in previous studies. The low ratio and the most common indication of repeat keratoplasty, refractory infectious keratitis, reflect caution for performing regrafts in such patients.

Intraocular foreign body injury in children: clinical characteristics and factors associated with endophthalmitis.

BACKGROUND/AIMS: To analyse the clinical characteristics of intraocular foreign body (IOFB) injury in children and evaluate factors associated with endophthalmitis development. METHODS: Patients aged <18 years with IOFB attending Zhongshan Ophthalmic Center between January 2003 and July 2016 were included retrospectively. Demographic features, clinical characteristics and factors associated with endophthalmitis development were analysed. RESULTS: Consecutive subjects (n=484, 484 eyes) were included: mean age 10.12±4.54 years, 86.4% male. Fireworks (28.5%) were the most common cause of injury. Injury of uncertain cause (17.5%), fireworks (36.7%) and metal splatter (31.7%) accounted for most injuries in the 0-3, 4-12 and 13-17 years age groups, respectively. Plant branches (16.7%) and fireworks (31.1%) were the most common causes of injuries in females and males, respectively. Endophthalmitis occurred in 116 patients (24.0%), with metallic IOFB (OR=0.338, p=0.001), intraocular haemorrhage (OR=0.100, p<0.001) and uveal tissue prolapse (OR=0.206, p<0.001) conferring lower risk, while zone II wound (OR=4.336, p<0.001) and traumatic lens rupture (OR=2.567, p=0.028) were associated with higher risk. CONCLUSION: Clinical characteristics of children with IOFB injury differ from those of adults. Fireworks are the most common cause of injury, indicating a ban on children igniting fireworks should be advocated. Safety education and protective measures should vary by age and sex. Endophthalmitis is associated with zone II wound, traumatic lens rupture, IOFB material, intraocular haemorrhage and uveal tissue prolapse, which has clinical relevance.

The anti-inflammatory effect of minocycline on endotoxin-induced uveitis and retinal inflammation in rats.

Purpose: Uveitis is a serious inflammatory disease of the uvea, frequently leading to visual impairment and irreversible blindness. Here, we investigated the anti-inflammatory effect of minocycline on rat endotoxin-induced uveitis (EIU) and retinal inflammation. Methods: For in vivo studies, the rat EIU model was induced with intravitreal injection of lipopolysaccharide (LPS). Minocycline was administered intraperitoneally 2 h before and after the LPS injection. The severity of the ocular inflammation was evaluated with slit-lamp photography, aqueous humor cell counting, protein quantitative determination, and histological analysis. Retinal microglia were labeled with a fluorescent dye 4Di-10ASP. Microglial activity and inflammatory cytokine production were analyzed with immunofluorescence and real-time PCR. For the in vitro studies, BV-2 microglia cells were stimulated with LPS or cotreated with minocycline for 6 h. Toll-like receptor (TLR) 2/4 levels were determined with real-time PCR and western blotting. Results: The LPS-challenged eyes displayed severe inflammation in all ocular structures, including a large number of anterior chamber cells, fibrin exudation, hypopyon, and infiltrated inflammatory cells in the vitreous and retina. Immunostaining of the retinal whole-mounts also revealed numerous retinal microglia were activated promptly, and then more and more peripheral leukocytes were recruited and infiltrated in the LPS-injected retinas. Additionally, the production of tumor necrosis factor-α (TNF-α), chemokine (C-C motif) ligand 2 (CCL-2), interleukin-1 beta (IL-1ß), and IL-6 was dramatically increased. However, minocycline treatment strongly inhibited microglia activation, decreased inflammatory cytokine production, prevented peripheral inflammatory cell recruitment, and significantly attenuated ocular inflammation. Finally, we demonstrated the mechanism of the microglia inactivation effect of minocycline is via suppression of TLR4 signaling. Conclusions: This study indicates minocycline is far beyond an antibiotic. It not only attenuates rat EIU but also inhibits retinal inflammation through inactivating microglia, inhibiting inflammatory cell recruitment and inflammatory cytokine production.