1.An lightweight algorithm for multi-dimensional optimization of intelligent detection of dental abnormalities on panoramic oral X-ray images.
Taotao ZHAO ; Ming NI ; Shunxing XIA ; Yuehao JIAO ; Yating HE
Journal of Southern Medical University 2025;45(8):1791-1799
OBJECTIVES:
We propose a YOLOv11-TDSP model for improving the accuracy of dental abnormality detection on panoramic oral X-ray images.
METHODS:
The SHSA single-head attention mechanism was integrated with C2PSA in the backbone layer to construct a new C2PSA_SHSA attention mechanism. The computational redundancy was reduced by applying single-head attention to some input channels to enhance the efficiency and detection accuracy of the model. A small object detection layer was then introduced into the head layer to correct the easily missed and false detections of small objects. Two rounds of structured pruning were implemented to reduce the number of model parameters, avoid overfitting, and improve the average precision. Before training, data augmentation techniques such as brightness enhancement and gamma contrast adjustment were employed to enhance the generalization ability of the model.
RESULTS:
The experiment results showed that the optimized YOLOv11-TDSP model achieved an accuracy of 94.5%, a recall rate of 92.3%, and an average precision of 95.8% for detecting dental abnormalities. Compared with the baseline model YOLOv11n, these metrics were improved by 6.9%, 7.4%, and 5.6%, respectively. The number of parameters and computational cost of the YOLOv11-TDSP model were only 12% and 13% of those of the high-precision YOLOv11x model, respectively.
CONCLUSIONS
The lightweight YOLOv11-TDSP model is capable of highly accurate identification of various dental diseases on panoramic oral X-ray images.
Radiography, Panoramic/methods*
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Humans
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Algorithms
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Tooth Abnormalities/diagnostic imaging*
2.Partial knockout of NtPDK1a/1b/1c/1d enhances the disease resistance of Nicotiana tabacum.
Qianwei REN ; Hujiao LAN ; Tianyao LIU ; Huanting ZHAO ; Yating ZHAO ; Rui ZHANG ; Jianzhong LIU
Chinese Journal of Biotechnology 2025;41(2):670-679
The protein kinase A/protein kinase G/protein kinase C-family (AGC kinase family) of eukaryotes is involved in regulating numerous biological processes. The 3-phosphoinositide- dependent protein kinase 1 (PDK1), is a conserved serine/threonine kinase in eukaryotes. To understand the roles of PDK1 homologous genes in cell death and immunity in tetraploid Nicotiana tabacum, the previuosly generated transgenic CRISPR/Cas9 lines, in which 5-7 alleles of the 4 homologous PDK1 genes (NtPDK1a/1b/1c/1d homologs) simultaneously knocked out, were used in this study. Our results showed that the hypersensitive response (HR) triggered by transient overexpression of active Pto (PtoY207D) or soybean GmMEKK1 was significantly delayed, whereas the resistance to Pseudomonas syrangae pv. tomato DC3000 (Pst DC3000) and tobacco mosaic virus (TMV) was significantly elevated in these partial knockout lines. The elevated resistance to Pst DC3000 and TMV was correlated with the elevated activation of NtMPK6, NtMPK3, and NtMPK4. Taken together, our results indicated that NtPDK1s play a positive role in cell death but a positive role in disease resistance, likely through negative regulation of the MAPK signaling cascade.
Nicotiana/virology*
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Disease Resistance/genetics*
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Plant Diseases/immunology*
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Plants, Genetically Modified/genetics*
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Gene Knockout Techniques
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Plant Proteins/genetics*
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CRISPR-Cas Systems
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Protein Serine-Threonine Kinases/genetics*
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3-Phosphoinositide-Dependent Protein Kinases/genetics*
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Pyruvate Dehydrogenase Acetyl-Transferring Kinase
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Tobacco Mosaic Virus/pathogenicity*
3.Expression of EZH2 in breast cancer tissue and its prognostic survival analysis
Liying CAI ; Guoxin SUN ; Lei GUO ; Yuan GAO ; Yan LIU ; Xiaochuan SUN ; Xiaohong HUANG ; Jing CHEN ; Yating ZHAO
Clinical Medicine of China 2025;41(2):116-121
Objective:To investigate the expression characteristics of Zeste enhancer of Zeste homolog 2 (EZH2) in breast cancer tissue and its influence on tumor progression and prognosis.Methods:Transcriptome data of breast cancer tissue and normal breast tissue adjacent to cancer as well as clinical data of patients were obtained from the cancer genome atlas (TCGA) database, gene expression comprehensive database and European genome phenotype archives database, and the difference of EZH2 expression was analyzed using TIMER 2.0 platform. The survival information of breast cancer patients was obtained from the Kaplan Meier Plotter database, and the overall survival time, relapse free survival time and distant metastasis free survival time of breast cancer patients with low EZH2 expression and high EZH2 expression were compared. Select 14 nude mice were selected and randomly divided into si-EZH2 group and control group, with 7 mice in each group.MCF7 culture suspensions transfected with EZH2 knockdown plasmid and control plasmid were inoculated for corresponding group. The body mass and tumor volume of two groups of nude mice inoculated with MCF7 cells were compared at different times. On the 28th day, the nude mice were euthanized and the tumors were dissected to compare the tumor mass of the two groups of nude mice. The normally distributed quantitative data was represented by xˉ ± s. Two independent sample t-tests were used for comparison between two groups, repeated measures ANOVA was used for comparison of body mass and tumor volume between two groups of nude mice at different times, and Bonferroni test was used for pairwise comparison. The comparison of survival rates was conducted using log rank test. Results:A total of 1085 breast cancer tissues and 291 normal adjacent breast tissues were included in the TCGA database. EZH2 expression in breast cancer tissues was higher than that in normal adjacent breast tissues ( P<0.05). In the Kaplan Meier Plotter database, the total survival time, relapse free survival time, and distant metastasis free survival time of breast cancer patients in the EZH2 overexpression group were shorter than those in the EZH2 low expression group ( P=0.013, <0.001, <0.001). After 7 days of inoculation with MCF7 culture suspension, significant subcutaneous tumors were observed on the left back of both groups of nude mice. On the first day, there were no statistically significant difference in body mass between the two groups of nude mice ( P>0.05); On day 7, 13, 19, 25, and 28, the body mass and tumor volume of both groups of nude mice gradually increased (nude mouse body mass: within group F=29.31, P<0.001, between groups F=234.32, P<0.001, Finteraction=16.83, P<0.001; Tumor volume: within group F=34.00, P<0.001, between groups F=193.17, P<0.001, Finteraction=35.61, P<0.001). And the body mass of the siEZH2 group nude mice was higher than that of control group (all P<0.05). On days 19, 25, and 28, tumor the volume of the siEZH2 group nude mice was smaller than that of control group (all P<0.05). On the 28th day, the mass of tumors dissected in the siEZH2 group of nude mice was lower than that in the control group [(0.30±0.07) g vs. (0.61±0.14) g, t=5.16, P<0.001]。 Conclusions:EZH2 is highly expressed in breast cancer tissues and is significantly associated with poor prognosis. Knockdown of EZH2 can significantly inhibit the proliferation and tumor formation of breast cancer cells.
4.Epidemiological analysis of bloodstream isolates in hematology departments across Guangdong, 2020-2024
Yexin LIN ; Ximing CHEN ; Yan ZHANG ; Jiong WANG ; Wenwen LIANG ; Qinhong XIE ; Hualiang CHEN ; Qiuxue DENG ; Xu YANG ; Ningjing LIU ; Yijing WANG ; Mingxin LI ; Yangjin CHEN ; Yating ZHAO ; Nanhao HE ; Jiakang CHEN ; Shunian XIAO ; Chao ZHUO
Chinese Journal of Hematology 2025;46(6):521-529
Objective:To investigate the pathogen distribution, temporal trends in the rates of antimicrobial resistance, and susceptibility of bloodstream isolates and comparatively explore the epidemiological characteristics of bloodstream infections in hematology departments across 56 healthcare facilities in Guangdong Province from 2020 to 2024.Methods:A multicenter analysis was conducted to evaluate the constituent ratio of different pathogens isolated from clinical isolate data from bloodstream specimens in hematology, respiratory, and intensive care unit (ICU) departments across 56 healthcare facilities in Guangdong Province (2020-2024), and antimicrobial resistance trends in pathogens with high-detection rate over 5 years were assessed. Carbapenem-resistant Gram-negative organisms (CRO) were randomly sampled for carbapenemase gene detection and in vitro antimicrobial susceptibility tests with novel antimicrobial agents.Results:From 2020 to 2024, a total of 8 968, 6 440, and 25 511 bloodstream isolates were identified in the hematology, respiratory, and ICU departments, respectively, across 56 participating facilities in Guangdong Province, with significant differences in the pathogen constituent ratio among departments ( P<0.001). Notably, the hematology department demonstrated a predominance of Escherichia coli (24.1%), Klebsiella pneumoniae (17.5%), Pseudomonas aeruginosa (11.7%), coagulase-negative Staphylococci (15.2%), and Staphylococcus aureus (5.1%). In the resistance analysis, the rates of meropenem resistance of Escherichia coli and Klebsiella pneumonia increased from 6.7% and 5.8% (2020) to 14.0% and 15.8% (2024), respectively. Conversely, Pseudomonas aeruginosa exhibited a declining trend in the rate of meropenem resistance (6.2% to 1.9%) and imipenem (10.2% to 6.1%) during the same period. Acinetobacter baumannii demonstrated a biphasic resistance pattern to common antimicrobial agents, characterized by an initial decline, followed by a rebound. In this study, the susceptibility rates to conventional antimicrobial agents were significantly higher in Staphylococcus aureus versus coagulase-negative Staphylococci, with no glycopeptide- or linezolid-resistant strains detected. Notably, the prevalence of vancomycin-resistant Enterococcus faecium increased from 0 in 2020 to 23.1% in 2024. CRO carbapenemase phenotypes through active surveillance revealed that 80% Escherichia coli isolates were carrying blaNDM, 90% Klebsiella pneumoniae isolates were carrying blaKPC, 10% Pseudomonas aeruginosa isolates were carrying blaVIM, and 100% Acinetobacter baumannii were carrying blaOXA-23. The results of the antimicrobial susceptibility test in CRO revealed that carbapenem-resistant Escherichia coli (CRECO) demonstrated a 0 resistance rate to tigecycline, polymyxin B, and aztreonam/avibactam, whereas carbapenem-resistant Klebsiella pneumoniae exhibited a 0 resistance rate to aztreonam/avibactam, ceftazidime/avibactam, and imipenem/relebactam. Carbapenem-resistant Pseudomonas aeruginosa exhibited a 95.0% susceptibility rate to amikacin and polymyxin B, with a 45.0% resistance rate to ceftazidime/avibactam. In contrast, carbapenem-resistant Acinetobacter baumannii demonstrated complete susceptibility (100.0%) to sulbactam/durlobactam (MIC90=2 μg/ml), whereas eravacycline showed MIC50 and MIC90 values of 1 and 2 μg/ml, respectively. Conclusion:The pathogen constituent ratio of bloodstream isolates differed significantly among hematology, respiratory, and ICU departments. Notably, although CRO exhibited an escalating prevalence, it sustained high susceptibility to novel antimicrobial agents.
5.Mirror threshold load training improves the respiration of patients with respiratory muscle fatigue after cerebral hemorrhage
Liying CAI ; Guoxin SUN ; Likun CAI ; Yating ZHAO ; Qiqun TANG ; Xijun HAO ; Jie CHENG
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(5):403-407
Objective:To observe the effect of mirror threshold load training on respiration of persons with respiratory muscle fatigue after a cerebral hemorrhage.Methods:Fifty cerebral hemorrhage patients with respiratory muscle fatigue were randomly divided into an observation group and a control group, each of 25. In addition to routine rehabilitation training, the control group was given threshold load training of the respiratory muscles, while the observation group was provided with mirror threshold load training, twice a day in the morning and afternoon, 5 days a week for 4 weeks. Before the experiment and after 1, 2, 3 and 4 weeks of the treatment, everyone′s maximum inspiratory pressure (MIP) and maximum expiratory pressure (MEP) was recorded. Before and after the 4 weeks forced expiration volume in the first second (FEV1) was measured along with 25% of the forced expiration volume (FEF25), maximum sound time (MPT) and respiration rate (RR).Results:At each time point the MIP and MEP values of both groups were significantly better than those before the treatment. After 4 weeks the average MIP and MEP values of the observation group were significantly better than those of the control group. And after 4 weeks the FEV1, FEF25, MPT and RR values of both groups had also improved significantly, on average. All of the observation group′s averages except MPT were then significantly better than the control group′s averages.Conclusions:Mirror threshold load training of the respiratory muscles can significantly improve the respiration of persons with respiratory muscle fatigue after a cerebral hemorrhage. It is more effective than respiratory muscle threshold load training.
6.Optimization of Rh blood group antigen precision transfusion strategy across multiple hospital campuses by PDCA circle
Qiming YING ; Luyan CHEN ; Kedi DONG ; Yiwen HE ; Yating ZHAN ; Yexiaoqing YANG ; Feng ZHAO ; Dingfeng LYU
Chinese Journal of Blood Transfusion 2025;38(1):106-111
[Objective] To explore the effectiveness of applying the PDCA (Plan-Do-Check-Act) cycle to enhance the compatibility rate of five Rh blood group antigen phenotypes between donors and recipients across multiple hospital campuses. [Methods] Clinical blood transfusion data from May to July 2022 were selected. Specific improvement measures were formulated based on the survey results, and the PDCA cycle management model was implemented from August 2022. The post-intervention phase spanned from August 2022 to October 2023. The Rh phenotype compatibility rate, the detection rate of Rh system antibodies, and the proportion of Rh system antibodies among unexpected antibodies were compared between the pre-intervention phase (May to July 2022) and the post-intervention phase. [Results] After the continuous improvement with the PDCA cycle, the compatibility rate for the five Rh blood group antigen phenotypes between donors and recipients from August to October 2023 reached 81.90%, significantly higher than the 70.54% recorded during the pre-intervention phase (May to July 2022, P<0.01), and displayed a quarterly upward trend (β=0.028, P<0.05). The detection rate of Rh blood group system antibodies (β=-9.839×10-5, P<0.05) and its proportion among all detected antibodies (β=-0.022, P<0.05) showed a quarterly decreasing trend, both demonstrating a negative correlation with the enhanced compatibility rate (r values of -0.981 and -0.911, respectively; P<0.05). [Conclusion] The implementation of targeted measures through the PDCA cycle can effectively increase the compatibility rate of five Rh blood group antigen phenotypes between donors and recipients, reduce the occurrence of unexpected Rh blood group antibodies, thereby lowering the risk of transfusion and enhancing the quality and safety of medical care.
7.Improvement effect and mechanism of Shengmai powder on heart failure mice with qi-yin deficiency
Lanfang KANG ; Jian LI ; Yating ZHAO ; Yingchun CHEN ; Guiyin CHEN ; Xiaobo NIE ; Jiao LIU ; Jie CHENG
China Pharmacy 2025;36(17):2127-2133
OBJECTIVE To study the improvement effect and mechanism of Shengmai powder on heart failure (HF) mice with qi-yin deficiency. METHODS The mice were randomly divided into blank group (water), model group (water), Shengmai powder low-, medium-, and high-dose groups [2.61, 5.22 and 10.44 g/kg (based on crude drug dosage)] and positive control group (metoprolol, 30 mg/kg), with 10 mice in each group. Except for the blank group, all other groups were subcutaneously injected with D-galactose, and a qi-yin deficiency HF mice model was established by continuous food restriction and weight-bearing swimming. At the same time of modeling, the corresponding medicine/water was gavaged once a day for five weeks. The general state of mice was recorded and the traditional Chinese medicine (TCM) syndrome score was evaluated. Behavioral experiments were conducted to investigate the total distance of open field action, the percentage of immobility time, and the swimming exhaustion time of mice. The contents of aspartate transaminase (AST), creatine kinase (CK) and lactate dehydrogenase (LDH) in the serum of mice were detected; cardiac function indexes [heart rate, left ventricular ejection fraction (LVEF), left ventricular end systolic diameter (LVESD), left ventricular end diastolic diameter (LVEDD), left ventricular mass index and whole heart mass index] were all detected; the histopathological morphology of mice myocardium was observed; the level of cardiomyocyte apoptosis in mice was detected; mRNA expression levels of B-cell lymphoma 2 (Bcl-2), Bcl-2 associated X protein (Bax), and Cleaved-caspase-3 in myocardial tissue of mice were detected; the phosphorylation levels of sarcoplasmic reticulum calcium regulatory related proteins [ryanodine receptor 2 (RyR2) and phospholamban (PLB)] in myocardial tissue of mice were detected. RESULTS Compared with the blank group, the body weight, total distance of open field action, swimming exhaustion time, LVEF, LVEDD, Bcl-2 mRNA expression level in myocardial tissue and PLB protein phosphorylation level in the model group were significantly reduced/shortened (P<0.05); TCM syndrome score, the percentage of immobility time, heart rate, LVESD, left ventricular mass index, whole heart mass index, cardiomyocyte apoptosis rate, the contents of CK, LDH and AST in serum, mRNA expression levels of Cleaved-caspase-3 and Bax and the phosphorylation level of RyR2 protein in myocardial tissue were significantly increased (P<0.05); there were inflammatory cell infiltration, disordered cell arrangement and obvious myocardial interstitial fibrosis in myocardial tissue. After the intervention of Shengmai powder, most of the above quantitative indexes in mice were significantly reversed (P<0.05), the inflammatory cell infiltration in myocardial tissue was reduced, and the degree of fibrosis was significantly reduced. CONCLUSIONS Shengmai powder can improve cardiac function, reduce the level of cardiomyocyte apoptosis and myocardial fibrosis in HF mice with qi-yin deficiency. Its mechanism may be related to the regulation of the expression of sarcoplasmic reticulum calcium regulation related proteins.
8.Incidence and influencing factors of frailty in elderly patients with hematologic malignancies: a meta-analysis
Jinying ZHAO ; Zhongfan KAN ; Longting MA ; Qianqian ZHANG ; Yating LIU ; Rui MA ; Chunyan PING ; Yiying ZHANG ; Yayun CAO ; Qian YANG ; Qingyan GAO ; Xin WANG ; Wenjun XIE
Chinese Journal of Modern Nursing 2025;31(30):4144-4151
Objective:To systematically analyze the incidence and influencing factors of frailty in elderly patients with hematologic malignancies.Methods:Research on frailty in elderly patients with hematologic malignancies was retrieved from Chinese and English databases such as China National Knowledge Infrastructure, Wanfang Data, PubMed, and Web of Science. The search period was from database establishment to August 23, 2024. Two researchers screened the included studies, conducted quality assessment, and extracted data. Meta-analysis was conducted using Stata 18 and RevMan 5.4.Results:A total of seven studies were included, encompassing 19 076 elderly hematologic malignancy patients, with a frailty incidence of 59% [95% CI (0.48, 0.69) ]. Meta-analysis revealed that age [ MD=4.31, 95% CI (3.67, 4.96) ], gender [ OR=0.88, 95% CI (0.83, 0.93) ], alcohol consumption [ OR=1.67, 95% CI (1.15, 2.44) ], self-care ability [ MD=-1.79, 95% CI (-3.17, -0.41) ], anemia [ OR=6.67, 95% CI (2.94, 15.14) ], infection [ OR=1.81, 95% CI (1.16, 2.84) ], and neuropathy [ OR=2.52, 95% CI (1.38, 4.61) ] were the influencing factors of frailty in elderly patients with hematologic malignancies. Conclusions:The incidence of frailty is high in elderly patients with hematologic malignancies. Elderly patients with hematologic malignancies who are older, female, consume alcohol, have low self-care ability, anemia, infections, and neuropathy are prone to frailty. Healthcare providers can conduct early screening and intervention for high-risk populations of frailty based on risk factors to improve the quality of life for elderly hematologic malignancy patients.
9.Yiqi-Yangyin-Quyu prescription attenuates skeletal muscle injury and related metabolic disorders in mice with Sj?gren syndrome by targeting Hadhb
Ting ZHAO ; Yue SHEN ; Wenyue JIAO ; Xinyi YAO ; Dingqi LU ; Yating REN ; Liying CHEN ; Yihan WANG ; Wenhan HUANG ; Runrun ZHANG ; Xinchang WANG
Chinese Journal of Pathophysiology 2025;41(9):1793-1806
AIM:The aim of this study was to explore the effects of Yiqi-Yangyin-Quyu prescription(YP)on skeletal muscle injury and related metabolic disorders in mice with Sj?gren syndrome(SS),and to clarify the role of hy-droxyacyl-CoA dehydrogenase trifunctional multienzyme complex subunit beta(Hadhb)in mediating the effect of YP on skeletal muscle in SS.METHODS:The SS mice underwent YP treatment for 8 weeks.The morphological changes of the submandibular gland and muscle tissue were examined using hematoxylin-eosin staining.The mitochondrial status in mus-cle tissue was assessed through transmission electron microscopy.Additionally,combined transcriptome and proteome se-quencing was conducted on skeletal muscle samples.The omics sequencing results were validated by RT-qPCR.Immuno-fluorescence was used to confirm the levels of key proteins involved in the P53/peroxisome proliferator-activated receptor gamma(PPARG)signaling pathway.Immunohistochemistry and Western blot were employed to determine the levels of Hadhb key targets.RESULTS:Combined transcriptome and proteome analysis identified 1 523 differentially expressed genes(DEGs)and 182 differentially expressed proteins(DEPs)between the muscle tissue of SS mice(model group)and that of control animals(ICR group),12 of which showed co-differential expression at both transcriptomic and proteomic levels.Compared with model group,1 232 genes and 432 proteins were found to be differentially expressed in the muscle tissue of the mice in YP group.Among these,23 exhibited co-differential expression at both mRNA and protein levels.Gene Ontology(GO)analysis showed that the DEGs and DEPs between ICR and model groups were mainly involved in ener-gy metabolism and fatty acid oxidation,while the DEGs and DEPs between YP and model groups were primarily associated with sarcomere tissue and actin structure.Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analysis indi-cated that the DEGs and DEPs between ICR and model groups and between model and YP groups were enriched in the com-plement and coagulation cascade and lipid and pyruvate metabolism.The RT-qPCR validation results were consistent with those of the transcriptome analysis.Furthermore,the protein expression of the tumor suppressor P53 was significantly de-creased in YP group compared with model group,whereas that of PPARG was significantly increased.Western blot analy-sis showed that compared with ICR group,Hadhb protein expression was significantly decreased in model group,whereas the opposite trend was detected in YP group.CONCLUSION:The SS-related skeletal muscle damage is closely related to amino acid metabolism disorder and fatty acid degradation.Treatment with YP modulates innate immune defenses,lipid metabolism and energy metabolism in SS,and Hadhb is the key target of YP in SS-related skeletal muscle.
10.Single-cell combined with transcriptome sequencing to analyze changes in the cellular communication in trabecular meshwork cells in primary open-angle glaucoma
Yating ZHAO ; Chunfeng ZHAO ; Wenjing WANG ; Xiaodi JIANG ; Yaqin JIANG
Recent Advances in Ophthalmology 2025;45(1):39-45
Objective To explore the changes in trabecular meshwork cell types and cellular communication patterns in primary open-angle glaucoma(POAG).Methods The POAG single-cell dataset GSE135337(including the trabecular meshwork samples of 3 cynomolgus macaque monkeys with POAG and 3 healthy cynomolgus macaque monkeys,data upda-ted to 2023)was downloaded from the Gene Expression Omnibus(GEO),two groups of samplesare named the POAG group and the control group.The downscaling,clustering,grouping,and visualization of data were performed using the Seurat package in R.The cellular communication pattern was analyzed by using the CellChat package in R to identify the differences in the cellular communication pattern between the POAG group and the control group.Meanwhile,the differen-tial gene analysis was performed based on the transcriptome sequencing(RNA-seq)dataset GSE27276(including the atrial horn tissue samples from 17 POAG patients and 19 healthy individuals,data updated to 2023)from the GEO to identify spe-cific cellular communication signaling changes.Results There were no significant differences in the cell types between the control group and the POAG group,including trabecular meshwork cells,macrophages,melanocytes,pericytes,Schlemm's canal cells,myelinating Schwann cells,nonmyelinating Schwann cells,smooth muscle cells,and vascular en-dothelial cells.There was a significant difference in the cellular communication intensity between the POAG group and the control group.The expression of macrophage migration inhibitory factor(MIF)-CD74,C-X3-C motif chemokine ligand 1(CX3CL1)-C-X3-C motif chemokine receptor 1(CX3CR1),and HBB in the POAG group was significantly up-regulated compared with the control group,while the expression of secreted phosphoprotein 1(SPP1)-(ITGA8+ITGB1),SPP1-(IT-GA4+ITGB1),IGF2-IGF2R,CCL8-CCR1,and CCL8/26/24/2-ACKR2 in the POAG group was significantly down-regulated compared with the control group.The RNA-seq analysis results confirmed that the expression levels of HBB,HBD,HBA,and CD74 were higher in the POAG group than in the control group.Conclusion The up-regulation of MIF-CD74 and the down-regulation of SPP1-(ITGA8+ITGB1)and SPP1-(ITGA4+ITGB1)in trabecular meshwork tissues may participate in the fibrotic process,which may be a potential pathogenic mechanism of POAG.

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