1.Mechanism of Number 2 Feibi Recipe in Ameliorating Pulmonary Fibrosis in Mice by Modulating Endoplasmic Reticulum Stress in AT2 Cells to Attenuate Apoptosis and Promote Alveolar Repair
Yaodong CAI ; Jialing BEI ; Wan WEI ; Chengyan XU ; Yanli LIU ; Yong WANG ; Yang JIAO ; Yun CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):80-92
ObjectiveTo investigate the intervention mechanism of the traditional Chinese medicine Number 2 Feibi recipe (N2FBR) in idiopathic pulmonary fibrosis (IPF), focusing on its effects on endoplasmic reticulum (ER) stress, apoptosis, stemness maintenance, and regenerative capacity of alveolar type Ⅱ epithelial cells (AT2 cells), and to validate the modern translational pathway of the theory of "deficiency of Zong Qi leading to pulmonary atelectasis and atrophy". MethodsA mouse model of pulmonary fibrosis was induced by bleomycin (BLM). Mice were randomly divided into blank control, model, low-, and high-dose N2FBR intervention groups (9.1, 18.2 g·kg-1), and prednisolone intervention group (6.5 mg·kg-1). Pulmonary histopathological changes and collagen deposition were evaluated using hematoxylin-eosin (HE) and Masson's trichrome staining. Hydroxyproline (HYP) content was measured by the alkaline hydrolysis method. Lung coefficient and pulmonary function parameters were evaluated. The mRNA expression levels of fibrosis-related factors, including collagen type Ⅰ alpha 1 chain (ColIa1), alpha-smooth muscle actin (α-SMA), and tissue inhibitor of metalloproteinase 1 (Timp1), were detected by real-time polymerase chain reaction (Real-time PCR). Cell apoptosis was assessed using the terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL) assay. Apoptosis of AT2 cells was further evaluated by double immunofluorescence staining for surfactant protein C (SPC) and cysteine-aspartic protease-3 (Caspase-3). Endoplasmic reticulum (ER) stress in AT2 cells was examined by double staining for SPC and protein kinase R-like endoplasmic reticulum kinase (PERK). Ultrastructural changes of ER and lamellar bodies in AT2 cells were observed by transmission electron microscopy (TEM). The expression levels of key proteins involved in ER stress and apoptosis pathways, including PERK, activating transcription factor 4 (ATF4), and Caspase-3, were detected by Western blot. Double immunofluorescence staining of SPC and Ki-67 antigen (Ki-67) was performed to evaluate the proliferative capacity of AT2 cells. Lineage tracing technology (labeling AT2 cells with GFP) combined with Krt8 labeling was used to evaluate intermediate differentiation states, and morphological transformation of AT2 cells into alveolar type Ⅰ epithelial cells (AT1) was observed. ResultsBLM-induced mice exhibited significant structural disruption of lung tissue, increased collagen deposition, elevated lung coefficient, decreased pulmonary function, and upregulation of fibrosis-related factors (P<0.01). High-dose N2FBR treatment significantly ameliorated lung tissue damage and dysfunction, significantly reduced HYP content (P<0.01), and significantly downregulated ColIa1, α-SMA, and Timp1 expression (P<0.01). Apoptosis analysis showed increased TUNEL-positive and Caspase-3-positive AT2 cells in the model group, which was significantly reduced by high-dose N2FBR treatment. TEM revealed swollen ER structures in AT2 cells of the model group, which tended to return to normal following treatment. PERK protein staining analysis showed evident ER stress in AT2 cells of the model group, which were markedly alleviated in the treatment group. The expression levels of ER stress-related proteins PERK and ATF4, as well as the apoptosis-related protein Caspase-3, were elevated in the model group and significantly reduced after treatment. TEM also revealed disrupted lamellar body structures in the model group, which tended to recover in the treatment group. Regarding the proliferative capacity of AT2 cells, the proportion of Ki-67⁺SPC⁺ AT2 cells significantly increased in the treatment group (P<0.01). Lineage tracing showed that the proportion of keratin 8-positive green fluorescent protein-positive (Krt8⁺GFP⁺) cells increased in the model group, indicating differentiation arrest. This proportion was significantly reduced in the treatment group, and the morphology of GFP⁺ cells exhibited a flattened, extended shape, suggesting restored differentiation toward AT1 cells. ConclusionN2FBR alleviates ER stress in AT2 cells, reduces AT2 cell apoptosis, restores lamellar body structure and function, enhances proliferation activity, and alleviates differentiation arrest to promote differentiation into AT1 cells, thereby repairing the alveolar epithelium and effectively blocking the progression of pulmonary fibrosis. Its traditional Chinese medicine mechanism of "replenishing Zong Qi, harmonizing Qi and blood, and unblocking pulmonary meridians" closely aligns with the modern regulatory pathway of AT2 stem cells, providing a novel theoretical basis and experimental evidence for the intervention of IPF with traditional Chinese medicine.
2.Mechanism of Number 2 Feibi Recipe in Ameliorating Pulmonary Fibrosis in Mice by Modulating Endoplasmic Reticulum Stress in AT2 Cells to Attenuate Apoptosis and Promote Alveolar Repair
Yaodong CAI ; Jialing BEI ; Wan WEI ; Chengyan XU ; Yanli LIU ; Yong WANG ; Yang JIAO ; Yun CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):80-92
ObjectiveTo investigate the intervention mechanism of the traditional Chinese medicine Number 2 Feibi recipe (N2FBR) in idiopathic pulmonary fibrosis (IPF), focusing on its effects on endoplasmic reticulum (ER) stress, apoptosis, stemness maintenance, and regenerative capacity of alveolar type Ⅱ epithelial cells (AT2 cells), and to validate the modern translational pathway of the theory of "deficiency of Zong Qi leading to pulmonary atelectasis and atrophy". MethodsA mouse model of pulmonary fibrosis was induced by bleomycin (BLM). Mice were randomly divided into blank control, model, low-, and high-dose N2FBR intervention groups (9.1, 18.2 g·kg-1), and prednisolone intervention group (6.5 mg·kg-1). Pulmonary histopathological changes and collagen deposition were evaluated using hematoxylin-eosin (HE) and Masson's trichrome staining. Hydroxyproline (HYP) content was measured by the alkaline hydrolysis method. Lung coefficient and pulmonary function parameters were evaluated. The mRNA expression levels of fibrosis-related factors, including collagen type Ⅰ alpha 1 chain (ColIa1), alpha-smooth muscle actin (α-SMA), and tissue inhibitor of metalloproteinase 1 (Timp1), were detected by real-time polymerase chain reaction (Real-time PCR). Cell apoptosis was assessed using the terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL) assay. Apoptosis of AT2 cells was further evaluated by double immunofluorescence staining for surfactant protein C (SPC) and cysteine-aspartic protease-3 (Caspase-3). Endoplasmic reticulum (ER) stress in AT2 cells was examined by double staining for SPC and protein kinase R-like endoplasmic reticulum kinase (PERK). Ultrastructural changes of ER and lamellar bodies in AT2 cells were observed by transmission electron microscopy (TEM). The expression levels of key proteins involved in ER stress and apoptosis pathways, including PERK, activating transcription factor 4 (ATF4), and Caspase-3, were detected by Western blot. Double immunofluorescence staining of SPC and Ki-67 antigen (Ki-67) was performed to evaluate the proliferative capacity of AT2 cells. Lineage tracing technology (labeling AT2 cells with GFP) combined with Krt8 labeling was used to evaluate intermediate differentiation states, and morphological transformation of AT2 cells into alveolar type Ⅰ epithelial cells (AT1) was observed. ResultsBLM-induced mice exhibited significant structural disruption of lung tissue, increased collagen deposition, elevated lung coefficient, decreased pulmonary function, and upregulation of fibrosis-related factors (P<0.01). High-dose N2FBR treatment significantly ameliorated lung tissue damage and dysfunction, significantly reduced HYP content (P<0.01), and significantly downregulated ColIa1, α-SMA, and Timp1 expression (P<0.01). Apoptosis analysis showed increased TUNEL-positive and Caspase-3-positive AT2 cells in the model group, which was significantly reduced by high-dose N2FBR treatment. TEM revealed swollen ER structures in AT2 cells of the model group, which tended to return to normal following treatment. PERK protein staining analysis showed evident ER stress in AT2 cells of the model group, which were markedly alleviated in the treatment group. The expression levels of ER stress-related proteins PERK and ATF4, as well as the apoptosis-related protein Caspase-3, were elevated in the model group and significantly reduced after treatment. TEM also revealed disrupted lamellar body structures in the model group, which tended to recover in the treatment group. Regarding the proliferative capacity of AT2 cells, the proportion of Ki-67⁺SPC⁺ AT2 cells significantly increased in the treatment group (P<0.01). Lineage tracing showed that the proportion of keratin 8-positive green fluorescent protein-positive (Krt8⁺GFP⁺) cells increased in the model group, indicating differentiation arrest. This proportion was significantly reduced in the treatment group, and the morphology of GFP⁺ cells exhibited a flattened, extended shape, suggesting restored differentiation toward AT1 cells. ConclusionN2FBR alleviates ER stress in AT2 cells, reduces AT2 cell apoptosis, restores lamellar body structure and function, enhances proliferation activity, and alleviates differentiation arrest to promote differentiation into AT1 cells, thereby repairing the alveolar epithelium and effectively blocking the progression of pulmonary fibrosis. Its traditional Chinese medicine mechanism of "replenishing Zong Qi, harmonizing Qi and blood, and unblocking pulmonary meridians" closely aligns with the modern regulatory pathway of AT2 stem cells, providing a novel theoretical basis and experimental evidence for the intervention of IPF with traditional Chinese medicine.
3.Study on behavioral characteristics and neural mechanisms of obsessive-compulsive disorder model mouse induced by quinpirole
Jianfei WU ; Duanfang CAI ; Youguo TAN ; Kezhi LIU ; Yuanhuai CHEN ; Yilin WANG ; Yu LIU ; Yong ZHOU
Acta Laboratorium Animalis Scientia Sinica 2025;33(3):342-352
Objective Exploring the behavioral changes induced by quinpirole in obsessive-compulsive disorder(OCD)mouse,investigating the activation of neurons in different brain regions,and identifying differentially expressed genes(DEGs)and enriched biological pathways through transcriptome sequencing technology to elucidate the pathogenesis of OCD.Methods Randomly assign 32 male C57BL/6J mice,aged two months,to an OCD group and a control group(n=16).Administering quinpirole(0.75 mg/kg)via subcutaneous injection to the OCD group mice every other day for a total of 19 injections,while the control group mice received an equivalent volume of saline solution.Following the completion of the model construction,open field testing,elevated plus maze testing,and marble burying tests were conducted.After the completion of behavioral studies,tissue samples were collected.Neuronal damage was assessed using Nissl staining,while the expression of c-Fos and Iba1 proteins was examined through immunofluorescence staining.Transcriptome sequencing technology was utilized to screen for differentially expressed genes and to enrich relevant signaling pathways.The expression of inflammatory cytokines,including TNF-α,NF-κB p65,phosphorylated NF-κB p65(p-NF-κB p65),and IL-6,was detected using Western Blot analysis.Results Mouse induced with OCD by quinpirole exhibit anxiety-like behaviors and compulsive-like behaviors.Neurons in the hippocampal and hypothalamic regions exhibit signs of damage.The expression of c-Fos and Iba1 proteins is increased in the cortex,striatum,hypothalamus,and other brain regions.Western Blot result indicate a significant increase in the expression of pro-inflammatory cytokines such as TNF-α,p-NF-κB p65,and IL-6.Conclusions In OCD mouse,neurons in multiple brain regions are abnormally activated,microglia exhibit dysfunction,and neuroinflammation induced by the activation of the NF-κB signaling pathway accompanies the development of OCD.
4.Impact of changes in tear cytokines on the ocular surface of patients with advanced refractory glaucoma after surgery
Yong LI ; Jian CHEN ; Linchong SU ; Yong WANG ; Jiayu CAI
Immunological Journal 2025;41(11):830-834
Objective To investigate the postoperative changes of tear cytokines in patients with advanced refractory glaucoma and their impact on ocular surface-related indicators.Methods In total,120 patients(240 eyes)with advanced refractory glaucoma admitted from January 2023 to June 2024 were selected as the observation group,all of whom underwent glaucoma drainage device(GDD)implantation.Another 85 healthy individuals(170 eyes)who underwent ophthalmic examinations during the same period were selected as the control group.The changes in tear cytokine levels[interleukin-1α(IL-1α),interleukin-2(IL-2),tumor necrosis factor-α(TNF-α),transforming growth factor-β(TGF-β),interleukin-10(IL-10),vascular endothelial growth factor(VEGF)]and ocular surface-related indicators[tear film break-up time(BUT),Schirmer I test(SIt)values,and corneal fluorescein staining(CFS)scores]were observed and recorded at 1 d before surgery and at 1,7,30,and 60 d after surgery in the observation group,and the levels of the above indicators were compared with those in the control group.Pearson correlation analysis was used to investigate the correlation between changes in IL-1α,IL-2,TNF-α,TGF-β,IL-10,VEGF levels and SIt values,CFS scores,and BUT.Results There were significant differences in the levels of IL-1α,IL-2,TNF-α,TGF-β,IL-10,and VEGF in the observation group when compared at 1 d before surgery and at 1,7,and 30 d after surgery(P<0.05).There was no significant difference in the levels of IL-1α,IL-2,TNF-α,TGF-β,IL-10,and VEGF in the observation group when compared at 1 d before surgery and at 60 d after surgery(P>0.05),nor significant difference compared with the control group(P>0.05).The differences in BUT,SIt values,and CFS scores in the observation group at 1 d before surgery and at 1,30,and 60 d after surgery were statistically significant(P<0.05),and the levels of the above indicators in the observation group were comparable to those in the control group at 60 d after surgery(P>0.05).Pearson correlation analysis showed that IL-1α,IL-2,TNF-α,TGF-β,IL-10,and VEGF in the observation group were positively correlated with SIt value and CFS score,and negatively correlated with BUT(P<0.05).Conclusion In the early postoperative period(1-30 d),the levels of IL-1α,IL-2,TNF-α,TGF-β,IL-10,and VEGF in the tears of patients with advanced refractory glaucoma are significantly increased,and returned to preoperative levels at 60 d after surgery.The above cytokines are positively correlated with SIt values and CFS scores,and negatively correlated with BUT.
5.Analysis of application of laparoscopic surgery in splenic aneurysm
Yong YANG ; Siyuan XU ; Haipeng YIN ; Jing CHEN ; Yu YANG ; Huihua CAI
Chinese Journal of Hepatobiliary Surgery 2025;31(11):842-845
Objective:To explore the feasibility and adaptability of laparoscopy in the surgical treatment of splenic aneurysm.Methods:The data of 28 patients with splenic aneurysms who underwent laparoscopic surgery in the Department of Hepatobiliary and Pancreatic Surgery of the Third Affiliated Hospital of Soochow University from January 2010 to December 2023 were retrospectively collected and analyzed. Among them, there were 13 males and 15 females, with the age of (57.3±7.7) years. All patients underwent laparoscopic splenic aneurysm resection, and whether to perform splenic artery anastomosis or splenectomy was determined based on the intraoperative situation. Collect the long diameter and location of splenic aneurysms, intraoperative blood loss, operation time, postoperative complications (bleeding, pancreatic fistula, splenic infarction, and splenic vein and portal vein thrombosis), postoperative hospital stay and hospitalization expenses of the patients.Results:All patients successfully underwentlaparoscopic surgery for splenic aneurysms. Aneurysms were located at the origin of the splenic artery in 3 cases (10.7%), in the middle in 8 cases (28.6%), and at the tail in 17 cases (60.7%). The long diameter of the aneurysms was (3.1±1.7) cm. Among the 28 patients, 18 cases (64.3%) underwent splenic aneurysm resection alone, 5 cases (17.9%) underwent splenic aneurysm resection combined with end-to-end anastomosis of the splenic artery, and 5 cases (17.9%) underwent splenic aneurysm resection combined with splenectomy. The operation time of 28 patients was (124.3±55.1) min, the intraoperative blood loss was 100.0 (50.0, 162.5) ml, the postoperative hospital stay was (10.9±3.8) days, and the hospitalization cost was (3.7±1.2) wanyuan. Among the 28 patients, 5 cases (17.9%) developed pancreatic fistula, 1 case (3.6%) had partial splenic infarction, and 1 case (3.6%) had portal vein and splenic vein thrombosis after the operation.Conclusion:Laparoscopic surgery for splenic aneurysm is safe and feasible, with less surgical trauma and quick postoperative recovery.
6.Comparison of clinical laboratory characteristics between elderly and non-elderly patients with rheumatoid arthritis
Fanglan CAI ; Yanjuan CHEN ; Zitian AO ; Mei TIAN ; Juan XIAO ; Jing ZHAO ; Yong CHEN
Chinese Journal of Geriatrics 2025;44(9):1260-1267
Objective:To compare the clinical characteristics and laboratory findings between elderly rheumatoid arthritis(ERA)with those of non-elderly rheumatoid arthritis(NERA)patients.Methods:A cross-sectional study was conducted.The study collected laboratory indicators of 1, 286 ERA and 3, 211 NERA patients admitted to the Affiliated Hospital of Zunyi Medical University between January 2015 and December 2022, including inflammatory indicators, complete blood count, liver/kidney function tests, blood lipid, and glycated hemoglobin(HbA 1c), etc. Results:Erythrocyte sedimentation rate, high-sensitivity C-reactive protein and rheumatoid factor in ERA patients were higher than those in NERA patients( t=13.940, 8.453, 3.400, all P<0.001). Hemoglobin, red blood cell count, red blood cell distribution width, albumin and total protein in ERA patients were lower than those in NERA patients( t=2.380, 6.546, 1.954, 12.800, 10.490, all P<0.05). The levels of aspartate aminotransferase, alkaline phosphatase, γ-glutamyl transferase, total bile acid, globulin, lactate dehydrogenase, creatinine and urea nitrogen in ERA patients were higher than those in NERA patients( t=3.366, 3.422, 2.760, 4.520, 3.676, Z=8.678, t=10.630, 17.640, all P<0.05). The levels of uric acid, alanine aminotransferase, total cholesterol, triglyceride, blood glucose and HbA 1c in female ERA patients were higher than those in NERA group( t=6.009, 1.100, 2.111, 3.954, 4.262, 2.667, all P<0.05). Decreased RBC, ALB, TP, GLB( OR=0.279, 95% CI: 0.133-0.582; OR=0.867, 95% CI: 0.809-0.930; OR=0.948, 95% CI: 0.903-0.996; OR=0.817, 95% CI: 0.798-0.833), and increased ALT, AST, Scr, BUN, LDL-C and TC( OR=1.013, 95% CI: 0.997-1.018; OR=1.046, 95% CI: 1.015-1.079; OR=1.026, 95% CI: 1.005-1.047; OR=1.034, 95% CI: 1.019-1.051; OR=1.373, 95% CI: 1.088-1.733; OR=1.266, 95% CI: 1.022-1.569)were independent influencing factors of ERA. Conclusions:ERA patients exhibit elevated inflammatory markers and are more prone to anemia, liver and kidney function damage, and malnutrition.Furthermore, female ERA patients are more likely to have abnormal uric acid, alanine aminotransferase, blood lipids, and blood glucose.
7.Expert recommendations on the development content and functional specifications for the public vaccination service platform
Qi ZHU ; Qianli MA ; Ruili XIE ; Lijun LIU ; Lei LI ; Lin CHEN ; Yong HUANG ; Ronghai TAN ; Xiaoru CAI ; Jianfeng HE ; Wenzhou YU
Chinese Journal of Preventive Medicine 2025;59(9):1448-1453
To satisfy the growing healthcare demands of the public, it is essential to develop a public service platform for vaccination. This initiative aligns with national policies, optimizes resource allocation, innovates service models, enhances service efficiency, and reduces service costs. Drawing on relevant national policies and regulatory requirements, as well as the notable achievements and practical experiences gained through the exploration and innovation of vaccination service models across various regions, this paper proposes expert recommendations. It defines the essential components and functional specifications for public service platforms, focusing on public needs such as electronic vaccination record management, appointment management, the promotion of electronic vaccination certificates, vaccination certificate verification for school enrollment, vaccination site navigation, and science communication and public engagement. The recommendations aim to serve as a reference for the development of vaccination public service platforms nationwide.
8.Study on behavioral characteristics and neural mechanisms of obsessive-compulsive disorder model mouse induced by quinpirole
Jianfei WU ; Duanfang CAI ; Youguo TAN ; Kezhi LIU ; Yuanhuai CHEN ; Yilin WANG ; Yu LIU ; Yong ZHOU
Acta Laboratorium Animalis Scientia Sinica 2025;33(3):342-352
Objective Exploring the behavioral changes induced by quinpirole in obsessive-compulsive disorder(OCD)mouse,investigating the activation of neurons in different brain regions,and identifying differentially expressed genes(DEGs)and enriched biological pathways through transcriptome sequencing technology to elucidate the pathogenesis of OCD.Methods Randomly assign 32 male C57BL/6J mice,aged two months,to an OCD group and a control group(n=16).Administering quinpirole(0.75 mg/kg)via subcutaneous injection to the OCD group mice every other day for a total of 19 injections,while the control group mice received an equivalent volume of saline solution.Following the completion of the model construction,open field testing,elevated plus maze testing,and marble burying tests were conducted.After the completion of behavioral studies,tissue samples were collected.Neuronal damage was assessed using Nissl staining,while the expression of c-Fos and Iba1 proteins was examined through immunofluorescence staining.Transcriptome sequencing technology was utilized to screen for differentially expressed genes and to enrich relevant signaling pathways.The expression of inflammatory cytokines,including TNF-α,NF-κB p65,phosphorylated NF-κB p65(p-NF-κB p65),and IL-6,was detected using Western Blot analysis.Results Mouse induced with OCD by quinpirole exhibit anxiety-like behaviors and compulsive-like behaviors.Neurons in the hippocampal and hypothalamic regions exhibit signs of damage.The expression of c-Fos and Iba1 proteins is increased in the cortex,striatum,hypothalamus,and other brain regions.Western Blot result indicate a significant increase in the expression of pro-inflammatory cytokines such as TNF-α,p-NF-κB p65,and IL-6.Conclusions In OCD mouse,neurons in multiple brain regions are abnormally activated,microglia exhibit dysfunction,and neuroinflammation induced by the activation of the NF-κB signaling pathway accompanies the development of OCD.
9.Clinical study on the warmed iodophor for preoperative disinfection of laparoscopic hysterectomy in elderly
Dan-dan SHI ; Zhi-yong YAN ; Bai-dou CHEN ; Cai-yan SHANG ; Hao WU
Journal of Regional Anatomy and Operative Surgery 2025;34(6):512-515
Objective To determine the clinical effect of warmed iodophor for preoperative disinfection in elderly patients undergoing laparoscopic hysterectomy.Methods A total of 84 elderly patients who underwent laparoscopic hysterectomy were selected and randomly divided into the room temperature group(disinfected with iodophor at a temperature of 24℃)and the warmed group(disinfected with iodophor at a temperature of 39℃),with 42 cases in each group.The disinfection qualification status,incision infection status,nasopharyngeal temperature,awakening time,adverse reactions,intraoperative blood loss,incision drainage volume,and hidden blood loss of patients in the two groups were compared.Results There was no statistically significant difference in the disinfection qualification rate or incision infection rate between the two groups(P>0.05).At 10 minutes,30 minutes,60 minutes after disinfection and the end of the operation,the nasopharyngeal temperatures of patients in the warmed group were significantly higher than those in the room temperature group(P<0.05).The awakening time of patients in the warmed group was significantly shorter than that in the room temperature group(P<0.05),and the incidences of intraoperative hypothermia and shivering reaction after awakening were significantly lower than those in the room temperature group(P<0.05).There was no statistically significant difference in the intraoperative blood loss or incision drainage volume of patients between the two groups(P>0.05),while the hidden blood loss of patients in the room temperature group was significantly higher than that in the warmed group(P<0.05).Conclusion The iodophor at a temperature of 39℃for preoperative disinfection in elderly patients undergoing laparoscopic hysterectomy can not only ensure the disinfection effect and surgical safety,but also effectively maintain intraoperative body temperature stability,promote postoperative awakening,and reduce hidden blood loss.
10.Deep learning model based on fundus images for detection of coronary artery disease with mild cognitive impairment
Yi YE ; Wei FENG ; Yao-dong DING ; Qing CHEN ; Yang ZHANG ; Li LIN ; Tong MA ; Bin WANG ; Xian-gang CHANG ; Zong-yuan GE ; Xiao-yi WANG ; Long-jun CAI ; Yong ZENG
Chinese Journal of Interventional Cardiology 2025;33(6):303-311
Objective To develop a deep learning model based on fundus retinal images to improve the detection rate of mild cognitive impairment(MCI)in patients with coronary heart disease,achieve early intervention and improve prognosis.Methods The study was a single-center cross-sectional study that retrospectively included patients diagnosed with coronary heart disease(CHD)by coronary angiography(≥50% stenosis of at least one coronary vessel)from Beijing Anzhen Hospital between November 2021 and December 2022.The whole data set was randomly divided into the training set and the testing set according to the ratio of 8∶2 for model development.After that,the patient data of the same center from January 2023 to April 2023 were included in the time verification method to verify the model.The diagnostic criteria for MCI were MMSE<27 or MoCA<26.Four kinds of convolutional neural network(CNN)architectures were used to train fundus images,and a comprehensive vision model of MCI detection was established through model integration.The area under the curve(AUC),sensitivity and specificity of the receiver operating curve(ROC)were used to evaluate the performance of the AI model.Results We collected 5 880 eligible fundus images from 3 368 CHD patients.Based on the results of the MMSE scale,the algorithm was labeled,including 2 898 males and 527 MCI patients.The AUC of the deep learning model in the test group is 0.733(95%CI 0.688-0.778),and the sensitivity of the algorithm in the test group is 0.577(95%CI 0.528-0.625)by using the operating point with the maximum sum of sensitivity and specificity.With a specificity of 0.758(95%CI 0.714-0.802),corresponding to a validated AUC of 0.710(95%CI 0.601-0.818).Based on the results of the MoCA scale,the algorithm labels 2 437 males and 1 626 MCI patients.The AUC of the deep learning model in the test group was 0.702(95%CI 0.671-0.733).The operating point with the maximum sum of sensitivity and specificity was selected,and the sensitivity of the algorithm was 0.749(95%CI 0.719-0.778)and the specificity was 0.561(95%CI 0.527-0.595),corresponding to the AUC value of the verification group was 0.674(95%CI 0.622-0.726).Conclusions The deep learning algorithm model based on fundus images has good diagnostic performance,and may be used as a new non-invasive,convenient and rapid screening method for MCI in CHD population.

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