1.Clinical Value of a Novel Prognostic Prediction Model in Diffuse Large B-Cell Lymphoma.
Jie ZHAO ; Yan JIANG ; Jia-Yu LIU ; Rui LIU ; Jia-Qi LI ; Fang HUANG ; Jiang-Bo WAN ; Si-Guo HAO
Journal of Experimental Hematology 2025;33(3):789-795
OBJECTIVE:
To explore a predictive model that can better predict the prognosis of patients with diffuse large B-cell lymphoma (DLBCL), and validate its clinical value.
METHODS:
Clinical data of 134 newly treated DLBCL patients were collected from Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from January 2015 to January 2020. Several risk factors of the patients were screened and analyzed, a novel prognostic model were then established based on this, and its clinical application potential was validated.
RESULTS:
In the novel model, predicting progression-free survival (PFS) based on the age at initial treatment, albumin level, Hans classification, Ann Arbor stage, and BCL2 expression showed better predictive performance than International Prognostic Index (IPI) score (AUC: 0.788 vs 0.620,P <0.001). Predicting overall survival (OS) based on the age at initial treatment, albumin level, lactate dehydrogenase (LDH) level, and expressions of BCL2 and MUM1 proteins also showed better predictive performance for mortality risk than IPI score (AUC: 0.817 vs 0.624,P <0.001).
CONCLUSION
This novel prognostic model can better predict the survival prognosis of DLBCL patients compared to the IPI scoring system.
Humans
;
Lymphoma, Large B-Cell, Diffuse/diagnosis*
;
Prognosis
;
Proto-Oncogene Proteins c-bcl-2/metabolism*
;
Risk Factors
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Male
;
Female
;
Middle Aged
2.Anti-leukemia effect of B7 gene-modified leukemia cell-derived exosomes
Difan ZHANG ; Minghui WANG ; Jie ZHAO ; Jiangbo WAN ; Fang HUANG ; Siguo HAO
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(2):129-137
Objective·To investigate the immunotherapeutic effects of exosomes derived from leukemia cells with high expression of B7 molecules(co-stimulatory molecules CD80 and CD86)in tumor-bearing mice.Methods·L1210 leukemia cells were transfected with lentiviral vectors containing the CD80 and CD86 genes,and thereby the leukemia cells with high expression of CD80 and CD86 molecules were obtained.Exosomes LEX-8086 with high expression of CD80 and CD86 molecules were then isolated from the culture supernatant.The biological characteristics of LEX-8086 were analyzed by using transmission electron microscopy(TEM)and Western blotting.A DBA/2-leukemia tumor-bearing mouse model was established.The tumor-bearing mice were divided into LEX-8086 group and PBS group.The LEX-8086 group received intravenous injections of 500 μL LEX-8086(150 μg/mL)via the tail vein 7 d and 12 d after tumor cell inoculation,while the PBS group received injections of equal volumes of PBS at the same time points.Differences in body weight,tumor volume,tumor mass,and survival of the mice between the two groups were observed.Flow cytometry was used to analyze the changes in the immune cells in spleens and lymph nodes of the mice in both groups.Western blotting and real-time fluorescent quantitative PCR(qPCR)were used to detect the expression of markers for M1 and M2 macrophages in the spleens of the mice in both groups.Results·The exosomes LEX-8086 were isolated from the supernatant of L1210 cells overexpressing CD80 and CD86 molecules.TEM revealed that LEX-8086 exhibited a disc-shaped vesicular structure with a diameter of approximately 100 nm.Western blotting demonstrated the expression of exosome-specific markers.In the animal experiments,compared with the PBS group,the body weight of the LEX-8086 group showed no significant change,while both the tumor volume and the relative tumor mass ratio decreased significantly,and the survival was significantly prolonged(all P<0.05).Flow cytometry results indicated that the proportions of natural killer(NK)cells and CD4+T cells in the lymph nodes and spleens of the LEX-8086 group significantly increased(all P<0.05);as for CD8+T cells,they only increased in the lymph modes(P=0.012).Moreover,flow cytometry results showed that the proportion of M1 macrophages in the spleens of mice in the LEX-8086 group was significantly elevated(P=0.003),while the proportion of M2 macrophages remained unchanged.Western blotting and qPCR also revealed that the mRNA and protein expression levels of M1 macrophage markers interleukin-6 and tumor necrosis factor-α in the spleens of mice in the LEX-8086 group increased significantly(all P<0.05).Conclusion·Exosomes derived from leukemia cells with high expression of co-stimulatory molecules CD80 and CD86 can induce a therapeutic anti-leukemic effect,which may be achieved by increasing the proportions of NK cells,M1 macrophages,CD4+T cells,and CD8+T cells.
3.Hydrogen sulfide ameliorates hypoxic pulmonary hypertension in rats by inhibiting aerobic glycolysis-pyroptosis.
Yuan CHENG ; Yun-Na TIAN ; Man HUANG ; Jun-Peng XU ; Wen-Jie CAO ; Xu-Guang JIA ; Li-Yi YOU ; Wan-Tie WANG
Acta Physiologica Sinica 2025;77(3):465-471
The present study aimed to explore whether hydrogen sulfide (H2S) improved hypoxic pulmonary hypertension (HPH) in rats by inhibiting aerobic glycolysis-pyroptosis. Male Sprague-Dawley (SD) rats were randomly divided into normal group, normal+NaHS group, hypoxia group, and hypoxia+NaHS group, with 6 rats in each group. The control group rats were placed in a normoxic (21% O2) environment and received daily intraperitoneal injections of an equal volume of normal saline. The normal+NaHS group rats were placed in a normoxic environment and intraperitoneally injected with 14 μmol/kg NaHS daily. The hypoxia group rats were placed in a hypoxia chamber, and the oxygen controller inside the chamber maintained the oxygen concentration at 9% to 10% by controlling the N2 flow rate. An equal volume of normal saline was injected intraperitoneally every day. The hypoxia+NaHS group rats were also placed in an hypoxia chamber and intraperitoneally injected with 14 μmol/kg NaHS daily. After the completion of the four-week modeling, the mean pulmonary artery pressure (mPAP) of each group was measured using right heart catheterization technique, and the right ventricular hypertrophy index (RVHI) was weighed and calculated. HE staining was used to observe pathological changes in lung tissue, Masson staining was used to observe fibrosis of lung tissue, and Western blot was used to detect protein expression levels of hexokinase 2 (HK2), pyruvate dehydrogenase (PDH), pyruvate kinase isozyme type M2 (PKM2), nucleotide-binding oligomerization domain-like receptor protein 3 (NLRP3), GSDMD-N-terminal domain (GSDMD-N), Caspase-1, interleukin-1β (IL-1β) and IL-18 in lung tissue. ELISA was used to detect contents of IL-1β and IL-18 in lung tissue. The results showed that, compared with the normal control group, there were no significant changes in all indexes in the normal+NaHS group, while the hypoxia group exhibited significantly increased mPAP and RVHI, thickened pulmonary vascular wall, narrowed lumen, increased collagen fibers, up-regulated expression levels of aerobic glycolysis-related proteins (HK2 and PKM2), up-regulated expression levels of pyroptosis-related proteins (NLRP3, GSDMD-N, Caspase-1, IL-1β, and IL-18), and increased contents of IL-1β and IL-18. These changes of the above indexes in the hypoxia group were significantly reversed by NaHS. These results suggest that H2S can improve rat HPH by inhibiting aerobic glycolysis-pyroptosis.
Animals
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Rats, Sprague-Dawley
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Male
;
Hypertension, Pulmonary/metabolism*
;
Glycolysis/drug effects*
;
Hydrogen Sulfide/therapeutic use*
;
Hypoxia/complications*
;
Rats
;
Pyroptosis/drug effects*
4.Role of miR-140-5p/BCL2L1 in apoptosis and autophagy of HFOB1.19 and effect of Bushen Jianpi Huoxue Decoction.
Tong-Ying CHEN ; Sai FU ; Xiao-Yun LI ; Shu-Hua LIU ; Yi-Fu YANG ; Dong-Sheng YANG ; Yun-Jie ZENG ; Yang-Bo LI ; Dan LUO ; Hong-Xing HUANG ; Lei WAN
China Journal of Chinese Materia Medica 2025;50(3):583-589
Osteoporosis(OP) is a senile bone disease characterized by an imbalance between bone remodeling and bone formation. Targeting pathogenesis of kidney deficiency, spleen deficiency, and blood stasis, Bushen Jianpi Huoxue Decoction has a significant effect on the treatment of OP by tonifying kidney, invigorating spleen, and activating blood circulation. MicroRNA(miRNA) and the anti-apoptotic protein B-cell lymphoma-2-like protein 1(BCL2L1) are closely related to bone cell metabolism. Therefore, in this study, the binding of miR-140-5p to BCL2L1 was detected by dual luciferase assay and polymerase chain reaction(PCR). After silencing or overexpressing miR-140-5p, the apoptosis, autophagy, and osteogenic function of human fetal osteoblast cell line 1.19(HFOB1.19) were observed by flow cytometry and Western blot. Bushen Jianpi Huoxue Decoction-containing serum was prepared by intragastric administration of Bushen Jianpi Huoxue Decoction in rats. Different concentrations of Bushen Jianpi Huoxue Decoction-containing serum were used to treat HFOB1.19 with or without miR-140-5p mimic. The expression of osteogenic proteins in each group was observed, and the role of miR-140-5p/BCL2L1 in apoptosis and autophagy of HFOB1.19 was studied, along with the effect of Bushen Jianpi Huoxue Decoction on these processes. As indicated by the dual luciferase assay, miR-140-5p bound to BCL2L1. Flow cytometry and Western blot showed that miR-140-5p promoted apoptosis and inhibited autophagy in HFOB1.19. After intervention with high, medium, and low doses of Bushen Jianpi Huoxue Decoction-medicated serum, compared with the miR-140-5p NC group, the expression of osteocalcin(OCN), osteopontin(OPN), Runt-related transcription factor 2(RUNX2), and transforming growth factor beta 1(TGF-β1) decreased in the miR-140-5p mimic group, while the expression of bone morphogenetic protein 2(BMP2) showed no significant difference under high-dose intervention. Therefore, miR-140-5p/BCL2L1 can promote apoptosis and inhibit autophagy in HFOB1.19. Bushen Jianpi Huoxue Decoction can affect the osteogenic effect of miR-140-5p through BMP2.
MicroRNAs/metabolism*
;
Autophagy/drug effects*
;
Apoptosis/drug effects*
;
Humans
;
Drugs, Chinese Herbal/administration & dosage*
;
Animals
;
Cell Line
;
bcl-X Protein/metabolism*
;
Osteoblasts/metabolism*
;
Rats
;
Osteoporosis/physiopathology*
;
Male
;
Rats, Sprague-Dawley
;
Osteogenesis/drug effects*
5.Expert consensus on whole-process management of drug traceability codes in medical institutions of Sichuan province
Qianghong PU ; Yilan HUANG ; Yilong LIU ; Xiaosi LI ; Lin YUAN ; Jiangping YU ; Bo JIANG ; Peng ZHANG ; Qiang SU ; Liangming ZHANG ; Jie WAN ; Li CHEN ; Qian JIANG ; Jianhua FAN ; Yong YANG
China Pharmacy 2025;36(24):3017-3022
OBJECTIVE To provide standardized whole-process guidance on drug traceability codes for medical institutions in Sichuan province, ensuring medication safety and compliance with medical insurance supervision requirements. METHODS Based on evidence-based principles and expert consensus, Expert Consensus on Whole-process Management of Drug Traceability Codes in Medical Institutions of Sichuan Province (hereinafter referred to as the Consensus) was formulated through systematic literature review, field investigations, establishment of a multidisciplinary expert committee and multiple rounds of questionnare consultation via the modified Delphi method, and finalized through consensus meetings. RESULTS & CONCLUSIONS The Consensus clarifies key operating procedures for code verification, code assignment and code return, whole-process operational standards for drug warehouse acceptance and storage, drug warehouse outbound delivery and pharmacy acceptance check, drug distribution and dispensing in pharmacy and intravenous admixture center, medication administration in nursing units and examination departments, as well as drug return process. Key recommendations are proposed such as improving the core functions of the drug traceability system, unifying the hospital-wide traceability code database, strengthening the management of traceability codes for backup medications, establishing a management organization and institutional framework, and optimizing the architectural design and data governance requirements of the drug traceability system. The release of the Consensus will provide scientific, standardized and implementable practical guidelines for medical institutions of Sichuan province, helping to improve closed-loop management of the drug traceability system, strengthen medication safety and fulfil medical insurance fund supervision.
6.Study on the association between systemic immune-inflammation index and metabolic types and characteristics of obesity in children and adolescents
Jiayi WAN ; Shiyun LUO ; Jie HUANG ; Wanzhen ZHONG ; Guixian TAO ; Chunzi ZENG ; Jiaying GUO ; Weiwei ZHANG ; Jing GU ; Yan LI
Chinese Journal of Preventive Medicine 2025;59(11):1916-1923
Objective:To explore the association between the systemic immune-inflammation index (SII) and obesity metabolic phenotypes, as well as metabolic features in children and adolescents.Methods:A cross-sectional study was conducted using the random cluster sampling method from March 2023 to May 2024. Children and adolescents aged 9-17 years in Guangzhou were surveyed through questionnaires, physical measurements, and blood tests. According to BMI and metabolic status, participants were classified into normal-weight groups [metabolically healthy normal weight (MHNW) and metabolically unhealthy normal weight (MUNW)] and overweight/obese groups [metabolically healthy overweight/obese (MHO/O) and metabolically unhealthy overweight/obese (MUO/O)]. After natural log-transformation of SII values (lnSII), multinomial logistic regression was used to assess the association between SII and obesity metabolic phenotypes, while binary logistic regression was applied to assess the relationship between SII and metabolic phenotypes in the overweight/obese subgroup. Linear regression model and restricted cubic spline (RCS) were employed to examine the relationship between SII and metabolic features among the entire population.Results:A total of 3 749 participants were included. After adjusting for covariates, for every unit increase in lnSII, the risk of MHO/O and MUO/O increased by 93% ( OR=1.93, 95% CI: 1.56-2.40, P<0.001) and 156% ( OR=2.56, 95% CI: 2.02-3.25, P<0.001), respectively. In the overweight/obesity subgroup, for every unit increase in lnSII, the risk of MUO/O increased by 37% ( OR=1.37, 95% CI: 1.01-1.87, P=0.045). Linear regression model and RCS showed that lnSII was positively correlated with systolic blood pressure (SBP) and diastolic blood pressure (DBP) (SBP: β=1.39, 95% CI: 0.67-2.11, P<0.001; DBP: β=1.27, 95% CI: 0.79-1.75, P<0.001). lnSII also had a non-linear relationship with triglyceride ( Pnonlinear=0.032) and high-density lipoprotein cholesterol ( Pnonlinear=0.002). Conclusion:Elevated SII levels are associated with unfavorable obesity metabolic phenotypes, higher blood pressure, and altered lipid profiles in children and adolescents. SII may be a potential driving factor for metabolic heterogeneity in children and adolescents.
7.Effect of joint management of type 2 diabetes mellitus between specialty department and community health under National Diabetes Prevention and Control Center (DPCC) model
Ying HUANG ; Yi QIAN ; Xuchi WU ; Zhongyu ZHOU ; Cong WANG ; Lin WANG ; Caiyan HUANG ; Zhuangsen CHEN ; Yanrong ZHANG ; Shanshan WANG ; Lu WANG ; Jie WAN ; Ruihong YANG ; Huiya WANG ; Yan CHEN ; Cheng HE ; Kun FENG ; Dewen YAN
Journal of Chinese Physician 2025;27(3):338-342
Objective:To analyze the effect of joint management of type 2 diabetes mellitus (T2DM) between specialty and community under the model of National Diabetes Prevention and Control Center (DPCC).Methods:A total of 2 527 T2DM patients managed by DPCC Pingshan Center of Shenzhen from January 1, 2022 to December 31, 2024 were retrospectively included. After management, the rate of downturn, reexamination rate, blood pressure compliance rate, metabolic indicators (waist circumference, body mass index, fasting blood glucose, glycosylated hemoglobin, blood lipids) and screening rate of chronic complications of diabetes (atherosclerotic cardiovascular disease, microvascular disease, diabetic peripheral neuropathy) were analyzed. Those included 2022 ( n=564), 2023 ( n=1 477), and 2024 ( n=2 527). Results:The downturn rate in 2022, 2023 and 2024 increased year by year (22.8% vs 67.2% vs 89.9%, P<0.01), and the review rate (41.1% vs 62.2% vs 52.7%, P<0.01), complication screening rate (51.6% vs 85.3% vs 62.2%, P<0.01), blood pressure compliance rate (53.1% vs 78.0% vs 67.2%, P<0.01), body mass index compliance rate (13.2% vs 17.3% vs 28.6%, P<0.01), fasting blood glucose meeting rate (46.4% vs 60.2% vs 68.5%, P<0.01), glycated hemoglobin meeting rate (58.4% vs 63.2% vs 45.6%, P<0.01) were relatively improved. Waist circumference compliance rate (30.6% vs 27.7% vs 21.6%) and blood lipid compliance rate (33.6% vs 35.5% vs 31.9%) were not significantly improved, and the review rate, blood pressure compliance rate and complication screening rate in 2024 were lower than those in 2023 and higher than those in 2022. Conclusions:The combined management of type 2 diabetes under the DPCC model has significant effects on improving the down-conversion rate, rediagnosis rate, blood pressure compliance rate, metabolic index compliance rate and the screening rate of diabetes-related chronic complications in patients with diabetes. At the same time, it was also found that with the progress of hierarchical diagnosis and treatment, the review rate, complication screening rate, blood pressure, waist circumference, blood lipid and glycosylated hemoglobin reached the standard of patients decreased compared with the previous situation, which needs to be further analyzed and improved.
8.Effect of joint management of type 2 diabetes mellitus between specialty department and community health under National Diabetes Prevention and Control Center (DPCC) model
Ying HUANG ; Yi QIAN ; Xuchi WU ; Zhongyu ZHOU ; Cong WANG ; Lin WANG ; Caiyan HUANG ; Zhuangsen CHEN ; Yanrong ZHANG ; Shanshan WANG ; Lu WANG ; Jie WAN ; Ruihong YANG ; Huiya WANG ; Yan CHEN ; Cheng HE ; Kun FENG ; Dewen YAN
Journal of Chinese Physician 2025;27(3):338-342
Objective:To analyze the effect of joint management of type 2 diabetes mellitus (T2DM) between specialty and community under the model of National Diabetes Prevention and Control Center (DPCC).Methods:A total of 2 527 T2DM patients managed by DPCC Pingshan Center of Shenzhen from January 1, 2022 to December 31, 2024 were retrospectively included. After management, the rate of downturn, reexamination rate, blood pressure compliance rate, metabolic indicators (waist circumference, body mass index, fasting blood glucose, glycosylated hemoglobin, blood lipids) and screening rate of chronic complications of diabetes (atherosclerotic cardiovascular disease, microvascular disease, diabetic peripheral neuropathy) were analyzed. Those included 2022 ( n=564), 2023 ( n=1 477), and 2024 ( n=2 527). Results:The downturn rate in 2022, 2023 and 2024 increased year by year (22.8% vs 67.2% vs 89.9%, P<0.01), and the review rate (41.1% vs 62.2% vs 52.7%, P<0.01), complication screening rate (51.6% vs 85.3% vs 62.2%, P<0.01), blood pressure compliance rate (53.1% vs 78.0% vs 67.2%, P<0.01), body mass index compliance rate (13.2% vs 17.3% vs 28.6%, P<0.01), fasting blood glucose meeting rate (46.4% vs 60.2% vs 68.5%, P<0.01), glycated hemoglobin meeting rate (58.4% vs 63.2% vs 45.6%, P<0.01) were relatively improved. Waist circumference compliance rate (30.6% vs 27.7% vs 21.6%) and blood lipid compliance rate (33.6% vs 35.5% vs 31.9%) were not significantly improved, and the review rate, blood pressure compliance rate and complication screening rate in 2024 were lower than those in 2023 and higher than those in 2022. Conclusions:The combined management of type 2 diabetes under the DPCC model has significant effects on improving the down-conversion rate, rediagnosis rate, blood pressure compliance rate, metabolic index compliance rate and the screening rate of diabetes-related chronic complications in patients with diabetes. At the same time, it was also found that with the progress of hierarchical diagnosis and treatment, the review rate, complication screening rate, blood pressure, waist circumference, blood lipid and glycosylated hemoglobin reached the standard of patients decreased compared with the previous situation, which needs to be further analyzed and improved.
9.Anti-leukemia effect of B7 gene-modified leukemia cell-derived exosomes
Difan ZHANG ; Minghui WANG ; Jie ZHAO ; Jiangbo WAN ; Fang HUANG ; Siguo HAO
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(2):129-137
Objective·To investigate the immunotherapeutic effects of exosomes derived from leukemia cells with high expression of B7 molecules(co-stimulatory molecules CD80 and CD86)in tumor-bearing mice.Methods·L1210 leukemia cells were transfected with lentiviral vectors containing the CD80 and CD86 genes,and thereby the leukemia cells with high expression of CD80 and CD86 molecules were obtained.Exosomes LEX-8086 with high expression of CD80 and CD86 molecules were then isolated from the culture supernatant.The biological characteristics of LEX-8086 were analyzed by using transmission electron microscopy(TEM)and Western blotting.A DBA/2-leukemia tumor-bearing mouse model was established.The tumor-bearing mice were divided into LEX-8086 group and PBS group.The LEX-8086 group received intravenous injections of 500 μL LEX-8086(150 μg/mL)via the tail vein 7 d and 12 d after tumor cell inoculation,while the PBS group received injections of equal volumes of PBS at the same time points.Differences in body weight,tumor volume,tumor mass,and survival of the mice between the two groups were observed.Flow cytometry was used to analyze the changes in the immune cells in spleens and lymph nodes of the mice in both groups.Western blotting and real-time fluorescent quantitative PCR(qPCR)were used to detect the expression of markers for M1 and M2 macrophages in the spleens of the mice in both groups.Results·The exosomes LEX-8086 were isolated from the supernatant of L1210 cells overexpressing CD80 and CD86 molecules.TEM revealed that LEX-8086 exhibited a disc-shaped vesicular structure with a diameter of approximately 100 nm.Western blotting demonstrated the expression of exosome-specific markers.In the animal experiments,compared with the PBS group,the body weight of the LEX-8086 group showed no significant change,while both the tumor volume and the relative tumor mass ratio decreased significantly,and the survival was significantly prolonged(all P<0.05).Flow cytometry results indicated that the proportions of natural killer(NK)cells and CD4+T cells in the lymph nodes and spleens of the LEX-8086 group significantly increased(all P<0.05);as for CD8+T cells,they only increased in the lymph modes(P=0.012).Moreover,flow cytometry results showed that the proportion of M1 macrophages in the spleens of mice in the LEX-8086 group was significantly elevated(P=0.003),while the proportion of M2 macrophages remained unchanged.Western blotting and qPCR also revealed that the mRNA and protein expression levels of M1 macrophage markers interleukin-6 and tumor necrosis factor-α in the spleens of mice in the LEX-8086 group increased significantly(all P<0.05).Conclusion·Exosomes derived from leukemia cells with high expression of co-stimulatory molecules CD80 and CD86 can induce a therapeutic anti-leukemic effect,which may be achieved by increasing the proportions of NK cells,M1 macrophages,CD4+T cells,and CD8+T cells.
10.Development and validation of a recognition and classification system for portal hypertensive gastropathy based on deep learning
Haowen GU ; Jie YANG ; Yong XIAO ; Xinyue WAN ; Wei HU ; Xianmu XIE ; Dingpeng HUANG ; Chengming YAO ; Xinliang SHI ; Shiqian LIU ; Li HUANG ; Chi ZHANG ; Biqing ZHENG ; Mingkai CHEN
Chinese Journal of Digestive Endoscopy 2025;42(10):789-795
Objective:To develop a deep learning-based system for real-time recognition and classification of portal hypertensive gastropathy (PHG) and evaluate its ability to assist junior endoscopists.Methods:A total of 2 848 gastroscopy images from 832 patients with liver cirrhosis were selected from Digestive Endoscopy Center databases of Renmin Hospital of Wuhan University, Wuhan Hospital of Traditional Chinese and Western Medicine, and the Second Hospital of Jingzhou from January 2015 to October 2023. This system referred to 3 endoscopic features of Baveno Ⅱ scoring system. Three models were developed respectively for gastric antral vascular ectasia (GAVE), mosaic-like pattern (MLP), and red marks (RM). The specific classification references were as follows: (1) GAVE model: 0 no, 1 yes; (2) MLP model: 0 no, 1 mild, 2 severe; (3) RM model: 0 no, 1 isolated, 2 fused. The classification results for endoscopic characteristics of PHG of 3 endoscopy experts were taken as the gold standard. The yolov8-m model was used for training. The training dataset, validation dataset, and test dataset were allocated at a ratio of 8∶1∶1. The test dataset was used to evaluate the performance of models and their auxiliary effects on endoscopists. The accuracy, recall, precision, specificity and Kappa coefficient were calculated. Results:The accuracy, recall, specificity of GAVE model were 96.0% (48/50), 87.5% (7/8) and 97.6% (41/42). There was no significant difference between its accuracy and the gold standard ( χ2=316.226, P=1.000). The precision of GAVE1 and GAVE0 were 87.5% (7/8) and 97.6% (41/42) respectively. The accuracy of MLP model was 84.1% (132/157), and there was no significant difference compared with the gold standard ( χ2=3.286, P=0.193). The precision and recall of MLP2 were 88.2% (15/17) and 75.0% (15/20). The precision and recall of MLP1 were 77.9% (60/77) and 88.2% (60/68). The precision and recall of MLP0 were 90.5% (57/63) and 82.6% (57/69). The accuracy of RM model was 87.9% (123/140), and there was no significant difference compared with the gold standard ( χ2=2.891, P=0.409). The precision and recall of RM2 were 94.7% (18/19) and 78.3% (18/23). The precision and recall of RM1 were 72.2% (26/36) and 81.3% (26/32). The precision and recall of RM0 were 92.9% (79/85) and 92.9% (79/85). The mean accuracy of the three junior endoscopists, with and without the assistance of the GAVE model, MLP model, and RM model, respectively increased from 95.3% to 99.3%, from 83.9% to 91.9%, and from 81.9% to 83.1%. The overall consistency analysis of the 3 junior endoscopists with the gold standard indicated that the consistency of the GAVE model before and after assistance was extremely strong (both an overall Kappa of 1.000); the consistency before assistance of the MLP model was moderate (with an overall Kappa of 0.601), which increased to extremely strong after assistance (with an overall Kappa of 0.964); and the consistency of the RM model before and after assistance was also relatively strong (with an overall Kappa of 0.792 before and 0.798 after). Conclusion:The deep learning system accurately identifies and classifies PHG features and significantly enhances diagnostic performance of junior endoscopists.

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