1.Performance evaluation of AI-enabled blood cell morphology system for peripheral blood smear and application in grading screening network of primary medical care system
Xiaobing SUN ; Gusheng TANG ; Kaiying YUAN ; Duanqin DIAO ; Jun HU ; Xiaoyuan SHI ; Hao YUAN ; Anmei WANG ; Yan FANG ; Liqin JIANG ; Xueliang QIN ; Chun XU ; Qi HOU ; Jiong WU
Chinese Journal of Clinical Laboratory Science 2025;43(4):246-252
Objective To evaluate the recognition capability of AI-enabled Cellsee CS-BM1 automatic cell morphology analyzer for pe-ripheral blood smears and its roles in assisting manual classification,and explore the application value of AI system in the diagnosis network of tiered primary medical units.Methods The blood samples which triggered the re-examination rules were collected from six primary medical units,including the Laboratory Department of Shanghai Jiahui International Hospital,and so on,from March to No-vember 2023.The smears of peripheral blood were prepared and AI analyzer was used for pre-classification to evaluate its recognition performance in identifying the samples with abnormal WBC and RBC.The sensitivity,specificity,and accuracy of WBC classification by six junior and intermediate technicians,both with and without AI assistance,were analyzed.Additionally,the roles of the AI system in tiered diagnosis of primary medical units were also evaluated.Results The sensitivity,specificity,and accuracy of AI system in recognizing malignant primitive cells were 92.86%,95.16%,and 95.10%,respectively.The sensitivities of AI system in recognizing immature granulocytes,reactive lymphocytes,and nucleated RBCs were all greater than 90%.The sensitivity of AI system in identif-ying abnormal morphology of RBCs reached 99.59%,along with rapid quantitative analysis for various anomalous types of RBCs.In AI-assisted mode,the sensitivity of recognition for all cell types was improved to varying degrees by junior and intermediate technicians,and the sensitivity for recognizing malignant primitive cells,reactive lymphocytes,and immature granulocytes increased to 58.24%,53.39%,and 62.37%for junior technicians,and to 92.06%,83.24%,and 83.12%for intermediate technicians,respectively.The improvements for junior technicians were particularly significant,with increases of 12.46%,10.61%,and 3.71%for each cell type,respectively.Both groups achieved higher specificity and accuracy.Through AI pre-classification and manual review,a variety of pe-ripheral blood cell-related diseases were accurately diagnosed in the tiered healthcare practice of primary medical units,including 339 cases(11.13%)of red blood cell diseases,5 cases(0.16%)of platelet diseases,2 343 cases(76.90%)of infection-related disea-ses,and 28 cases(0.92%)of malignant hematological diseases.In addition,332 cases(10.90%)which lacked an obvious related cause or required further examinations were identified as well.Conclusion AI pre-classification has demonstrated strong cell recogni-tion capabilities and may assist technicians in improving the sensitivity,specificity,and accuracy of blood cell classification.AI could en-hance the disease-screening capabilities in the tiered diagnosis network of primary medical units,presenting a broad application prospect.
2.The prospect of interleukin -23p19 inhibitors in precision treatment of Crohn's disease: mechanisms and clinical evidence
Yujing SUN ; Xueliang SUN ; Zhaozheng ZHANG ; Hongyan ZHENG ; Xiao YANG ; Xingru CHEN ; Ke WEN
Chinese Journal of Inflammatory Bowel Diseases 2025;09(5):390-396
Interleukin- (IL) 23 drives pathogenic differentiation of Th17 cells via the JAK2-STAT3 signaling pathway, upregulates IL-17A/IL-22 expression, and disrupts intestinal barrier integrity, thereby playing a pivotal role in the pathogenesis of Crohn's disease (CD). IL-23p19 inhibitors—exemplified by risankizumab, mirikizumab, and guselkumab—precisely block this pathway. Key phase 3 trials have demonstrated their efficacy in CD, showing significant clinical benefits in patients refractory to conventional therapies or biologics, with no new safety signals identified. The ultimate treatment goal for CD is deep healing (mucosal-transmural-biochemical composite remission) as defined by STRIDE II. However, current evidence exhibits critical limitations: absence of head-to-head drug comparisons, insufficient data on biologic-experienced subpopulations, and heterogeneous follow-up durations leading to uncertainties in long-term safety. Future studies require standardized head-to-head trials with enhanced subgroup analyses to optimize precision therapeutics.
3.Analysis of risk factors and development of a nomogram model for early recurrence following curative resection of resectable pancreatic cancer
Chengyu HU ; Jianyu YANG ; Yannan XU ; Yifan YIN ; Minwei YANG ; Xueliang FU ; Dejun LIU ; Yanmiao HUO ; Wei LIU ; Junfeng ZHANG ; Yongwei SUN ; Rong HUA
Chinese Journal of Pancreatology 2025;25(2):104-111
Objective:To identify independent risk factors for early recurrence following curative resection of resectable pancreatic cancer and establish a nomogram prediction model.Methods:Clinical data from 405 patients with resectable pancreatic cancer treated at Renji Hospital, Shanghai Jiao Tong University School of Medicine from February 2010 to December 2020 were retrospectively reviewed. Patients were stratified into a training cohort (265 patients form February 2010 to December 2018) and a validation cohort (140 patients from January 2019 to December 2020) based on surgery dates. Optimal cutoff values for clinical variables were determined using X-tile software. Independent risk factors were identified through univariate and multivariate Cox proportional hazards regression analyses. Kaplan-Meier curves for recurrence-free survival (RFS) were generated across subgroups, and a nomogram was developed to predict early recurrence (within 1 year post-surgery). Time-dependent receiver operating characteristic (tROC) curves was drawn and area under the curve (AUC) metrics were utilized to evaluate predictive accuracy, while model reliability was assessed by calibration curves. Individualized risk scores derived from the nomogram were stratified into high- and low-risk groups using X-tile-derived cutoff values. Survival differences between groups were analyzed via log-rank tests. The clinical application value was judged by decision curve analysis (DCA) compared to TNM staging. Results:In the training cohort, 139 patients (52.45%) experienced early recurrence, with a median RFS of 11.1 months [interquartile range ( IQR): 6.0-26.0]. The validation cohort reported 70 early recurrences (50.00%) and a median RFS of 11.8 months ( IQR: 4.9-21.4). Univariate analysis revealed significant associations between early recurrence and tumor diameter, carcinoembryonic antigen (CEA), carbohydrate antigen 19-9 (CA19-9), carbohydrate antigen 125 (CA125), systemic immune-inflammation index (SⅡ), and prognostic nutritional index (PNI). Multivariate analysis identified tumor diameter ≥3.75 cm ( HR=1.718, 95% CI 1.223-2.412, P=0.002), CA19-9≥218 U/ml ( HR=1.567, 95% CI 1.107-2.220, P=0.011), CA125≥20.98 U/ml ( HR=2.501, 95% CI 1.768-3.539, P<0.001), SⅡ≥388.28 ( HR=1.708, 95% CI 1.096-2.662, P=0.018), and PNI<53.18 ( HR=0.596, 95% CI 0.404-0.879, P=0.009) as independent risk factors for early recurrence. The nomogram achieved AUC values of 0.771 and 0.708 in the training and validation cohorts, respectively. Calibration curves demonstrated strong agreement between predicted and observed survival probabilities. Kaplan-Meier analysis revealed significantly lower 1-year RFS rates in high-risk versus low-risk groups for both cohorts (training: HR=3.65, 95% CI 2.45-5.44, P<0.001; validation: HR=2.37, 95% CI 1.39-4.06, P=0.001). DCA indicated superior net benefit of the nomogram over TNM staging across threshold probabilities of 0.2-0.9. Conclusions:The proposed nomogram effectively integrates clinical and serological biomarkers to preoperatively assess early recurrence risk in resectable pancreatic cancer patients, offering enhanced precision for clinical decision-making.
4.Analysis of risk factors and development of a nomogram model for early recurrence following curative resection of resectable pancreatic cancer
Chengyu HU ; Jianyu YANG ; Yannan XU ; Yifan YIN ; Minwei YANG ; Xueliang FU ; Dejun LIU ; Yanmiao HUO ; Wei LIU ; Junfeng ZHANG ; Yongwei SUN ; Rong HUA
Chinese Journal of Pancreatology 2025;25(2):104-111
Objective:To identify independent risk factors for early recurrence following curative resection of resectable pancreatic cancer and establish a nomogram prediction model.Methods:Clinical data from 405 patients with resectable pancreatic cancer treated at Renji Hospital, Shanghai Jiao Tong University School of Medicine from February 2010 to December 2020 were retrospectively reviewed. Patients were stratified into a training cohort (265 patients form February 2010 to December 2018) and a validation cohort (140 patients from January 2019 to December 2020) based on surgery dates. Optimal cutoff values for clinical variables were determined using X-tile software. Independent risk factors were identified through univariate and multivariate Cox proportional hazards regression analyses. Kaplan-Meier curves for recurrence-free survival (RFS) were generated across subgroups, and a nomogram was developed to predict early recurrence (within 1 year post-surgery). Time-dependent receiver operating characteristic (tROC) curves was drawn and area under the curve (AUC) metrics were utilized to evaluate predictive accuracy, while model reliability was assessed by calibration curves. Individualized risk scores derived from the nomogram were stratified into high- and low-risk groups using X-tile-derived cutoff values. Survival differences between groups were analyzed via log-rank tests. The clinical application value was judged by decision curve analysis (DCA) compared to TNM staging. Results:In the training cohort, 139 patients (52.45%) experienced early recurrence, with a median RFS of 11.1 months [interquartile range ( IQR): 6.0-26.0]. The validation cohort reported 70 early recurrences (50.00%) and a median RFS of 11.8 months ( IQR: 4.9-21.4). Univariate analysis revealed significant associations between early recurrence and tumor diameter, carcinoembryonic antigen (CEA), carbohydrate antigen 19-9 (CA19-9), carbohydrate antigen 125 (CA125), systemic immune-inflammation index (SⅡ), and prognostic nutritional index (PNI). Multivariate analysis identified tumor diameter ≥3.75 cm ( HR=1.718, 95% CI 1.223-2.412, P=0.002), CA19-9≥218 U/ml ( HR=1.567, 95% CI 1.107-2.220, P=0.011), CA125≥20.98 U/ml ( HR=2.501, 95% CI 1.768-3.539, P<0.001), SⅡ≥388.28 ( HR=1.708, 95% CI 1.096-2.662, P=0.018), and PNI<53.18 ( HR=0.596, 95% CI 0.404-0.879, P=0.009) as independent risk factors for early recurrence. The nomogram achieved AUC values of 0.771 and 0.708 in the training and validation cohorts, respectively. Calibration curves demonstrated strong agreement between predicted and observed survival probabilities. Kaplan-Meier analysis revealed significantly lower 1-year RFS rates in high-risk versus low-risk groups for both cohorts (training: HR=3.65, 95% CI 2.45-5.44, P<0.001; validation: HR=2.37, 95% CI 1.39-4.06, P=0.001). DCA indicated superior net benefit of the nomogram over TNM staging across threshold probabilities of 0.2-0.9. Conclusions:The proposed nomogram effectively integrates clinical and serological biomarkers to preoperatively assess early recurrence risk in resectable pancreatic cancer patients, offering enhanced precision for clinical decision-making.
5.Performance evaluation of AI-enabled blood cell morphology system for peripheral blood smear and application in grading screening network of primary medical care system
Xiaobing SUN ; Gusheng TANG ; Kaiying YUAN ; Duanqin DIAO ; Jun HU ; Xiaoyuan SHI ; Hao YUAN ; Anmei WANG ; Yan FANG ; Liqin JIANG ; Xueliang QIN ; Chun XU ; Qi HOU ; Jiong WU
Chinese Journal of Clinical Laboratory Science 2025;43(4):246-252
Objective To evaluate the recognition capability of AI-enabled Cellsee CS-BM1 automatic cell morphology analyzer for pe-ripheral blood smears and its roles in assisting manual classification,and explore the application value of AI system in the diagnosis network of tiered primary medical units.Methods The blood samples which triggered the re-examination rules were collected from six primary medical units,including the Laboratory Department of Shanghai Jiahui International Hospital,and so on,from March to No-vember 2023.The smears of peripheral blood were prepared and AI analyzer was used for pre-classification to evaluate its recognition performance in identifying the samples with abnormal WBC and RBC.The sensitivity,specificity,and accuracy of WBC classification by six junior and intermediate technicians,both with and without AI assistance,were analyzed.Additionally,the roles of the AI system in tiered diagnosis of primary medical units were also evaluated.Results The sensitivity,specificity,and accuracy of AI system in recognizing malignant primitive cells were 92.86%,95.16%,and 95.10%,respectively.The sensitivities of AI system in recognizing immature granulocytes,reactive lymphocytes,and nucleated RBCs were all greater than 90%.The sensitivity of AI system in identif-ying abnormal morphology of RBCs reached 99.59%,along with rapid quantitative analysis for various anomalous types of RBCs.In AI-assisted mode,the sensitivity of recognition for all cell types was improved to varying degrees by junior and intermediate technicians,and the sensitivity for recognizing malignant primitive cells,reactive lymphocytes,and immature granulocytes increased to 58.24%,53.39%,and 62.37%for junior technicians,and to 92.06%,83.24%,and 83.12%for intermediate technicians,respectively.The improvements for junior technicians were particularly significant,with increases of 12.46%,10.61%,and 3.71%for each cell type,respectively.Both groups achieved higher specificity and accuracy.Through AI pre-classification and manual review,a variety of pe-ripheral blood cell-related diseases were accurately diagnosed in the tiered healthcare practice of primary medical units,including 339 cases(11.13%)of red blood cell diseases,5 cases(0.16%)of platelet diseases,2 343 cases(76.90%)of infection-related disea-ses,and 28 cases(0.92%)of malignant hematological diseases.In addition,332 cases(10.90%)which lacked an obvious related cause or required further examinations were identified as well.Conclusion AI pre-classification has demonstrated strong cell recogni-tion capabilities and may assist technicians in improving the sensitivity,specificity,and accuracy of blood cell classification.AI could en-hance the disease-screening capabilities in the tiered diagnosis network of primary medical units,presenting a broad application prospect.
6.The prospect of interleukin -23p19 inhibitors in precision treatment of Crohn's disease: mechanisms and clinical evidence
Yujing SUN ; Xueliang SUN ; Zhaozheng ZHANG ; Hongyan ZHENG ; Xiao YANG ; Xingru CHEN ; Ke WEN
Chinese Journal of Inflammatory Bowel Diseases 2025;09(5):390-396
Interleukin- (IL) 23 drives pathogenic differentiation of Th17 cells via the JAK2-STAT3 signaling pathway, upregulates IL-17A/IL-22 expression, and disrupts intestinal barrier integrity, thereby playing a pivotal role in the pathogenesis of Crohn's disease (CD). IL-23p19 inhibitors—exemplified by risankizumab, mirikizumab, and guselkumab—precisely block this pathway. Key phase 3 trials have demonstrated their efficacy in CD, showing significant clinical benefits in patients refractory to conventional therapies or biologics, with no new safety signals identified. The ultimate treatment goal for CD is deep healing (mucosal-transmural-biochemical composite remission) as defined by STRIDE II. However, current evidence exhibits critical limitations: absence of head-to-head drug comparisons, insufficient data on biologic-experienced subpopulations, and heterogeneous follow-up durations leading to uncertainties in long-term safety. Future studies require standardized head-to-head trials with enhanced subgroup analyses to optimize precision therapeutics.
7.Mechanisms of Neiyiting Decoction in Preventing Postoperative Recurrence of Endometriosis by Inhibiting Macrophage M1 Polarization Through the TREM1/TLR4/NF-κB Signaling Pathway
Lijuan LU ; Weiwei ZENG ; Jingwen WANG ; Lurong ZHANG ; Ying LIU ; Xueliang SUN ; Wen XU ; Xiaohui FANG ; Yichao YAN ; Qinhua XIA
Journal of Sichuan University (Medical Sciences) 2025;56(2):371-381
Objective The high post-surgery recurrence rate of endometriosis(EMs)has emerged as a challenge in the long-term manaagement of the condition.This study is aimed at investigating the mechanisms of Neiyiting(NYT)decoction in preventing postoperative recurrence of EMs.Methods An animal model of EMs postoperative recurrence and a model of endometrial stromal cells(hEM15A)cocultured with macrophages(RAW 264.7 cell line)were established for both in vivo and in vitro experiments.An autotransplantation method was used to establish a rat model of EMs.The rats were divided into 4 groups(6 rats per group)and received the corresponding treatments:a Model group receiving distilled water,a Gestrinone group receiving gestrinone at 0.325 mg/kg,a low-dose NYT(NYT-L)group receiving NYT decoction at 5.04 g/(kg-d),and a high-dose NYT(NYT-H)group receiving NYT decoction at 10.08 g/(kg-d).The treatment was administered for 3 weeks via intragastric gavage.In addition,6 SD rats were randomly selected for the control group(Control group),and were given distilled water for 3 weeks via intragastric gavage.The sizes and pathological changes of recurrent lesions in EMs rats were observed.Immunohistochemistry and qRT-PCR were performed to assess the expression of M1 macrophage marker CD86 protein and mRNA in vivo.Additionally,immunohistochemistry and qRT-PCR were used to assess the expression of indicator proteins related to the triggering receptor expressed on myeloid cells 1(TREM1)/Toll-like receptor 4(TLR4)/nuclear factor kappa B(NF-κB)signaling pathway and mRNA.The proliferation of hEM15A cells in the coculture experiment was observed.Flow cytometry was performed to determine the polarization of RAW264.7 macrophages,and qRT-PCR was used to determine the expression levels of inducible nitric oxide synthase(iNOS)and interleukin 1β(IL-1β)mRNA.Western blot was performed to determine the expression of signaling pathway-related indicator proteins in vitro.ELISA was performed to determine the levels of inflammatory factors in vitro.Results Compared with the Model group,the volume of recurrent lesions in the NYT-H group was reduced(P<0.01).Findings from the macrophage M1 polarization assessment showed that the expression levels of CD86 protein and mRNA in the recurrent lesions of the Model group were higher than those in the control group(P<0.01).The expression levels of CD86 protein and mRNA in the recurrent lesions of the NYT-H group were lower than those of the Model group(P<0.01).In addition,the RAW 264.7 cell experiment further verified that NYT decoction could reduce the number of CD86-positive macrophages induced by plasmids overexpressing TREM1 and reduce the expression of IL-1β and iNOS mRNA(P<0.01).The results of the hEM15A cell proliferation assay showed that NYT decoction down-regulated KI-67 protein expression in hEM15A cells induced by macrophage M1 polarization(P<0.01).The results of TREM1/TLR4/NF-κB signaling pathway showed that the protein and mRNA expression levels of TREM1,TLR4,and NF-κB in the recurrent lesions of the Model group were higher than those of the control group(P<0.01).Compared with those in the Model group,the protein and mRNA expression levels of TREM1,TLR4,and NF-κB in the recurrent lesions of the NYT-H group were lower(P<0.01).In addition,the coculture experiment of RAW264.7 and hEM15A cells further confirmed that NYT decoction reduced the expression of TREM1,TLR4,and P-P65 proteins(P<0.01).Conclusion NYT decoction can inhibit macrophage M1 polarization through the TREM1/TLR4/NF-κB signaling pathway,improve the inflammation level,and inhibit the formation of ectopic endometrial lesions,thereby preventing postoperative recurrence of EMs.
8.Analysis of inflammatory indicators of fistulas tissue and blood in Crohn′s disease patients with perianal fistula
Li ZHANG ; Xueliang SUN ; Juan HAN ; Zhaozheng ZHANG ; Ke WEN
Chinese Journal of Inflammatory Bowel Diseases 2024;08(3):200-204
Objective:To analyze the levels of inflammatory indicators of fistula tissue and blood of Crohn′s disease (CD) patients with perianal fistula and the clinical significance.Methods:A cross-sectional study was conducted. Clinical data of 60 CD patients with perianal fistula (CD fistula group) admitted to the Department of Anorectum, Suzhou Hospital of Traditional Chinese Medicine from May 2022 to May 2023 were collected, and 50 non-CD patients with perianal fistula were selected as non-CD fistula group. The level differences of tumor necrosis factor-α (TNF-α) , interleukin (IL) -12, IL-23, IL-17A, and IL-6 in fistula tissue, and the level differences of white blood cell (WBC) , C-reactive protein (CRP) , erythrocyte sedimentation rate (ESR) , platelet (PLT) , and fecal calprotectin (FC) were compared between the two groups. Pearson or Spearman rank correlation analysis was used to analyze the correlation of various indicators between fistula tissue and blood in CD fistula group.Results:In CD fistula group, there were 47 males and 13 females, with a mean age of (28.9 ± 8.5) years. In non-CD fistula group, there were 40 males and 10 females, with a mean age of (31.3 ± 5.9) years. There were no significant differences in age, gender, Park′s classification, perianal disease activity index and Wexner score between the two groups (all P>0.05) . Compared with the non-CD fistula group, the levels of TNF-α, IL-12, IL-23, IL-17A and IL-6 in fistula tissue were higher in CD fistula group, and the levels of CRP, PLT, FC and ESR were higher, with statistically significant differences (all P<0.05) . IL-12 was positively correlated with CRP ( r = 0.451, P<0.05) and WBC ( r = 0.414, P<0.05) in CD fistula group. Conclusion:Fistula inflammatory factors levels in CD patients with perianal fistula are higher than patients with non-CD fistula, and positively correlate with the levels of blood inflammatory indicators, which may serve as a reference for targeted precision treatment of perianal fistula CD.
9.Research progress of new technological therapies for Crohn's disease fistula
Taiyin WANG ; Xueliang SUN ; Zhaozheng ZHANG ; Jun DU ; Li ZHANG ; Yujing SUN ; Ke WEN
Chinese Journal of Inflammatory Bowel Diseases 2024;08(6):462-466
Perianal lesions are characteristic manifestations of Crohn's disease (CD) at the same time often herald the progression of the disease. CD fistula is one of the most common lesions, and the commonly used medications and biologics are unable to cure CD fistula. In recent years, new technology therapies have been widely used by clinicians to treat CD fistula, including platelet-rich plasma, mesenchymal stem cells, haematopoietic stem-cell transplantation and hyperbaric oxygen therapy. This article provides an overview of the progress of these non-pharmacological therapies.
10.Research progress on the role of SHP-2 in tumor-associated macrophages
Xueliang WU ; Jianchun FAN ; Fei GUO ; Qi ZHANG ; Jun XUE ; Ximo WANG ; Guangyuan SUN ; Jianling LIU ; Lei HAN ; Shuquan GAO
Chinese Journal of Comparative Medicine 2024;34(1):171-176
Tumor-associated macrophages(TAMs)are the predominant cell group in the tumor microenvironment(TME)and are the most important regulatory cells of immune system suppression and tumor cell proliferation in TIME.Src homology-2 domain-containing protein tyrosine phosphatase 2(SHP-2)is a non-receptor protein tyrosine phosphatase that plays an important role in the transmission of signals from the cell surface to the nucleus.SHP-2 is a key intracellular regulatory factor mediating cell proliferation and differentiation and is involved in a variety of growth factor and cytokine signaling pathways linking the cell surface to the nucleus.Recent studies have shown that SHP-2 is a key enzyme in determining the function of TAMs,but because of its variable function,it plays different or even opposite roles in different solid TMEs.This paper reviews the function of SHP-2 in TAMs and related solid tumors to provide a comprehensive reference for tumor immunity and targeted therapy research.

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