1.Prediction of Pulmonary Nodule Progression Based on Multi-modal Data Fusion of CCNet-DGNN Model
Lehua YU ; Yehui PENG ; Wei YANG ; Xinghua XIANG ; Rui LIU ; Xiongjun ZHAO ; Maolan AYIDANA ; Yue LI ; Wenyuan XU ; Min JIN ; Shaoliang PENG ; Baojin HUA
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):135-143
ObjectiveThis study aims to develop and validate a novel multimodal predictive model, termed criss-cross network(CCNet)-directed graph neural network(DGNN)(CGN), for accurate assessment of pulmonary nodule progression in high-risk individuals for lung cancer, by integrating longitudinal chest computed tomography(CT) imaging with both traditional Chinese and western clinical evaluation data. MethodsA cohort of 4 432 patients with pulmonary nodules was retrospectively analyzed. A twin CCNet was employed to extract spatiotemporal representations from paired sequential CT scans. Structured clinical assessment and imaging-derived features were encoded via a multilayer perceptron, and a similarity-based alignment strategy was adopted to harmonize multimodal imaging features across temporal dimensions. Subsequently, a DGNN was constructed to integrate heterogeneous features, where nodes represented modality-specific embeddings and edges denoted inter-modal information flow. Finally, model optimization was performed using a joint loss function combining cross-entropy and cosine similarity loss, facilitating robust classification of nodule progression status. ResultsThe proposed CGN model demonstrated superior predictive performance on the held-out test set, achieving an area under the receiver operating characteristic curve(AUC) of 0.830, accuracy of 0.843, sensitivity of 0.657, specificity of 0.712, Cohen's Kappa of 0.417, and F1 score of 0.544. Compared with unimodal baselines, the CGN model yielded a 36%-48% relative improvement in AUC. Ablation studies revealed a 2%-22% increase in AUC when compared to simplified architectures lacking key components, substantiating the efficacy of the proposed multimodal fusion strategy and modular design. Incorporation of traditional Chinese medicine (TCM)-specific symptomatology led to an additional 5% improvement in AUC, underscoring the complementary value of integrating TCM and western clinical data. Through gradient-weighted activation mapping visualization analysis, it was found that the model's attention predominantly focused on nodule regions and effectively captured dynamic associations between clinical data and imaging-derived features. ConclusionThe CGN model, by synergistically combining cross-attention encoding with directed graph-based feature integration, enables effective alignment and fusion of heterogeneous multimodal data. The incorporation of both TCM and western clinical information facilitates complementary feature enrichment, thereby enhancing predictive accuracy for pulmonary nodule progression. This approach holds significant potential for supporting intelligent risk stratification and personalized surveillance strategies in lung cancer prevention.
2.Develop and assessment of a predictive model for the first-course efficacy of acute myeloid leukemia
Feng ZHU ; Yile ZHOU ; Yi ZHANG ; Liping MAO ; De ZHOU ; Liya MA ; Chunmei YANG ; Wenjuan YU ; Xingnong YE ; Juying WEI ; Haitao MENG ; Min YANG ; Wenyuan MAI ; Jiejing QIAN ; Yanling REN ; Yinjun LOU ; Jian HUANG ; Gaixiang XU ; Wanzhuo XIE ; Hongyan TONG ; Huafeng WANG ; Jie JIN
Chinese Journal of Hematology 2025;46(4):336-342
Objective:To identify the relevant factors for the first-course remission of acute myeloid leukemia (AML) and to develop a predictive model as well as assess its predictive capability.Methods:Clinical data of 749 patients newly diagnosed with AML admitted to the Department of Hematology, the First Affiliated Hospital, Zhejiang University, School of Medicine from January 1, 2019, to April 30, 2023, were collected and randomly divided into training and validation sets. Multivariate logistic regression analysis was conducted to determine variables associated with complete remission in the first course of induction therapy, and a predictive model was established based on these variables. The receiver operating characteristic (ROC) curve of the predictive model was plotted, and the area under the curve (AUC) was calculated.Results:The indicators predicting the first remission course included peripheral blood white blood cell count during onset, CBF::MYH11 fusion gene, CEBPA bZIP region mutation, myelodysplastic syndrome-related gene mutation, and induction chemotherapy regimen selection as independent factors for the first remission course. The model’s area under the training and validation curves was 0.738 (95% CI: 0.696-0.780) and 0.726 (95% CI: 0.650-0.801), respectively. The Hosmer-Lemeshow test results yielded P-values of 0.993 and 0.335, respectively. Conclusion:In this study, the developed model demonstrates a strong predictive capability for the efficacy of the first course of patients with AML, providing valuable guidance to clinicians in assessing patient prognosis and selecting appropriate treatment strategies.
3.Effects of miR-125b on proliferation, invasion and migration of pancreatic cancer cells through targeted regulation of SMYD2 signaling pathway
Wenyuan YANG ; Lei MA ; Xi WANG ; Xiaolong JIN
Chinese Journal of Endocrine Surgery 2025;19(3):341-346
Objective:To explore the effects of miR-125b on the proliferation, invasion and migration of pancreatic cancer cells by targeting SMYD2 signaling pathway.Methods:The expression of miRNA-125b in Aspc-1 and BxPC-3 lines of pancreatic cancer cells were detected. miRDB, ENCORI and TargetScan databases were used to predict the potential target genes of miRNA-125b. The downstream target genes of miRNA-125b were identified by qPCR assay and double luciferase reporter gene assay. Western blot analysis was performed to detect SMYD2 protein expression after transfection with miRNA-125b inhibitor. EdU staining, Annexin V-FITC/PI assay and Annexin V-FITC/PI assay were used to detect the effects of miRNA-125b inhibitor transfection and simultaneous transfection of miRNA-125b and SMYD2 inhibitor on cell proliferation, clonogenesis and apoptosis.Results:The expression level of miRNA-125b in pancreatic cancer cell lines was higher than that in normal pancreatic duct cells ( P<0.05). The downstream target gene of miRNA-125b was identified as SMYD2 by qPCR assay and double luciferase reporter gene assay. The expression of SMYD2 protein in miR-125b inhibitor group was higher than that in NC group ( P<0.01). EdU cell proliferation assay showed that the number of miRNA-125b positive cells in inhibitor group was lower than that in NC group and Inhibitor NC group ( P<0.05). The number of clones in miR-125b inhibitor+si-SMYD2 group was more than that in miR-125b inhibitor group ( P<0.01). Annexin V-FITC/PI assay showed that the apoptosis number of cell cells in miR-125b inhibitor+si-SMYD2 group was lower than that in miR-125b inhibitor group ( P<0.01) . Conclusion:miRNA-125b is highly expressed in pancreatic cancer cells, and can directly affect the expression of SMYD2 gene, thereby promoting the proliferation and inhibiting the apoptosis of pancreatic cancer cells.
4.Effects of miR-125b on proliferation, invasion and migration of pancreatic cancer cells through targeted regulation of SMYD2 signaling pathway
Wenyuan YANG ; Lei MA ; Xi WANG ; Xiaolong JIN
Chinese Journal of Endocrine Surgery 2025;19(3):341-346
Objective:To explore the effects of miR-125b on the proliferation, invasion and migration of pancreatic cancer cells by targeting SMYD2 signaling pathway.Methods:The expression of miRNA-125b in Aspc-1 and BxPC-3 lines of pancreatic cancer cells were detected. miRDB, ENCORI and TargetScan databases were used to predict the potential target genes of miRNA-125b. The downstream target genes of miRNA-125b were identified by qPCR assay and double luciferase reporter gene assay. Western blot analysis was performed to detect SMYD2 protein expression after transfection with miRNA-125b inhibitor. EdU staining, Annexin V-FITC/PI assay and Annexin V-FITC/PI assay were used to detect the effects of miRNA-125b inhibitor transfection and simultaneous transfection of miRNA-125b and SMYD2 inhibitor on cell proliferation, clonogenesis and apoptosis.Results:The expression level of miRNA-125b in pancreatic cancer cell lines was higher than that in normal pancreatic duct cells ( P<0.05). The downstream target gene of miRNA-125b was identified as SMYD2 by qPCR assay and double luciferase reporter gene assay. The expression of SMYD2 protein in miR-125b inhibitor group was higher than that in NC group ( P<0.01). EdU cell proliferation assay showed that the number of miRNA-125b positive cells in inhibitor group was lower than that in NC group and Inhibitor NC group ( P<0.05). The number of clones in miR-125b inhibitor+si-SMYD2 group was more than that in miR-125b inhibitor group ( P<0.01). Annexin V-FITC/PI assay showed that the apoptosis number of cell cells in miR-125b inhibitor+si-SMYD2 group was lower than that in miR-125b inhibitor group ( P<0.01) . Conclusion:miRNA-125b is highly expressed in pancreatic cancer cells, and can directly affect the expression of SMYD2 gene, thereby promoting the proliferation and inhibiting the apoptosis of pancreatic cancer cells.
5.Develop and assessment of a predictive model for the first-course efficacy of acute myeloid leukemia
Feng ZHU ; Yile ZHOU ; Yi ZHANG ; Liping MAO ; De ZHOU ; Liya MA ; Chunmei YANG ; Wenjuan YU ; Xingnong YE ; Juying WEI ; Haitao MENG ; Min YANG ; Wenyuan MAI ; Jiejing QIAN ; Yanling REN ; Yinjun LOU ; Jian HUANG ; Gaixiang XU ; Wanzhuo XIE ; Hongyan TONG ; Huafeng WANG ; Jie JIN
Chinese Journal of Hematology 2025;46(4):336-342
Objective:To identify the relevant factors for the first-course remission of acute myeloid leukemia (AML) and to develop a predictive model as well as assess its predictive capability.Methods:Clinical data of 749 patients newly diagnosed with AML admitted to the Department of Hematology, the First Affiliated Hospital, Zhejiang University, School of Medicine from January 1, 2019, to April 30, 2023, were collected and randomly divided into training and validation sets. Multivariate logistic regression analysis was conducted to determine variables associated with complete remission in the first course of induction therapy, and a predictive model was established based on these variables. The receiver operating characteristic (ROC) curve of the predictive model was plotted, and the area under the curve (AUC) was calculated.Results:The indicators predicting the first remission course included peripheral blood white blood cell count during onset, CBF::MYH11 fusion gene, CEBPA bZIP region mutation, myelodysplastic syndrome-related gene mutation, and induction chemotherapy regimen selection as independent factors for the first remission course. The model’s area under the training and validation curves was 0.738 (95% CI: 0.696-0.780) and 0.726 (95% CI: 0.650-0.801), respectively. The Hosmer-Lemeshow test results yielded P-values of 0.993 and 0.335, respectively. Conclusion:In this study, the developed model demonstrates a strong predictive capability for the efficacy of the first course of patients with AML, providing valuable guidance to clinicians in assessing patient prognosis and selecting appropriate treatment strategies.
6.Standardized specialist training for developmental and behavioral pediatrics in China and the United States: current status and thoughts
Xiaoyang CHEN ; Lingling WU ; Wenhao LI ; Wenyuan JIN ; Yanyan WANG ; Xiaolin LIU ; Zhiwei ZHU
Chinese Journal of Medical Education Research 2024;23(3):314-320
The United States has established a perfect specialist training system for developmental and behavioral pediatrics (DBP), while the DBP specialist training system in China is still in the early stage of development and has been constantly improved. This article analyzes and compares the current status of DBP specialist training system between the United States and China from the aspects of training pattern, eligibility criteria, training plans and contents, assessment and evaluation, and certification. With reference to the training system in the United States, we can further improve the DBP specialist training system in China by perfecting the training system and related documents, constructing reasonable eligibility criteria, establishing a training pattern guided by post competency, improving the DBP assessment and evaluation system based on competency, and enhancing the certification of DBP physicians.
7.Effect of silencing Ras homolog family member C on proliferation,invasion,and migration of salivary adenoid cystic carcinoma
Wenyuan YU ; Peng ZHAO ; Yu SHAO ; Yong XU ; Jin XU ; Lei XIE ; Chenghao YU ; Qiuping HE ; Zhenggang CHEN
West China Journal of Stomatology 2024;42(6):723-734
Objective This study aimed to investigate the effects of silencing Ras homolog family member C(RhoC)on the proliferation,apoptosis,invasion,migration,and epithelial-mesenchymal transition(EMT)of salivary adenoid cystic carcinoma(SACC)and its molecular mechanisms.Methods A total of 27 SACC lesions and normal salivary gland tissues that were surgically resected at Qingdao Municipal Hospital from January 1,2019 to March 1,2024 were selected,and the expression levels of RhoC were detected by Western blot and immunohistochemistry.Three small interfering RNA(siRNAs)were designed to target the RhoC gene sequence,transfected into SACC-LM and SACC-83 cell lines,and evaluated for transfection efficiency.The protein expression levels of RhoC,Rho-asso-ciated protein kinase-1(ROCK1),p38 mitogen-activated protein kinase(p38MAPK),phosphorylated-p38MAPK(p-p38MAPK),twist family bHLH transcription factor 1(TWIST1),E-cadherin,N-cadherin,and Vimentin were com-pared using Western blot.CCK-8 assay,flow cytometry,transwell invasion assay,and wound healing assay were conducted to assess the differences in cell proliferation,apoptosis,invasion,and migration abilities among the groups.Bioinformatics methods were also used to predict possible upstream micro RNAs(miRNAs)of RhoC and their expression levels in SACC.Moreover,dual-luciferase reporter gene experiments were performed to verify the binding sites of miR-138-5p and RhoC.Results RhoC was highly expressed in SACC(P<0.05).After silencing RhoC,the test group showed a significant decrease in the expression level of ROCK1,p-p38MAPK,TWIST1,N-cadherin,and Vimentin,as well as a significant increase in the expression level of E-cadherin(P<0.05).No signifi-cant difference in the expression level of p38MAPK was observed(P>0.05).The cell proliferation,invasion,and mi-gration ability decreased in the test group,whereas the apoptosis rates significantly increased(P<0.05).miR-138-5p was lowly expressed in SACC,and miR-138-5p mimic can significantly downregulated the luciferase activity of 293T cells after transfection with a RhoC wild-type plasmid(P<0.05).Conclusion RhoC is highly expressed in SACC,and RhoC silencing may target the downstream ROCK1/p38MAPK/TWISTl signaling pathway,thereby in-hibiting the proliferation,invasion,migration,and EMT of SACC while promoting its apoptosis.On the contrary,miR-138-5p is lowly expressed in SACC and is a potential upstream gene of RhoC,and there may be binding sites between the two genes.
8.Comparative efficacy of vNOTES and LESS in the management of benign uterine lesions in obese patients
Wenyuan LI ; Min WEI ; Jie HAN ; Ruifeng LI ; Zhen WANG ; Hailan LI ; Jing XU ; Dongmei JIN ; Lingyan XU ; Rong PENG ; Yan ZHANG ; Xinhua SUN
The Journal of Practical Medicine 2024;40(22):3184-3189
Objective To compare the outcomes of transvaginal natural orifice transluminal endoscopic surgery(vNOTES)and laparoendoscopic single-site surgery(LESS)for total uterine excision in obese patients with benign uterine lesions,and to investigate the utility of vNOTES in this patient population.Methods A total of 100 obese patients(BMI>28.0 kg/m2)diagnosed with benign uterine lesions requiring total uterine and bilateral salpingectomy between January 2022 and January 2023 were included in this study.They were randomly assigned to two groups:the LESS group(n=51)and the vNOTES group(n=49).Patient demographics,surgical duration,intraoperative blood loss,changes in hemoglobin levels,pain scores,time to first flatus postoperatively,length of hospital stay,pelvic floor function,sexual quality of life,and postoperative complications were compared between the two groups.Results The two groups did not show any statistically significant differences in terms of blood loss,pre-and postoperative hemoglobin changes,pelvic floor function,sexual quality of life,or postoperative complications(P>0.05).However,the vNOTES group exhibited shorter surgical durations,time to first flatus postoperatively,and length of hospital stay compared to the LESS group(P<0.05).Additionally,the vNOTES group demonstrated lower intraoperative pain scores than the LESS group.(P<0.05).Conclusions In obese patients with benign uterine lesions,vNOTES total uterine excision surgery demonstrated shorter surgical durations and postoperative hospital stays,lower postoperative pain scores,and better adherence to the principles of en-hanced recovery after surgery(ERAS),indicating its potential for broader application.
9.Research progress in per- and polyfluoroalkylsubstances (PFASs) exposure and bone health
Liming XUE ; Wenyuan LU ; Jiale XU ; Yu’e JIN ; Dasheng LU ; Guoquan WANG
Shanghai Journal of Preventive Medicine 2023;35(4):391-395
Per- and polyfluoroalkyl substances (PFASs) are a new type of persistent organic pollutants with global attention. They have shown multiple toxic effects due to their persistent accumulation in human body through exposure to environmental media such as drinking water, food, atmosphere, and soil. However, the bone toxicity of PFASs has not attracted enough attention. It is believed that the exposure and accumulation of PFASs in human have a significant impact on the bone health, especially hindering the healthy bone development in infants and adolescents, and aggravating the occurrence of bone loss and fracture in the elder populations. This paper will review the research progress of the effects of PFASs exposure on bone health indicators such as bone mineral density, and discuss the mechanisms of PFAS in bone toxicity. This review will provide references for revealing the effects of PFASs exposure on bone health and their toxic mechanisms.
10.Phenotype and genotyping of Yersinia pestis in China
Xuefei ZHANG ; Jian HE ; Wenyuan XIN ; Juan JIN ; Xiaoyan YANG ; Sheng LI ; Qi ZHANG ; Youquan XIN ; Qingwen ZHANG ; Ruixia DAI ; Baiqing WEI
Chinese Journal of Endemiology 2023;42(7):517-524
Objective:To study the phenotype and genotype distribution of Yersinia pestis ( Y. pestis) in different natural foci of plague in China, so as to provide scientific basis for plague prevention and control. Methods:A total of 2 184 strains of Y. pestis isolated from different time periods, regions, hosts and vectors in 11 plague natural foci of China since 1943 were selected for biochemical type identification, glycolysis test, virulence factor test [capsule antigen (F1), pesticin Ⅰ (Pst Ⅰ), virulence antigen factor (VWa), pigmentation factor (Pgm)], different region (DFR) typing and clustered regularly interspaced short palindromic repeats (CRISPR) typing. Results:There were 16 biochemical types of Y. pestis in the natural foci of plague in China, and each biochemical type showed obvious regional distribution in each foci. Most strains were positive for ass hide glue glycolysis (89.79%, 1 961/2 184), maltose (80.13%, 1 750/2 184), glycerol (94.23%, 2 058/2 184), and denitrification (82.78%, 1 808/2 184), and negative for rhamnose (88.78%, 1 939/2 184) and melibiose (85.62%, 1 870/2 184). Virulence factor test results showed that 99.95% (2 183/2 184) of Y. pestis were F1 positive; 99.73% (2 178/2 184) of Y. pestis can produce Pst Ⅰ; 73.31% (1 601/2 184) of Y. pestis were VWa positive and 26.69% (583/2 184) were VWa negative; Pgm positive strains accounted for 72.62% (1 586/2 184), Pgm negative strains accounted for 21.52% (470/2 184), and Pgm mixed type strains accounted for 5.86% (128/2 184). According to DFR typing results, there were 52 genotypes in 2 184 strains of Y. pestis, of which 19 were major genotypes and 33 were minor genotypes. CRISPR typing revealed 16 major genotypes, of which 7 were newly discovered. Conclusion:The phenotypes and genotypes of Y. pestis in various natural foci of plague in China are diverse and have geographical distribution characteristics.

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