1.A Multimodal Deep Learning Model Integrating Clinical and Ultrasound Imaging Data for grading steatotic liver disease
Wenyi MENG ; Xinrui YAO ; Renjie LI ; Jianqing PENG ; Zuofeng XU
Journal of Sun Yat-sen University(Medical Sciences) 2026;47(3):528-538
ObjectiveThis study aimed to construct a neural network model integrating readily available clinical data and two-dimensional (2D) conventional ultrasound images to evaluate the severity of steatotic liver disease (SLD). MethodsClinical data and ultrasound images were retrospectively collected from 649 patients who underwent ultrasound attenuation imaging (ATI). Using ATI as the reference standard, patients were divided into four groups: normal (S0), mild (S1), moderate (S2), and severe (S3) SLD. Data were randomly divided into training and validation sets at an 8∶2 ratio. A contrastive language-image pre-training (CLIP) model was utilized to extract features from both clinical and imaging data, which were then used to train random forest (RF) and multilayer perceptron (MLP) models. The diagnostic performance of these multimodal models was compared their single-modal counterparts in the validation set. ResultsThe MLP model outperformed the RF model (AUC[95%CI]: S0 = 0.96 [0.93-0.99], S1 = 0.99 [0.96-1.00], S2 = 0.75 [0.64-0.82], S3 = 0.88 [0.81-0.93]). Furthermore, the multimodal fusion model demonstrated significantly superior performance compared to single-modal models (clinical data only: AUC[95%CI] of 0.89 [0.81-0.95], 0.69 [0.52-0.79], 0.64 [0.43-0.67] and 0.80 [0.73-0.90] for S0-S3, respectively; image data only: AUC[95%CI] of 0.91 [0.86-0.96], 0.89 [0.67-0.89], 0.69 [0.58-0.78] and 0.86 [0.82-0.94]). Metrics including precision, recall, F1-score, F2-score, confusion matrices, and loss function learning curves further confirmed that multimodal data fusion significantly improved the predictive capability. ConclusionThe proposed CLIP-based MLP multimodal model can effectively and automatically grade SLD severity. This demonstrates the significant advantage of integrating clinical and ultrasound data, providing an accurate and reliable adjunctive tool for the clinical management of chronic SLD.
2.Anti-hepatic fibrosis effect and mechanism of Albiziae Cortex-Tribuli Fructus based on Nrf2/NLRP3/caspase-1 pathway.
Meng-Yuan ZHENG ; Jing-Wen HUANG ; Si-Chen JIANG ; Ze-Yu XIE ; Yi-Xiao XU ; Li YAO
China Journal of Chinese Materia Medica 2025;50(15):4129-4140
This study aims to explore whether Albiziae Cortex-Tribuli Fructus can exert an anti-hepatic fibrosis effect by regulating the nuclear factor E2-related factor 2(Nrf2)/NOD-like receptor protein 3(NLRP3)/cysteine protease-1(caspase-1) pathway and analyze its potential mechanism. In the in vivo experiment, a mouse model of hepatic fibrosis was established by subcutaneous injection of carbon tetrachloride. The levels of alanine aminotransferase(ALT), aspartate aminotransferase(AST), collagen type Ⅳ(ColⅣ), laminin(LN), procollagen type Ⅲ(PCⅢ), and hyaluronic acid(HA) in the serum of mice were measured using a fully automated biochemical analyzer and ELISA. Hematoxylin and eosin(HE) and Masson staining were used to observe inflammation and collagen fiber deposition in the liver tissue. Western blot and RT-qPCR were employed to detect the protein and mRNA expression of collagen type Ⅰ(collagen Ⅰ), α-smooth muscle actin(α-SMA), Nrf2, NLRP3, gasdermin D(GSDMD), and caspase-1 in the hepatic tissue. In the in vitro experiment, human hepatic stellate cells(HSC-LX2) were pretreated with Nrf2 agonist or inhibitor, followed by the addition of blank serum, AngⅡ + blank serum, and AngⅡ + Albiziae Cortex-Tribuli Fructus-containing serum for intervention. Western blot was used to detect the protein expression of Nrf2, NLRP3, GSDMD, caspase-1, α-SMA, GSDMD-N, and apoptosis-associated speck-like protein(ASC) in cells. DCFH-DA fluorescence probe was used to detect the cellular ROS levels. The results from the in vivo experiment showed that, compared with the model group, Albiziae Cortex-Tribuli Fructus significantly reduced the serum levels of AST, ALT, ColⅣ, LN, PCⅢ, and HA, reduced the infiltration of inflammatory cells and collagen fiber deposition in the liver tissue, significantly upregulated the protein and mRNA expression of Nrf2 in the liver tissue, and significantly downregulated the protein and mRNA expression of collagen I, α-SMA, NLRP3, GSDMD, and caspase-1 in the liver tissue. The results from the in vitro experiment showed that Nrf2 activation decreased the protein expression of NLRP3, GSDMD, caspase-1, α-SMA, GSDMD-N, ASC, and ROS levels in HSC-LX2, while Nrf2 inhibition showed the opposite trend. Furthermore, Albiziae Cortex-Tribuli Fructus-containing serum directly decreased the expression of the above proteins and ROS levels. In conclusion, Albiziae Cortex-Tribuli Fructus can effectively improve hepatic fibrosis, and its mechanism of action may involve inhibiting pyroptosis through the regulation of the Nrf2/NLRP3/caspase-1 pathway.
Animals
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NF-E2-Related Factor 2/genetics*
;
Liver Cirrhosis/genetics*
;
Mice
;
Drugs, Chinese Herbal/administration & dosage*
;
Caspase 1/genetics*
;
Male
;
NLR Family, Pyrin Domain-Containing 3 Protein/genetics*
;
Signal Transduction/drug effects*
;
Humans
;
Liver/metabolism*
;
Mice, Inbred C57BL
;
Plant Extracts
;
Tribulus
3.Research progress in chemical components and pharmacological activities of different medicinal parts of Citrus changshan-huyou.
Meng-Yao SHI ; Bing-Jing XU ; Kang-Yu ZHOU ; Chao-Ying TONG ; Dan SHOU
China Journal of Chinese Materia Medica 2025;50(16):4490-4509
As a member of the Citrus genus of the Rutaceae family, Citrus changshan-huyou(CSHY) is mainly produced in Quzhou city, Zhejiang province. Modern research shows that different medicinal parts of CSHY(immature fruit, mature fruit peel, flower buds, leaves, seeds, etc.) are abundant in flavonoids, terpenes, coumarins, phenolic acids, and volatile oils. Their pharmacological activities include respiratory system protection, liver protection, anti-inflammation, anti-hyperlipidemia, anti-hyperglycemia, and antioxidation. Based on the summarization of 374 chemical components in different medicinal parts of CSHY identified in the past 20 years, this study reviewed their pharmacological actions and mechanisms and further analyzed the current status of quality control of different medicinal parts of CSHY, aiming to provide reference for the resource development and exploitation and the quality control research of different medicinal parts of CSHY.
Citrus/chemistry*
;
Drugs, Chinese Herbal/pharmacology*
;
Humans
;
Plants, Medicinal/chemistry*
;
Quality Control
;
Animals
4.Early effectiveness of navigation-free robot-assisted total knee arthroplasty in treating knee osteoarthritis with extra-articular deformities.
Chen MENG ; Yongqing XU ; Rongmao SHI ; Luqiao PU ; Jian'an JI ; Xingyou YAO ; Xizong ZHOU ; Chuan LI
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(1):5-12
OBJECTIVE:
To evaluate the early effectiveness of navigation-free robot-assisted total knee arthroplasty (TKA) compared to traditional TKA in the treatment of knee osteoarthritis combined with extra-articular deformities.
METHODS:
The clinical data of 30 patients with knee osteoarthritis combined with extra-articular deformities who met the selection criteria between June 2019 and January 2024 were retrospectively analyzed. Fifteen patients underwent CORI navigation-free robot-assisted TKA and intra-articular osteotomy (robot group) and 15 patients underwent traditional TKA and intra-articular osteotomy (traditional group). There was no significant difference in age, gender, body mass index, affected knee side, extra-articular deformity angle, deformity position, deformity type, and preoperative knee range of motion, American Knee Society (KSS) knee score and KSS function score, and lower limb alignment deviation between the two groups ( P>0.05). The operation time, intraoperative blood loss, and complications of the two groups were recorded and compared. The knee range of motion and lower limb alignment deviation were recorded before operation and at 6 months after operation, and the knee joint function was evaluated by KSS knee score and function score.
RESULTS:
There was no significant difference in operation time between the two groups ( P>0.05); the intraoperative blood loss in the robot group was significantly less than that in the traditional group ( P<0.05). Patients in both groups were followed up 6-12 months, with an average of 8.7 months. The incisions of all patients healed well, and there was no postoperative complication such as thrombosis or infection. At 6 months after operation, X-ray examination showed that the position of the prosthesis was good in both groups, and there was no loosening or dislocation of the prosthesis. The knee joint range of motion, the lower limb alignment deviation, and the KSS knee score and KSS function score significantly improved in both groups ( P<0.05) compared to preoperative ones. The changes of lower limb alignment deviation and KSS function score between pre- and post-operation in the robot group were significantly better than those in the traditional group ( P<0.05), while the changes of other indicators between pre- and post-operation in the two groups were not significant ( P>0.05).
CONCLUSION
Compared to traditional TKA, navigation-free robot-assisted TKA for knee osteoarthritis with extra-articular deformities results in less intraoperative blood loss, more precise reconstruction of lower limb alignment, and better early effectiveness. However, long-term effectiveness require further investigation.
Humans
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Arthroplasty, Replacement, Knee/methods*
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Osteoarthritis, Knee/surgery*
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Robotic Surgical Procedures/methods*
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Male
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Female
;
Retrospective Studies
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Range of Motion, Articular
;
Middle Aged
;
Aged
;
Treatment Outcome
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Osteotomy/methods*
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Knee Joint/physiopathology*
;
Operative Time
5.The relationship between EBV infection, HBV reactivation and clinical features and prognosis in HBV-infected NHL patients and influencing factors of HBV reactivation
Yanqiu XU ; Huayuan ZHU ; Guihua ZHU ; Yao HE ; Xingxing CHAI ; Fanjing MENG ; Jie WANG ; Shujin WANG ; Wanchuan ZHUANG
Journal of Leukemia & Lymphoma 2025;34(3):142-148
Objective:To explore the relationship between Epstein-Barr virus (EBV) infection, hepatitis B virus (HBV) reactivation and clinical features and prognosis in HBV-infected non-Hodgkin lymphoma (NHL) patients and influencing factors of HBV reactivation.Methods:A retrospective cohort study was conducted. A total of 80 NHL patients with hepatitis B surface antigen (HBsAg) positive (which was defined as HBV positive) who were admitted to the Second People's Hospital of Lianyungang and Jiangsu Province Hospital from December 2012 to October 2022 were selected. All patients were divided into EBV-positive group and EBV-negative group according to EBV DNA results, and further grouped into the HBV reactivation group and the non-reactivation group according to whether HBV were reactivated after chemotherapy. The clinical characteristics of patients among groups were compared. Multivariate logistic regression model was used to analyze the factors influencing HBV reactivation. The Kaplan-Meier method was used to evaluate the progression-free survival (PFS) and overall survival (OS) of patients, and the log-rank test was used for inter-group comparison.Results:Among NHL patients with HBV positive, 27 cases (33.8%) were EBV-positive and 29 cases (36.3%) were HBV reactivation. Compared with the EBV-negative group, the proportion of patients with Ann Arbor stage Ⅲ-Ⅳ [92.6% (25/27) vs. 66.0% (35/53)], elevated β 2-microglobulin level [88.9% (24/27) vs. 62.3% (33/53)], bone marrow involvement [40.7% (11/27) vs. 15.1% (8/53)], and HBV reactivation [51.9% (14/27) vs. 28.3% (15/53)] was higher in the EBV-positive group, and the differences were statistically significant (all P<0.05). There were no statistically significant differences in the composition of patients stratified by age, gender, pathological type, B symptom, lactate dehydrogenase level, international prognostic index score, number of extranodal involvements, liver involvement, hepatitis outbreak, prophylactic anti-HBV therapy, hepatitis B surface antibody (HBsAb), rituximab therapy, and the last chemotherapy effects between the 2 groups (all P > 0.05). Compared with the HBV non-reactivation group, the proportion of patients undergoing hepatitis outbreak [48.3% (14/29) vs. 17.6% (9/51)], not receiving prophylactic anti-HBV therapy [65.5% (19/29) vs. 39.2% (20/51)], HBsAb negative [79.3% (23/29) vs. 21.6% (11/51)], EBV positive [48.3% (14/29) vs. 25.5% (13/51)], receiving rituximab [82.8% (24/29) vs. 60.8% (31/51)] was higher in the HBV reactivation group, and the differenves were statistically significant (all P < 0.05); while there were no statistically significant differences in the composition of patients stratified by the other clinical characteristics between the 2 groups (all P > 0.05). Multivariate logistic regression analysis showed that EBV-positivity was an independent risk factor for HBV reactivation after chemotherapy in NHL patients with HBsAg positive ( OR = 7.073, 95% CI: 1.613-31.010, P = 0.009), while HBsAb positive ( OR = 0.038, 95% CI: 0.008-0.186, P < 0.001) and preventive anti-HBV therapy ( OR = 0.172, 95% CI: 0.039-0.756, P = 0.020) were independent protective factors. The last follow-up was in December 2023 and the median follow-up time was 36.5 months. There were no statistically significant differences in PFS and OS between the EBV-positive group and the EBV-negative group, HBV reactivation group and the non-reactivation group (all P > 0.05). Conclusions:Among HBV-infected NHL patients, those with concurrent EBV infection have a more advanced clinical stage and are very prone to bone marrow invasion, and they also show a higher probability of HBV reactivation; HBV reactivation may be related to whether receiving preventive anti-HBV therapy and rituximab therapy. EBV infection may increase the risk of HBV reactivation in NHL patients; EBV infection and HBV reactivation may not be relevant to the prognosis of patients.
6.Progress of PHF6 in acute T-lymphoblastic leukemia
Shujin WANG ; Guihua ZHU ; Yao HE ; Xingxing CHAI ; Fanjing MENG ; Yanqiu XU ; Jie WANG ; Wanchuan ZHUANG
Journal of Leukemia & Lymphoma 2025;34(8):505-508
Acute T-lymphoblastic leukemia (T-ALL) is a hematopoietic malignancy, and in recent years, with the advancement of combined chemotherapy and hematopoietic stem cell transplantation, the prognosis of T-ALL has improved significantly, but for patients with primary drug resistance or relapsed/refractory disease the prognosis is still poor. The plant homeodomain finger 6 (PHF6) is a tumor suppressor protein, it plays a pivotal role in T cell differentiation, epigenetic regulation and oncogenic pathway synergy, and its mutations and deletions are commonly associated with the development of T-lymphocytic leukemia. However, the underlying mechanism of PHF6 in the pathogenesis of T-ALL remains unclear. This article reviews the structure, function and mechanism of action of PHF6 in T-ALL, the important coexisting genes associated with the progression of T-ALL, and the research progress in targeted therapy.
7.Discussion on National TCM Master Xiong Jibai's Treatment for Depression Based on"Ke-nang"
Chaoling WU ; Shanhui MENG ; Mengkun GUO ; Yao TANG ; Baoling HUANG ; Xu YAN ; Jibai XIONG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(2):179-183
This article introduced the clinical experience of Professor Xiong Jibai,a national TCM master,in treating depression based on the theory of"Ke-nang".Professor Xiong Jibai believes that the basic pathogenesis of depression is the"Ke-nang",and the underlying pathological factor is phlegm and stasis,and the basic rule of treatment is to resolve phlegm and regulate qi,dispel blood stasis and dissipate stagnation,and clinically focusing on the linkage between theory and practice,emphasizing the unification of syndrome differentiation and holistic concepts,and following the six major steps of cause,mechanism,rationale,method,prescription and medication.In the treatment of depression,"taking from above and below"and"pushing out the old to bring in the new","preventing and transferring"and"treating the body and mind together"should be combined,with remarkable efficacy.
8.Construction of a Competency Evaluation Model for Forensic Practitioners
Jing-Chun BAO ; Jing-Jing ZHAO ; Jiao-Yong LI ; Jing-Hua MENG ; Xiao-Long WANG ; Xiao-Ni ZHAN ; Jun YAO ; Xu WU
Journal of Forensic Medicine 2025;41(4):371-379
Objective To construct a competency evaluation model for forensic practitioners,providing a reference for their training and assessment.Methods Based on the iceberg and onion models of com-petency,and with reference to Spencer's Competency Dictionary,literature research was conducted and focus group interviews were employed to preliminarily construct core indices and measurement items for evaluating the competency of forensic practitioners.The Delphi method was applied for two rounds of expert consultation to further refine the competency evaluation index system.The analytic hierarchy process(AHP)was used to calculate the weights of the indices.Results A competency evaluation model for forensic practitioners was constructed,consisting of 7 core indices,encompassing forensic skills,identification service capabilities,and the ability to apply relevant legal knowledge and 49 mea-surement items.The weights of the core indices and measurement items were determined.Conclusion The constructed competency evaluation model for forensic practitioners is scientifically sound and inno-vative,and has unique characteristics of forensic medicine compared with other medical models.
9.Protective effect of sub-hypothermic mechanical perfusion combined with membrane lung oxygenation on a yorkshire model of brain injury after traumatic blood loss.
Xiang-Yu SONG ; Yang-Hui DONG ; Zhi-Bo JIA ; Lei-Jia CHEN ; Meng-Yi CUI ; Yan-Jun GUAN ; Bo-Yao YANG ; Si-Ce WANG ; Sheng-Feng CHEN ; Peng-Kai LI ; Heng CHEN ; Hao-Chen ZUO ; Zhan-Cheng YANG ; Wen-Jing XU ; Ya-Qun ZHAO ; Jiang PENG
Chinese Journal of Traumatology 2025;28(6):469-476
PURPOSE:
To investigate the protective effect of sub-hypothermic mechanical perfusion combined with membrane lung oxygenation on ischemic hypoxic injury of yorkshire brain tissue caused by traumatic blood loss.
METHODS:
This article performed a random controlled trial. Brain tissue of 7 yorkshire was selected and divided into the sub-low temperature anterograde machine perfusion group (n = 4) and the blank control group (n = 3) using the random number table method. A yorkshire model of brain tissue injury induced by traumatic blood loss was established. Firstly, the perfusion temperature and blood oxygen saturation were monitored in real-time during the perfusion process. The number of red blood cells, hemoglobin content, NA+, K+, and Ca2+ ions concentrations and pH of the perfusate were detected. Following perfusion, we specifically examined the parietal lobe to assess its water content. The prefrontal cortex and hippocampus were then dissected for histological evaluation, allowing us to investigate potential regional differences in tissue injury. The blank control group was sampled directly before perfusion. All statistical analyses and graphs were performed using GraphPad Prism 8.0 Student t-test. All tests were two-sided, and p value of less than 0.05 was considered to indicate statistical significance.
RESULTS:
The contents of red blood cells and hemoglobin during perfusion were maintained at normal levels but more red blood cells were destroyed 3 h after the perfusion. The blood oxygen saturation of the perfusion group was maintained at 95% - 98%. NA+ and K+ concentrations were normal most of the time during perfusion but increased significantly at about 4 h. The Ca2+ concentration remained within the normal range at each period. Glucose levels were slightly higher than the baseline level. The pH of the perfusion solution was slightly lower at the beginning of perfusion, and then gradually increased to the normal level. The water content of brain tissue in the sub-low and docile perfusion group was 78.95% ± 0.39%, which was significantly higher than that in the control group (75.27% ± 0.55%, t = 10.49, p < 0.001), and the difference was statistically significant. Compared with the blank control group, the structure and morphology of pyramidal neurons in the prefrontal cortex and CA1 region of the hippocampal gyrus were similar, and their integrity was better. The structural integrity of granulosa neurons was destroyed and cell edema increased in the perfusion group compared with the blank control group. Immunofluorescence staining for glail fibrillary acidic protein and Iba1, markers of glial cells, revealed well-preserved cell structures in the perfusion group. While there were indications of abnormal cellular activity, the analysis showed no significant difference in axon thickness or integrity compared to the 1-h blank control group.
CONCLUSIONS
Mild hypothermic machine perfusion can improve ischemia and hypoxia injury of yorkshire brain tissue caused by traumatic blood loss and delay the necrosis and apoptosis of yorkshire brain tissue by continuous oxygen supply, maintaining ion homeostasis and reducing tissue metabolism level.
Animals
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Perfusion/methods*
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Disease Models, Animal
;
Brain Injuries/etiology*
;
Swine
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Male
;
Hypothermia, Induced/methods*
10.Family socioeconomic status and children's reading fluency: the chain mediating role of family reading environment and children's living and learning styles.
Wen-Xin HU ; Lei ZHANG ; Cai WANG ; Zi-Yue WANG ; Jia-Min XU ; Jing-Yu WANG ; Jia ZHOU ; Wen-Min WANG ; Meng-Meng YAO ; Xia CHI
Chinese Journal of Contemporary Pediatrics 2025;27(4):451-457
OBJECTIVES:
To study the impact of family socioeconomic status on children's reading fluency and the chain mediation effect of family reading environment and children's living and learning styles in this relationship.
METHODS:
A total of 473 children from grades 2 to 6 in two primary schools in Nanjing were selected through stratified random sampling. The children's reading fluency was assessed, and a questionnaire was used to collect information on family socioeconomic status, family reading environment, and children's living and learning styles. The mediation model was established using the Process macro in SPSS, and the Bootstrap method was employed to test the significance of the mediation effects.
RESULTS:
Family socioeconomic status, family reading environment, and children's living and learning styles were significantly positively correlated with reading fluency (P<0.001). The family reading environment and children's living and learning styles mediated the relationship between family socioeconomic status and children's reading fluency. Specifically, the independent mediation effect of family reading environment accounted for 11.02% of the total effect, while the independent mediation effect of children's living and learning styles accounted for 10.79%. The chain mediation effect of family reading environment and children's living and learning styles accounted for 7.41% of the total effect.
CONCLUSIONS
Family socioeconomic status can affect children's reading fluency through three pathways: family reading environment, children's living and learning styles, and the chain mediation effect of family reading environment and children's living and learning styles.
Humans
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Child
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Male
;
Female
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Reading
;
Learning
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Social Class
;
Family

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