1.Joint Relation Extraction of Famous Medical Cases with CasRel Model Combining Entity Mapping and Data Augmentation
Yuxin LI ; Xinghua XIANG ; Hang YANG ; Dasheng LIU ; Jiaheng WANG ; Zhiwei ZHAO ; Jiaxu HAN ; Mengjie WU ; Qianzi CHE ; Wei YANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(2):218-225
ObjectiveTo address the challenges of unstructured classical Chinese expressions, nested entity relationships, and limited annotated data in famous traditional Chinese medicine(TCM) case records, this study proposes a joint relation extraction framework that integrates data augmentation and entity mapping, aiming to support the construction of TCM diagnostic knowledge graphs and clinical pattern mining. MethodsWe developed an annotation structure for entities and their relationships in TCM case texts and applied a data augmentation strategy by incorporating multiple ancient texts to expand the relation extraction dataset. A cascade binary tagging framework for relation triple extraction(CasRel) model for TCM semantics was designed, integrating a pre-trained bidirectional encoder representations from transformers(BERT) layer for classical TCM texts to enhance semantic representation, and using a head entity-relation-tail entity mapping mechanism to address entity nesting and relation overlapping issues. ResultsExperimental results showed that the CasRel model, combining data augmentation and entity mapping, outperformed the pipeline-based Bert-Radical-Lexicon(BRL)-bidirectional long short-term memory(BiLSTM)-Attention model. The overall precision, recall, and F1-score across 12 relation types reached 65.73%, 64.03%, and 64.87%, which represent improvements of 14.26%, 7.98%, and 11.21% compared to the BRL-BiLSTM-Attention model, respectively. Notably, the F1-score for tongue syndrome relations increased by 22.68%(69.32%), and the prescription-syndrome relations performed the best with the F1-score of 70.10%. ConclusionThe proposed framework significantly improves the semantic representation and complex dependencies in TCM texts, offering a reusable technical framework for structured mining of TCM case records. The constructed knowledge graph can support clinical syndrome differentiation, prescription optimization, and drug compatibility, providing a methodological reference for TCM artificial intelligence research.
2.Risk prediction models of early diagnosis of prostate cancer based on machine learning algorithms
Wuxue LI ; Tianhe ZHANG ; Xinghua ZHAO ; Changbao XU ; Haiyang WEI ; Zixu ZHANG
Journal of Modern Urology 2026;31(3):249-257
Objective To construct prostate cancer(PCa)prediction models based on machine learning algorithms, so as to improve the accuracy of early diagnosis of PCa. Methods A retrospective analysis was performed on the clinical data of 504 patients who underwent prostate biopsy at our hospital during Jan. 2020 and Nov. 2024. Patients' age, body mass index(BMI), history of hypertension, diabetes and smoking, total prostate-specific antigen(tPSA), free prostate-specific antigen(fPSA), f/tPSA, prostate volume(PV), neutrophil count, lymphocyte count, neutrophil-to-lymphocyte ratio(NLR), Prostate Imaging Reporting and Data System(PI-RADS)score, digital rectal examination(DRE)results, and pathological findings were collected. The patients were divided into the training and testing sets at a ratio of 7:3. Ten early diagnosis prediction models of PCa were constructed using 10 supervised machine learning algorithms. Model performance was evaluated and validated using metrics including area under the receiver operating characteristic curve(AUC), accuracy, sensitivity, specificity, calibration curves, and decision curve analysis(DCA). SHAP analysis was used to interpret the models, and to clarify the importance of each feature and the basis for model decisions. Results All models showed good predictive value, with the gradient boosting machine(GBM)model performing the best(AUC=0.905, accuracy=84.1%, sensitivity=90.2%, specificity=80.0%). Calibration curves indicated good calibration and fitting of the GBM model, while DCA demonstrated favorable clinical net benefits. SHAP analysis identified the most significant features affecting PCa occurrence in descending order:tPSA, f/tPSA, PIRADS score, PV, age, and DRE. Conclusion The GBM model exhibits the optimal performance among the 10 models. The importance of features for predicting the occurrence of PCa, from the highest to the lowest, is as follows:tPSA, f/tPSA, PIRADS score, PV, age, and DRE.
3.Dual immune checkpoint inhibitors combined with anlotinib in the treatment of alveolar soft part sarcoma: a case report
Xinghua FANG ; Wei LI ; Yuhong ZHOU
Chinese Journal of Clinical Medicine 2025;32(1):140-144
Clinical data of a patient with alveolar soft part sarcoma (ASPS) treated at Zhongshan Hospital, Fudan University were retrospectively analyzed. The patient was initially diagnosed with abdominal ASPS with multiple lung metastases. After 6 weeks of treatment with nivolumab and ipilimumab, the patient achieved stable disease (SD). In the 7th week, the treatment was changed to a combination of nivolumab (30 mg, d1, q3w), anlotinib (8 mg, d1-14, q3w) and ipilimumab (50 mg, d1, q6w). The patient remained SD at the 12th week. The patient then underwent iliac artery embolization and intensity-modulated radiation therapy for the lesion in the psoas major muscle, while continuing the combination treatment. By the 24th week, the evaluation showed partial remission (PR) of both primary tumor and lung metastases. The patient experienced mild adverse reactions during treatment.
4.Predictive value of peripheral blood SNORD55 for prognosis of atrial fibrillation patients
Yu WANG ; Na WU ; Lanqing YANG ; Zhiquan YUAN ; Chengying LI ; Long WU ; Yuhong ZENG ; Lei YANG ; Yanxiu CHEN ; Xinghua CHEN ; Li ZHONG ; Jingyuan YANG ; Yafei LI
Journal of Army Medical University 2025;47(2):151-160
Objective To explore the association between the relative expression level of SNORD55 in peripheral blood and the outcomes of all-cause mortality and stroke in patients with atrial fibrillation(AF),and to evaluate the predictive value of SNORD55 for prognosis.Methods A total of 133 patients with non-valvular AF admitted in Department of Cardiology of the First Affiliated Hospital of Army Medical University from January 2014 to December 2017 were enrolled in this study.Their baseline information was collected,and the relative expression level of plasma SNORD55 was detected.Cox proportional hazards model was used to explore the association between the relative expression level of SNORD55 in peripheral blood and all-cause mortality as well as stroke in the patients.The predictive performance of CHA2DS2-VASc score for all-cause mortality and stroke was compared with the score combined with the relative expression level of SNORD55 in the AF patients.The area under the receiver operating characteristic curve(AUC)was utilized to evaluate the discrimination,and the net reclassification index(NRI)and comprehensive discriminant improvement index(IDI)were calculated to evaluate the improvement of reclassification ability.Decision curve analysis(DCA)was applied to analyze the change in clinical net benefit.Results The results of multivariate Cox regression showed that high expression of SNORD55 in peripheral blood was an independent risk factor for all-cause mortality and stroke in the AF patients.In predicting the outcomes of all-cause mortality and stroke,the addition of relative expression SNORD55 level with the CHA2DS2-VASc score obtained higher AUC value[0.80(95%CI:0.67~0.93)vs 0.67(95%CI:0.53~0.81),P<0.05].In predicting the outcome of all-cause death and stroke,combination of the relative expression level of SNORD55 with CHA2DS2-VASc score increased both NRI[54.3(95%CI:10.6~61.9)vs 31.9(95%CI:2.8~47.5),P<0.05]and IDI[16.1(95%CI:2.4~27.0)vs 7.9(95%CI:0.5~14.8),P<0.05].The results of DCA showed that our combination of CHA2DS2-VASc score relative expression level of SNORD55 had higher clinical net benefits than the foreign ABC score in the prediction of the outcomes.Conclusion Peripheral blood SNORD55 level is an independent risk factor for all-cause mortality and stroke in AF patients,and has good predictive performance for all-cause mortality and stroke in the patients.
5.Predictive value of peripheral blood piR-hsa-2700592 for prognosis of atrial fibrillation patients
Lei YANG ; Na WU ; Lanqing YANG ; Yanxiu CHEN ; Xinghua CHEN ; Zhiquan YUAN ; Chengying LI ; Long WU ; Yuhong ZENG ; Yu WANG ; Li ZHONG ; Jingyuan YANG ; Yafei LI
Journal of Army Medical University 2025;47(6):551-560
Objectives To explore the association of peripheral blood PIWI-interacting RNA,piR-hsa-2700592,with all-cause mortality and stroke outcomes in patients with atrial fibrillation(AF),and to determine whether piR-hsa-2700592 has the potential to be an AF biomarker.Methods A total of 127 patients with non-valvular AF were enrolled,and the relative expression level of plasma piR-hsa-2700592 was detected.Cox proportional hazard regression was used to analyze the correlation between the expression of piR-hsa-2700592 and all-cause death as well as stroke outcome in the patients.Then the molecule expression level was combined with CHA2DS2-VASc score and ABC stroke(or death)score to establish 2 new prediction models,the improvement of the predictive performance was compared and analyzed.Receiver operating characteristic(ROC)curve analysis(area under the curve,AUC),net reclassification index(NRI),and comprehensive discriminant improvement index(IDI)were used to evaluate the predictive performance,and decision curve analysis(DCA)was employed to assess the clinical benefit.Results Multivariate Cox regression analysis showed that the patients with higher expression level of piR-hsa-2700592 in peripheral blood had a higher risk of stroke(HR:2.203,95%CI:1.120~4.332;P=0.022).In the stroke outcome,combination of plasma piR-hsa-2700592 expression level with CHA2DS2-VASc score and ABC stroke score obtained an AUC of 0.70(95%CI:0.55~0.85,P<0.001)and 0.84(95%CI:0.73~0.96,P=0.02),respectively.But,no significant association was observed between high plasma piR-hsa-2700592 level and all-cause mortality in the AF patients(HR:1.997;95%CI:0.884~4.509;P=0.096).Combination of plasma piR-hsa-2700592 level improved the discriminative capability than the single CHA2DS2-VASc score and ABC stroke score models,with an NRI and IDI value of 44.20%(95%CI:3.40~59.90,P<0.001)and 8.20%(95%CI:0.60~15.40,P<0.001),respectively for the new CHA2DS2-VASc score model,and an NRI and IDI value of 44.20%(95%CI:9.80~58.90,P<0.001)and 10.40%(95%CI:0.70~21.40,P<0.001),respectively for the new ABC stroke score model.The DCA curve showed that both new prediction models obtained better net clinical benefits.Conclusion High peripheral blood expression of piR-hsa-2700592 is an independent risk factor for stroke in the AF patients,and the indicator has a good predictive value for prognosis of the patients.piR-hsa-2700592 might be used as a potential biomarker in the diagnosis and prevention of cardiovascular diseases.
6.A case of cerebral small vascular disease and hyperhomocysteinemia caused by methylenetetrahydrofolate reductase deficiency
Xianru CHENG ; Xinghua LUAN ; Li CAO ; Wotu TIAN
Chinese Journal of Nervous and Mental Diseases 2025;51(2):126-128,后插1
A case of small cerebral vascular disease and moderate hyperhomocysteinemia caused by methylenetetrahydrofolate reductase gene mutation is reported.The patient was a 61-year-old man who presented with tongue stiffness and slurred speech,bilateral hand numbness and lower limb weakness.He had a history of recurrent cerebral infarction,cerebral hemorrhage,accompanied by leukoencephalopathy and cerebral microhemorrhage etc.Blood homocysteine(Hcy)66.2 μmol/L.Head magnetic resonance imaging revealed subacute cerebral infarction and white matter lesions in right parieto-occipital lobe and left pressor corpus callosum.The skin pathology showed normal density of small fibers,infiltration of perivasculitis cells in the epidermis and dermis,and swelling of endothelial cells in a wide range of small vessels in the dermis.Whole exon sequencing indicated homozygous pathogenic mutation of MTHFR gene c.665C>T(p.A222V).After 1 month of treatment,Hcy decreased to 20.5 μmol/L.This report suggests that HHcy is not only associated with leucoencephalopathy,but also can lead to skin small vessel lesions.Attention should be paid to peripheral vascular screening in this population for early intervention of potential risks.
7.Safety and efficacy of the reamer-irrigator-aspirator technique in adult lower extremity long bone nonunion
Hui DONG ; Wenxiang LI ; Liangyu ZHU ; Wei YUAN ; Aiguo WANG ; Xinghua LI
Chinese Journal of Orthopaedics 2025;45(20):1327-1334
Objective:To compare the clinical efficacy of the reamer-irrigator-aspirator (RIA) technique and iliac crest bone grafting (ICBG) in the treatment of adult noninfectious long bone nonunion of the lower extremity, and to evaluate the safety and effectiveness of the RIA technique.Methods:A retrospective review was conducted of 42 adult patients with noninfectious long bone nonunion of the lower extremity treated surgically at Zhengzhou Orthopaedic Hospital from January 2021 to June 2024. The cohort included 33 men and 9 women with a mean age of 47.0±14.4 years (range, 18-62 years). Twenty-three patients had nonunion on the left side and 19 on the right. Initial surgical fixation methods included plate fixation (19 cases), intramedullary nail (16 cases), external fixator (5 cases), and combined plate-and-nail fixation (2 cases). Revision procedures included debridement and freshening of the nonunion ends, revision or adjustment of internal fixation, and autologous bone grafting. Nineteen patients underwent graft harvesting with the RIA technique (RIA group), and 23 received autograft harvested from the iliac crest (iliac group). Baseline and perioperative variables compared between the two groups included sex, age, body-mass index, preoperative comorbidities, anatomical site of the nonunion (tibial or femoral), duration from the index fracture operation to the current revision, operative time, intraoperative blood loss, volume of blood transfusion and rate of perioperative complications, nonunion fracture sites, visual analogue scale (VAS) pain score at the fracture site, donor-site morphology and functional appearance scores, and radiographic union score for tibial fractures (RUST).Results:There was no significant difference in age between the RIA and ICBG groups (45.1±14.1 vs. 48.5±14.7 years, t=0.746, P=0.449). However, intraoperative blood loss was higher in the RIA group [300 (150, 720) ml, Z=-3.072, P=0.002] and the transfusion rate was higher (14/19 vs. 8/23, χ 2=6.313, P=0.012). The harvested bone volume was very similar [40(35, 60) cm 2vs. 40(35, 40) cm 2, Z=-1.077, P=0.281]. All patients were followed for a mean of 16.5±2.8 months (range, 7-40 months). VAS scores at the surgical site showed no significant difference between groups at 3 months (3.2±1.0 vs. 3.3±1.4, t= 4.754, P=0.720) and 6 months (1.6±0.8 vs. 1.8±1.2, t=6.841, P=0.542). Donor-site morphology and functional scores were significantly better in the RIA group at 3 months [14.5(13.0, 15.5) vs. 9.0(7.0, 10.0), Z=-3.748, P<0.001] and 6 months [15.5(15.0, 16.0) vs. 11.0(10.0, 13.0), Z=-3.782, P<0.001]. At 12 months postoperatively, RUST scores did not differ significantly between groups (10.6±1.2 vs. 10.4±1.5, t=0.483, P=0.632). The incidence of perioperative complications was comparable [42%(8/19) vs. 30%(7/23), χ 2=0.617, P=0.432]. Conclusions:Both RIA and ICBG achieved favorable clinical outcomes in the treatment of adult noninfectious lower-extremity long bone nonunion. Although RIA was associated with greater intraoperative blood loss, it resulted in less donor-site morbidity and better cosmetic and functional outcomes. Bone healing capacity and overall complication rates did not differ significantly between the two groups. These findings suggest that the RIA technique is safe and effective for use in the Chinese patient population.
8.Clinical efficacy and safety of a domestic calcipotriol/betamethasone dipropionate ointment in the treatment of stable plaque psoriasis: a multicenter, randomized, double-blind, controlled study
Lixin XIA ; Guang XIANG ; Qingchun DIAO ; Kun HUANG ; Shoumin ZHANG ; Shanshan LI ; Yumei LI ; Zhiqiang SONG ; Qing SUN ; Xiumin YANG ; Meng PAN ; Yuling SHI ; Shuping GUO ; Huiping WANG ; Tiechi LEI ; Xiaoyong ZHOU ; Songmei GENG ; Suchun HOU ; Juan SU ; Yong CUI ; Rixin CHEN ; Yanyan FENG ; Hongxia FENG ; Rushan XIA ; Zudong MENG ; Fang YIN ; Jingjing WANG ; Xinghua GAO
Chinese Journal of Dermatology 2025;58(11):1020-1026
Objective:To evaluate the clinical equivalence between a domestic calcipotriol/betamethasone dipropionate ointment and the originator product in the treatment of stable plaque psoriasis.Methods:A multicenter, randomized, double-blind, three-arm, parallel-group, active- and placebo-controlled study was conducted, and 449 patients aged 18 - 65 years with stable plaque psoriasis were enrolled from 25 hospitals (such as the First Affiliated Hospital of China Medical University). Eligible patients had a baseline physician's global assessment (PGA) score of ≥ 3 points, baseline body surface area (BSA) involvement of 5% - 30%, and a target lesion psoriasis area and severity index (TL-PASI) for plaque elevation of ≥ 3 points. Participants were randomly assigned in a 2:2:1 ratio to the test group ( n = 179), reference group ( n = 180), and placebo group ( n = 90), and applied the domestic calcipotriol/betamethasone dipropionate ointment, originator product, and ointment base respectively, once daily in the evening for 4 weeks. Efficacy and safety were assessed at weeks 1, 2, and 4. The primary efficacy endpoints were the treatment success rates and clinical success rates in each group at week 4. The per-protocol set (PPS) was used for the primary efficacy analysis, and the intention-to-treat (ITT) set for supplementary efficacy analysis. Equivalence between the test and reference preparations was tested using the Cochran-Mantel-Haenszel method adjusted for randomization strata. Superiority of the test and reference preparations over the placebo was also tested. Measurement data were compared among the 3 groups using analysis of variance or non-parametric tests, while treatment success rates, clinical success rates, and incidence rates of adverse reactions were compared using the chi-square test. Results:The ITT, PPS, and safety sets included 447, 420, and 448 patients, respectively. In the ITT set, patients were aged 43.6 ± 12.8 years, including 320 (71.6%) males and 127 (28.4%) females, and the disease duration was 11.21 ± 9.05 years; 316 (70.7%) had a PGA score of 3 points and 131 (29.3%) had a PGA score of 4 - 5 points. No significant differences in the baseline characteristics (including age, sex, disease duration and disease severity) were observed among the 3 groups (all P > 0.05). Based on the PPS analysis, the treatment success rates were 57.9% (99/171) in the test group, 50.3% (86/171) in the reference group, and 7.7% (6/78) in the placebo group, and the clinical success rates were 57.9% (99/171), 50.3% (86/171), and 10.3% (8/78), respectively; both the test and reference groups were superior to the placebo group in both treatment and clinical success rates (all P < 0.001) ; the rate differences for treatment success (90% confidence interval [ CI]: -1.3% - 16.4%) and clinical success (90% CI: -1.3% - 16.3%) between the test and reference groups were entirely within the pre-defined equivalence margin (-20% - 20%). Subgroup analyses by baseline PGA scores: for patients with a baseline PGA score of 3 points, the treatment success rates in the test, reference, and placebo groups were 60.8% (73/120), 52.1% (62/119), and 11.1% (6/54), respectively, and the corresponding clinical success rates were 61.7% (74/120), 53.8% (64/119), and 13% (7/54), respectively; the test and reference groups did not differ significantly in treatment or clinical success rates (both P > 0.05), but both showed higher success rates than the placebo group (all P < 0.001) ; the results of statistical comparisons among the 3 groups in patients with a baseline PGA score of 4 - 5 points were consistent with those observed in patients with a baseline PGA score of 3 points. The percentage reductions in PGA and TL-PASI scores from baseline to weeks 1, 2, and 4 showed significant differences among the 3 groups, which were significantly higher in the test and reference groups than in the placebo group (all P < 0.001), but did not differ between the test and reference groups (all P > 0.05). The primary adverse reactions were local skin reactions, such as pruritus, pain, and erythema. The incidence rates of adverse reactions were 8.9% (16/179) in the test group, 7.3% (13/179) in the reference group, and 7.8% (7/90) in the placebo group, with no significant difference among the 3 groups ( P > 0.05) . Conclusions:The domestic calcipotriol/betamethasone dipropionate ointment demonstrated clinical equivalence to the originator product in the treatment of stable plaque psoriasis, and the two agents exhibited comparable efficacy for patients with varying degrees of disease severity, and were comparable in the speed and degree of clinical improvement, with similar favorable safety profiles.
9.Comparison of biological characteristics of mouse bone marrow mesenchymal stem cells after interference and overexpression of telomere Cajal body protein-1
Shuqian LIN ; Xilong ZHAO ; Jing GAO ; Xinghua PAN ; Zian LI ; Guangping RUAN
Chinese Journal of Tissue Engineering Research 2025;29(31):6616-6624
BACKGROUND:With the increase of age,the function of bone marrow-derived mesenchymal stem cells is gradually reduced,and delaying the aging of bone marrow-derived mesenchymal stem cells itself has become an important topic.OBJECTIVE:To explore ways to delay the aging of bone marrow-derived mesenchymal stem cells by changing the expression of telomerase Cajal body protein 1(TCAB1)gene.METHODS:Mouse bone marrow-derived mesenchymal stem cells were cultured by cell adhesion method.TCAB1 gene in bone marrow-derived mesenchymal stem cells was overexpressed and interfered by recombinant lentivirus technique.The expression of aging related genes P16,P21,P53,and P27 was detected by qPCR.The relative length of telomeres was detected by qPCR.The expression of aging proteins P16,P21,P53,and P27 was detected by western blot assay.Cell proliferation was detected by CCK-8 assay.Annexin V-PE/7-AAD apoptosis kit was used to detect the degree of cell apoptosis.RESULTS AND CONCLUSION:Bone marrow-derived mesenchymal stem cell lines overexpressing TCAB1 gene had decreased expression of senescence related genes and proteins,increased Telomere relative length,stronger cell proliferation,less apoptosis,and a youthful state.The expression of age-related genes and proteins in bone marrow mesenchymal stem cells interfering with TCAB1 gene increased,and the relative telomere length decreased;cell proliferation ability was weak;cell apoptosis was more,and cells showed senescence.These results indicate that increasing the expression of TCAB1 in an appropriate range can delay the rate of cell senescence.
10.Analysis of coronary atherosclerosis characteristics and gender differences in patients with type 2 diabetes mellitus without cardiovascular symptoms by coronary computed tomography
Linfen ZHAO ; Fan ZHANG ; Tao LI ; Song XU ; Jing ZHANG ; Xinghua ZHANG ; Li YANG
Chinese Journal of Diabetes 2025;33(8):566-571
Objective To analyze the characteristics of coronary atherosclerosis(CAS)and the gender differences in type 2 diabetes mellitus(T2DM)patients without cardiovascular disease symptoms using coronary artery computed tomography(CCTA).Methods A total of 178 asymptomatic individuals with T2DM who underwent CCTA examination due to CAS risk factors were included in this analysis in 2019,and they were divided into male group(n=105)and female group(n=73)according to sex.The general data and biochemical indicators of patients of different genders were compared.Logistic regression was used to analyze the influencing factors of high-risk signs of CAS in patients with T2DM.The incidences of coronary artery involvement score(SIS)≥4 and segmental stenosis score(St.S)≥3 in male and female patients with different courses of DM were compared.Results The age and the proportion of hypertension in female patients with T2DM were higher than those in male patients(P<0.05),while the body mass index(BMI),smoking history,triglyceride(TG),total cholesterol(TC)/high-density lipoprotein cholesterol(HDL-C),and proportions of SIS≥4 were lower than those in male patients(P<0.05).Logistic regression analysis showed that the hypertension duration was an influencing factor for the occurrence of high-risk signs of CAS in patients with T2DM.The proportion of SIS≥4 in the female DM duration was higher than<5 years(P<0.05),and the proportion of SIS≥4 in>15 years was lower than<5 years(P<0.05).Conclusions The incidence of CAS high-risk signs in T2DM patients without cardiovascular symptoms is different between different sexes,the number of affected segments in women was related to the DM duration.

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